From fe0cf8cd53722de1c722669c43f20731f3d89e90 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=F0=9D=95=82?= <51281148+K-dash@users.noreply.github.com>
Date: Wed, 15 Oct 2025 17:56:43 +0900
Subject: [PATCH 01/65] feat: allow DataFrame.filter to accept SQL strings\
 (#1276)

---
 docs/source/user-guide/dataframe/index.rst |  3 +-
 python/datafusion/dataframe.py             | 22 ++++++++-----
 python/tests/test_dataframe.py             | 36 ++++++++++++++++++++--
 3 files changed, 49 insertions(+), 12 deletions(-)

diff --git a/docs/source/user-guide/dataframe/index.rst b/docs/source/user-guide/dataframe/index.rst
index 1387db0bd..6d82f7078 100644
--- a/docs/source/user-guide/dataframe/index.rst
+++ b/docs/source/user-guide/dataframe/index.rst
@@ -95,8 +95,9 @@ DataFusion's DataFrame API offers a wide range of operations:
     # Select with expressions
     df = df.select(column("a") + column("b"), column("a") - column("b"))
     
-    # Filter rows
+    # Filter rows (expressions or SQL strings)
     df = df.filter(column("age") > literal(25))
+    df = df.filter("age > 25")
     
     # Add computed columns
     df = df.with_column("full_name", column("first_name") + literal(" ") + column("last_name"))
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index d15111d57..0b77d42ef 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -466,31 +466,37 @@ def drop(self, *columns: str) -> DataFrame:
 
         return DataFrame(self.df.drop(*normalized_columns))
 
-    def filter(self, *predicates: Expr) -> DataFrame:
+    def filter(self, *predicates: Expr | str) -> DataFrame:
         """Return a DataFrame for which ``predicate`` evaluates to ``True``.
 
         Rows for which ``predicate`` evaluates to ``False`` or ``None`` are filtered
         out. If more than one predicate is provided, these predicates will be
-        combined as a logical AND. Each ``predicate`` must be an
+        combined as a logical AND. Each ``predicate`` can be an
         :class:`~datafusion.expr.Expr` created using helper functions such as
-        :func:`datafusion.col` or :func:`datafusion.lit`.
-        If more complex logic is required, see the logical operations in
-        :py:mod:`~datafusion.functions`.
+        :func:`datafusion.col` or :func:`datafusion.lit`, or a SQL expression string
+        that will be parsed against the DataFrame schema. If more complex logic is
+        required, see the logical operations in :py:mod:`~datafusion.functions`.
 
         Example::
 
             from datafusion import col, lit
             df.filter(col("a") > lit(1))
+            df.filter("a > 1")
 
         Args:
-            predicates: Predicate expression(s) to filter the DataFrame.
+            predicates: Predicate expression(s) or SQL strings to filter the DataFrame.
 
         Returns:
             DataFrame after filtering.
         """
         df = self.df
-        for p in predicates:
-            df = df.filter(ensure_expr(p))
+        for predicate in predicates:
+            expr = (
+                self.parse_sql_expr(predicate)
+                if isinstance(predicate, str)
+                else predicate
+            )
+            df = df.filter(ensure_expr(expr))
         return DataFrame(df)
 
     def parse_sql_expr(self, expr: str) -> Expr:
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index 9317711f4..aceebadb4 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -306,6 +306,29 @@ def test_filter(df):
     assert result.column(2) == pa.array([5])
 
 
+def test_filter_string_predicates(df):
+    df_str = df.filter("a > 2")
+    result = df_str.collect()[0]
+
+    assert result.column(0) == pa.array([3])
+    assert result.column(1) == pa.array([6])
+    assert result.column(2) == pa.array([8])
+
+    df_mixed = df.filter("a > 1", column("b") != literal(6))
+    result_mixed = df_mixed.collect()[0]
+
+    assert result_mixed.column(0) == pa.array([2])
+    assert result_mixed.column(1) == pa.array([5])
+    assert result_mixed.column(2) == pa.array([5])
+
+    df_strings = df.filter("a > 1", "b < 6")
+    result_strings = df_strings.collect()[0]
+
+    assert result_strings.column(0) == pa.array([2])
+    assert result_strings.column(1) == pa.array([5])
+    assert result_strings.column(2) == pa.array([5])
+
+
 def test_parse_sql_expr(df):
     plan1 = df.filter(df.parse_sql_expr("a > 2")).logical_plan()
     plan2 = df.filter(column("a") > literal(2)).logical_plan()
@@ -388,9 +411,16 @@ def test_aggregate_tuple_aggs(df):
     assert result_tuple == result_list
 
 
-def test_filter_string_unsupported(df):
-    with pytest.raises(TypeError, match=re.escape(EXPR_TYPE_ERROR)):
-        df.filter("a > 1")
+def test_filter_string_equivalent(df):
+    df1 = df.filter("a > 1").to_pydict()
+    df2 = df.filter(column("a") > literal(1)).to_pydict()
+    assert df1 == df2
+
+
+def test_filter_string_invalid(df):
+    with pytest.raises(Exception) as excinfo:
+        df.filter("this is not valid sql").collect()
+    assert "Expected Expr" not in str(excinfo.value)
 
 
 def test_drop(df):

From 030873bbb1b98ec7664d1297b76a4f24dc205369 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 15 Oct 2025 04:57:32 -0400
Subject: [PATCH 02/65] Add temporary view option for into_view (#1267)

---
 python/datafusion/dataframe.py |  4 +-
 python/tests/test_context.py   | 10 +++-
 src/dataframe.rs               | 17 +++---
 src/table.rs                   | 94 ++++++++++++++++++++++++++++++++--
 4 files changed, 111 insertions(+), 14 deletions(-)

diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index 0b77d42ef..c21a3bc79 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -318,7 +318,7 @@ def __init__(self, df: DataFrameInternal) -> None:
         """
         self.df = df
 
-    def into_view(self) -> Table:
+    def into_view(self, temporary: bool = False) -> Table:
         """Convert ``DataFrame`` into a :class:`~datafusion.Table`.
 
         Examples:
@@ -332,7 +332,7 @@ def into_view(self) -> Table:
         """
         from datafusion.catalog import Table as _Table
 
-        return _Table(self.df.into_view())
+        return _Table(self.df.into_view(temporary))
 
     def __getitem__(self, key: str | list[str]) -> DataFrame:
         """Return a new :py:class`DataFrame` with the specified column or columns.
diff --git a/python/tests/test_context.py b/python/tests/test_context.py
index 94d1e6a39..bd65305ed 100644
--- a/python/tests/test_context.py
+++ b/python/tests/test_context.py
@@ -357,10 +357,16 @@ def test_register_table_from_dataframe(ctx):
     assert [b.to_pydict() for b in result] == [{"a": [1, 2]}]
 
 
-def test_register_table_from_dataframe_into_view(ctx):
+@pytest.mark.parametrize("temporary", [True, False])
+def test_register_table_from_dataframe_into_view(ctx, temporary):
     df = ctx.from_pydict({"a": [1, 2]})
-    table = df.into_view()
+    table = df.into_view(temporary=temporary)
     assert isinstance(table, Table)
+    if temporary:
+        assert table.kind == "temporary"
+    else:
+        assert table.kind == "view"
+
     ctx.register_table("view_tbl", table)
     result = ctx.sql("SELECT * FROM view_tbl").collect()
     assert [b.to_pydict() for b in result] == [{"a": [1, 2]}]
diff --git a/src/dataframe.rs b/src/dataframe.rs
index 1f87f99d9..df3e9d316 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -28,6 +28,7 @@ use arrow::pyarrow::FromPyArrow;
 use datafusion::arrow::datatypes::Schema;
 use datafusion::arrow::pyarrow::{PyArrowType, ToPyArrow};
 use datafusion::arrow::util::pretty;
+use datafusion::catalog::TableProvider;
 use datafusion::common::UnnestOptions;
 use datafusion::config::{CsvOptions, ParquetColumnOptions, ParquetOptions, TableParquetOptions};
 use datafusion::dataframe::{DataFrame, DataFrameWriteOptions};
@@ -49,7 +50,7 @@ use crate::expr::sort_expr::to_sort_expressions;
 use crate::physical_plan::PyExecutionPlan;
 use crate::record_batch::PyRecordBatchStream;
 use crate::sql::logical::PyLogicalPlan;
-use crate::table::PyTable;
+use crate::table::{PyTable, TempViewTable};
 use crate::utils::{
     get_tokio_runtime, is_ipython_env, py_obj_to_scalar_value, validate_pycapsule, wait_for_future,
 };
@@ -420,11 +421,15 @@ impl PyDataFrame {
     /// because we're working with Python bindings
     /// where objects are shared
     #[allow(clippy::wrong_self_convention)]
-    pub fn into_view(&self) -> PyDataFusionResult<PyTable> {
-        // Call the underlying Rust DataFrame::into_view method.
-        // Note that the Rust method consumes self; here we clone the inner Arc<DataFrame>
-        // so that we don't invalidate this PyDataFrame.
-        let table_provider = self.df.as_ref().clone().into_view();
+    pub fn into_view(&self, temporary: bool) -> PyDataFusionResult<PyTable> {
+        let table_provider = if temporary {
+            Arc::new(TempViewTable::new(Arc::clone(&self.df))) as Arc<dyn TableProvider>
+        } else {
+            // Call the underlying Rust DataFrame::into_view method.
+            // Note that the Rust method consumes self; here we clone the inner Arc<DataFrame>
+            // so that we don't invalidate this PyDataFrame.
+            self.df.as_ref().clone().into_view()
+        };
         Ok(PyTable::from(table_provider))
     }
 
diff --git a/src/table.rs b/src/table.rs
index b830f7764..fdca4d3e6 100644
--- a/src/table.rs
+++ b/src/table.rs
@@ -15,15 +15,22 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use crate::dataframe::PyDataFrame;
+use crate::dataset::Dataset;
+use crate::utils::table_provider_from_pycapsule;
+use arrow::datatypes::SchemaRef;
 use arrow::pyarrow::ToPyArrow;
+use async_trait::async_trait;
+use datafusion::catalog::Session;
+use datafusion::common::Column;
 use datafusion::datasource::{TableProvider, TableType};
+use datafusion::logical_expr::{Expr, LogicalPlanBuilder, TableProviderFilterPushDown};
+use datafusion::physical_plan::ExecutionPlan;
+use datafusion::prelude::DataFrame;
 use pyo3::prelude::*;
+use std::any::Any;
 use std::sync::Arc;
 
-use crate::dataframe::PyDataFrame;
-use crate::dataset::Dataset;
-use crate::utils::table_provider_from_pycapsule;
-
 /// This struct is used as a common method for all TableProviders,
 /// whether they refer to an FFI provider, an internally known
 /// implementation, a dataset, or a dataframe view.
@@ -104,3 +111,82 @@ impl From<Arc<dyn TableProvider>> for PyTable {
         Self { table }
     }
 }
+
+#[derive(Clone, Debug)]
+pub(crate) struct TempViewTable {
+    df: Arc<DataFrame>,
+}
+
+/// This is nearly identical to `DataFrameTableProvider`
+/// except that it is for temporary tables.
+/// Remove when https://github.com/apache/datafusion/issues/18026
+/// closes.
+impl TempViewTable {
+    pub(crate) fn new(df: Arc<DataFrame>) -> Self {
+        Self { df }
+    }
+}
+
+#[async_trait]
+impl TableProvider for TempViewTable {
+    fn as_any(&self) -> &dyn Any {
+        self
+    }
+
+    fn schema(&self) -> SchemaRef {
+        Arc::new(self.df.schema().into())
+    }
+
+    fn table_type(&self) -> TableType {
+        TableType::Temporary
+    }
+
+    async fn scan(
+        &self,
+        state: &dyn Session,
+        projection: Option<&Vec<usize>>,
+        filters: &[Expr],
+        limit: Option<usize>,
+    ) -> datafusion::common::Result<Arc<dyn ExecutionPlan>> {
+        let filter = filters.iter().cloned().reduce(|acc, new| acc.and(new));
+        let plan = self.df.logical_plan().clone();
+        let mut plan = LogicalPlanBuilder::from(plan);
+
+        if let Some(filter) = filter {
+            plan = plan.filter(filter)?;
+        }
+
+        let mut plan = if let Some(projection) = projection {
+            // avoiding adding a redundant projection (e.g. SELECT * FROM view)
+            let current_projection = (0..plan.schema().fields().len()).collect::<Vec<usize>>();
+            if projection == &current_projection {
+                plan
+            } else {
+                let fields: Vec<Expr> = projection
+                    .iter()
+                    .map(|i| {
+                        Expr::Column(Column::from(
+                            self.df.logical_plan().schema().qualified_field(*i),
+                        ))
+                    })
+                    .collect();
+                plan.project(fields)?
+            }
+        } else {
+            plan
+        };
+
+        if let Some(limit) = limit {
+            plan = plan.limit(0, Some(limit))?;
+        }
+
+        state.create_physical_plan(&plan.build()?).await
+    }
+
+    fn supports_filters_pushdown(
+        &self,
+        filters: &[&Expr],
+    ) -> datafusion::common::Result<Vec<TableProviderFilterPushDown>> {
+        Ok(vec![TableProviderFilterPushDown::Exact; filters.len()])
+    }
+}

From 60123493fe438acb0a85b4b294975f63e954f40f Mon Sep 17 00:00:00 2001
From: GCHQDeveloper028 <57228775+GCHQDeveloper028@users.noreply.github.com>
Date: Thu, 16 Oct 2025 17:33:26 +0100
Subject: [PATCH 03/65] feat: support session token parameter for AmaoznS3
 (#1275)

---
 src/store.rs | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/src/store.rs b/src/store.rs
index 998681854..08702e903 100644
--- a/src/store.rs
+++ b/src/store.rs
@@ -179,13 +179,14 @@ pub struct PyAmazonS3Context {
 #[pymethods]
 impl PyAmazonS3Context {
     #[allow(clippy::too_many_arguments)]
-    #[pyo3(signature = (bucket_name, region=None, access_key_id=None, secret_access_key=None, endpoint=None, allow_http=false, imdsv1_fallback=false))]
+    #[pyo3(signature = (bucket_name, region=None, access_key_id=None, secret_access_key=None, session_token=None, endpoint=None, allow_http=false, imdsv1_fallback=false))]
     #[new]
     fn new(
         bucket_name: String,
         region: Option<String>,
         access_key_id: Option<String>,
         secret_access_key: Option<String>,
+        session_token: Option<String>,
         endpoint: Option<String>,
         //retry_config: RetryConfig,
         allow_http: bool,
@@ -206,6 +207,10 @@ impl PyAmazonS3Context {
             builder = builder.with_secret_access_key(secret_access_key);
         };
 
+        if let Some(session_token) = session_token {
+            builder = builder.with_token(session_token);
+        }
+
         if let Some(endpoint) = endpoint {
             builder = builder.with_endpoint(endpoint);
         };

From 29bcb0f9a39bbd561f177db6caf0a1886707bb43 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Mon, 20 Oct 2025 09:16:11 -0400
Subject: [PATCH 04/65] Release 50.1 (#1281)

* Update version to 50.1.0

* Update cargo lock
---
 Cargo.lock              |  2 +-
 Cargo.toml              |  2 +-
 dev/changelog/50.1.0.md | 57 +++++++++++++++++++++++++++++++++++++++++
 3 files changed, 59 insertions(+), 2 deletions(-)
 create mode 100644 dev/changelog/50.1.0.md

diff --git a/Cargo.lock b/Cargo.lock
index 558b044aa..664d78677 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1583,7 +1583,7 @@ dependencies = [
 
 [[package]]
 name = "datafusion-python"
-version = "50.0.0"
+version = "50.1.0"
 dependencies = [
  "arrow",
  "async-trait",
diff --git a/Cargo.toml b/Cargo.toml
index 18640b264..4ab1021c6 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -17,7 +17,7 @@
 
 [package]
 name = "datafusion-python"
-version = "50.0.0"
+version = "50.1.0"
 homepage = "https://datafusion.apache.org/python"
 repository = "https://github.com/apache/datafusion-python"
 authors = ["Apache DataFusion <dev@datafusion.apache.org>"]
diff --git a/dev/changelog/50.1.0.md b/dev/changelog/50.1.0.md
new file mode 100644
index 000000000..3b9ff84ff
--- /dev/null
+++ b/dev/changelog/50.1.0.md
@@ -0,0 +1,57 @@
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# Apache DataFusion Python 50.1.0 Changelog
+
+This release consists of 11 commits from 7 contributors. See credits at the end of this changelog for more information.
+
+**Breaking changes:**
+
+- Unify Table representations [#1256](https://github.com/apache/datafusion-python/pull/1256) (timsaucer)
+
+**Implemented enhancements:**
+
+- feat: expose DataFrame.write_table [#1264](https://github.com/apache/datafusion-python/pull/1264) (timsaucer)
+- feat: expose` DataFrame.parse_sql_expr` [#1274](https://github.com/apache/datafusion-python/pull/1274) (milenkovicm)
+
+**Other:**
+
+- Update version number, add changelog [#1249](https://github.com/apache/datafusion-python/pull/1249) (timsaucer)
+- Fix drop() method to handle quoted column names consistently [#1242](https://github.com/apache/datafusion-python/pull/1242) (H0TB0X420)
+- Make Session Context `pyclass` frozen so interior mutability is only managed by rust [#1248](https://github.com/apache/datafusion-python/pull/1248) (ntjohnson1)
+- macos-13 is deprecated [#1259](https://github.com/apache/datafusion-python/pull/1259) (kevinjqliu)
+- Freeze PyO3 wrappers & introduce interior mutability to avoid PyO3 borrow errors [#1253](https://github.com/apache/datafusion-python/pull/1253) (kosiew)
+- chore: update dependencies [#1269](https://github.com/apache/datafusion-python/pull/1269) (timsaucer)
+
+## Credits
+
+Thank you to everyone who contributed to this release. Here is a breakdown of commits (PRs merged) per contributor.
+
+```
+     4	Tim Saucer
+     2	Siew Kam Onn
+     1	H0TB0X420
+     1	Kevin Liu
+     1	Marko Milenković
+     1	Nick
+     1	kosiew
+```
+
+Thank you also to everyone who contributed in other ways such as filing issues, reviewing PRs, and providing feedback on this release.
+

From a93d614a2f22ca82ccdbfbbdf3c1c5d72aa19f03 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Marko=20Milenkovi=C4=87?=
 <milenkovicm@users.noreply.github.com>
Date: Tue, 21 Oct 2025 14:51:47 +0100
Subject: [PATCH 05/65] with_column supports SQL expression (#1284)

---
 python/datafusion/dataframe.py |  7 +++++--
 python/tests/test_dataframe.py | 22 +++++++++++++++-------
 2 files changed, 20 insertions(+), 9 deletions(-)

diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index c21a3bc79..343e40275 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -521,11 +521,12 @@ def parse_sql_expr(self, expr: str) -> Expr:
         """
         return Expr(self.df.parse_sql_expr(expr))
 
-    def with_column(self, name: str, expr: Expr) -> DataFrame:
+    def with_column(self, name: str, expr: Expr | str) -> DataFrame:
         """Add an additional column to the DataFrame.
 
         The ``expr`` must be an :class:`~datafusion.expr.Expr` constructed with
-        :func:`datafusion.col` or :func:`datafusion.lit`.
+        :func:`datafusion.col` or :func:`datafusion.lit`, or a SQL expression
+        string that will be parsed against the DataFrame schema.
 
         Example::
 
@@ -539,6 +540,8 @@ def with_column(self, name: str, expr: Expr) -> DataFrame:
         Returns:
             DataFrame with the new column.
         """
+        expr = self.parse_sql_expr(expr) if isinstance(expr, str) else expr
+
         return DataFrame(self.df.with_column(name, ensure_expr(expr)))
 
     def with_columns(
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index aceebadb4..1aa3c1e43 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -477,8 +477,8 @@ def test_tail(df):
     assert result.column(2) == pa.array([8])
 
 
-def test_with_column(df):
-    df = df.with_column("c", column("a") + column("b"))
+def test_with_column_sql_expression(df):
+    df = df.with_column("c", "a + b")
 
     # execute and collect the first (and only) batch
     result = df.collect()[0]
@@ -492,11 +492,19 @@ def test_with_column(df):
     assert result.column(2) == pa.array([5, 7, 9])
 
 
-def test_with_column_invalid_expr(df):
-    with pytest.raises(
-        TypeError, match=r"Use col\(\)/column\(\) or lit\(\)/literal\(\)"
-    ):
-        df.with_column("c", "a")
+def test_with_column(df):
+    df = df.with_column("c", column("a") + column("b"))
+
+    # execute and collect the first (and only) batch
+    result = df.collect()[0]
+
+    assert result.schema.field(0).name == "a"
+    assert result.schema.field(1).name == "b"
+    assert result.schema.field(2).name == "c"
+
+    assert result.column(0) == pa.array([1, 2, 3])
+    assert result.column(1) == pa.array([4, 5, 6])
+    assert result.column(2) == pa.array([5, 7, 9])
 
 
 def test_with_columns(df):

From d9c90d2798081b16d7b48b060af30e79e7f0ec8e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Marko=20Milenkovi=C4=87?=
 <milenkovicm@users.noreply.github.com>
Date: Tue, 21 Oct 2025 14:53:00 +0100
Subject: [PATCH 06/65] feat: Add SQL expression for `repartition_by_hash`
 (#1285)

* add sql expression for repartition

* fix formatting
---
 python/datafusion/dataframe.py | 9 ++++++---
 python/tests/test_dataframe.py | 8 ++++++++
 2 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index 343e40275..645598b59 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -917,17 +917,20 @@ def repartition(self, num: int) -> DataFrame:
         """
         return DataFrame(self.df.repartition(num))
 
-    def repartition_by_hash(self, *exprs: Expr, num: int) -> DataFrame:
+    def repartition_by_hash(self, *exprs: Expr | str, num: int) -> DataFrame:
         """Repartition a DataFrame using a hash partitioning scheme.
 
         Args:
-            exprs: Expressions to evaluate and perform hashing on.
+            exprs: Expressions or a SQL expression string to evaluate
+                   and perform hashing on.
             num: Number of partitions to repartition the DataFrame into.
 
         Returns:
             Repartitioned DataFrame.
         """
-        exprs = [expr.expr for expr in exprs]
+        exprs = [self.parse_sql_expr(e) if isinstance(e, str) else e for e in exprs]
+        exprs = expr_list_to_raw_expr_list(exprs)
+
         return DataFrame(self.df.repartition_by_hash(*exprs, num=num))
 
     def union(self, other: DataFrame, distinct: bool = False) -> DataFrame:
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index 1aa3c1e43..b2333382f 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -1622,6 +1622,14 @@ def test_repartition_by_hash(df):
     df.repartition_by_hash(column("a"), num=2)
 
 
+def test_repartition_by_hash_sql_expression(df):
+    df.repartition_by_hash("a", num=2)
+
+
+def test_repartition_by_hash_mix(df):
+    df.repartition_by_hash(column("a"), "b", num=2)
+
+
 def test_intersect():
     ctx = SessionContext()
 

From 694a5d8d8d6a7e44b92cc45deedf8b162eb1366d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Marko=20Milenkovi=C4=87?=
 <milenkovicm@users.noreply.github.com>
Date: Tue, 28 Oct 2025 12:13:07 +0000
Subject: [PATCH 07/65] feat: Add SQL expression support for `with_columns`
 (#1286)

* add SQL expression support for `with_columns`

* fix ruff errors

* Update python/datafusion/dataframe.py

Co-authored-by: Hendrik Makait <hendrik@makait.com>

* Update python/datafusion/dataframe.py

Co-authored-by: Hendrik Makait <hendrik@makait.com>

* remove parentheses

* update example

* fix ident

---------

Co-authored-by: Hendrik Makait <hendrik@makait.com>
---
 python/datafusion/dataframe.py | 42 ++++++++++++++++++++++++++++------
 python/tests/test_dataframe.py | 38 ++++++++++++++++++++++--------
 2 files changed, 64 insertions(+), 16 deletions(-)

diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index 645598b59..eed30f577 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -545,13 +545,14 @@ def with_column(self, name: str, expr: Expr | str) -> DataFrame:
         return DataFrame(self.df.with_column(name, ensure_expr(expr)))
 
     def with_columns(
-        self, *exprs: Expr | Iterable[Expr], **named_exprs: Expr
+        self, *exprs: Expr | str | Iterable[Expr | str], **named_exprs: Expr | str
     ) -> DataFrame:
         """Add columns to the DataFrame.
 
-        By passing expressions, iterables of expressions, or named expressions.
+        By passing expressions, iterables of expressions, string SQL expressions,
+        or named expressions.
         All expressions must be :class:`~datafusion.expr.Expr` objects created via
-        :func:`datafusion.col` or :func:`datafusion.lit`.
+        :func:`datafusion.col` or :func:`datafusion.lit`, or SQL expression strings.
         To pass named expressions use the form ``name=Expr``.
 
         Example usage: The following will add 4 columns labeled ``a``, ``b``, ``c``,
@@ -564,17 +565,44 @@ def with_columns(
                 d=lit(3)
             )
 
+            Equivalent example using just SQL strings:
+
+            df = df.with_columns(
+                "x as a",
+                ["1 as b", "y as c"],
+                d="3"
+            )
+
         Args:
-            exprs: Either a single expression or an iterable of expressions to add.
+            exprs: Either a single expression, an iterable of expressions to add or
+                   SQL expression strings.
             named_exprs: Named expressions in the form of ``name=expr``
 
         Returns:
             DataFrame with the new columns added.
         """
-        expressions = ensure_expr_list(exprs)
+        expressions = []
+        for expr in exprs:
+            if isinstance(expr, str):
+                expressions.append(self.parse_sql_expr(expr).expr)
+            elif isinstance(expr, Iterable) and not isinstance(
+                expr, (Expr, str, bytes, bytearray)
+            ):
+                expressions.extend(
+                    [
+                        self.parse_sql_expr(e).expr
+                        if isinstance(e, str)
+                        else ensure_expr(e)
+                        for e in expr
+                    ]
+                )
+            else:
+                expressions.append(ensure_expr(expr))
+
         for alias, expr in named_exprs.items():
-            ensure_expr(expr)
-            expressions.append(expr.alias(alias).expr)
+            e = self.parse_sql_expr(expr) if isinstance(expr, str) else expr
+            ensure_expr(e)
+            expressions.append(e.alias(alias).expr)
 
         return DataFrame(self.df.with_columns(expressions))
 
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index b2333382f..c3a5253c4 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -538,15 +538,35 @@ def test_with_columns(df):
     assert result.column(6) == pa.array([5, 7, 9])
 
 
-def test_with_columns_invalid_expr(df):
-    with pytest.raises(TypeError, match=re.escape(EXPR_TYPE_ERROR)):
-        df.with_columns("a")
-    with pytest.raises(TypeError, match=re.escape(EXPR_TYPE_ERROR)):
-        df.with_columns(c="a")
-    with pytest.raises(TypeError, match=re.escape(EXPR_TYPE_ERROR)):
-        df.with_columns(["a"])
-    with pytest.raises(TypeError, match=re.escape(EXPR_TYPE_ERROR)):
-        df.with_columns(c=["a"])
+def test_with_columns_str(df):
+    df = df.with_columns(
+        "a + b as c",
+        "a + b as d",
+        [
+            "a + b as e",
+            "a + b as f",
+        ],
+        g="a + b",
+    )
+
+    # execute and collect the first (and only) batch
+    result = df.collect()[0]
+
+    assert result.schema.field(0).name == "a"
+    assert result.schema.field(1).name == "b"
+    assert result.schema.field(2).name == "c"
+    assert result.schema.field(3).name == "d"
+    assert result.schema.field(4).name == "e"
+    assert result.schema.field(5).name == "f"
+    assert result.schema.field(6).name == "g"
+
+    assert result.column(0) == pa.array([1, 2, 3])
+    assert result.column(1) == pa.array([4, 5, 6])
+    assert result.column(2) == pa.array([5, 7, 9])
+    assert result.column(3) == pa.array([5, 7, 9])
+    assert result.column(4) == pa.array([5, 7, 9])
+    assert result.column(5) == pa.array([5, 7, 9])
+    assert result.column(6) == pa.array([5, 7, 9])
 
 
 def test_cast(df):

From a605b6190263c9c4f41b00f203ce19f816951349 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 29 Oct 2025 15:16:26 -0400
Subject: [PATCH 08/65] Update python minimum version to 3.10 (#1296)

* Set minimum python version to 3.10 since 3.9 is end of life

* Ruff updates after 3.10

* Update pyo3 to use 3.10

* Update dependencies for 3.14
---
 .github/workflows/test.yaml    |    2 +-
 Cargo.toml                     |    2 +-
 pyproject.toml                 |   16 +-
 python/datafusion/dataframe.py |    4 +-
 python/datafusion/expr.py      |    6 +-
 python/tests/test_functions.py |   10 +-
 python/tests/test_sql.py       |   13 +-
 uv.lock                        | 1792 +++++++++++++++-----------------
 8 files changed, 879 insertions(+), 966 deletions(-)

diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 4bc898683..33b60035d 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -33,11 +33,11 @@ jobs:
       fail-fast: false
       matrix:
         python-version:
-          - "3.9"
           - "3.10"
           - "3.11"
           - "3.12"
           - "3.13"
+          - "3.14"
         toolchain:
           - "stable"
 
diff --git a/Cargo.toml b/Cargo.toml
index 4ab1021c6..92d531d90 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -35,7 +35,7 @@ substrait = ["dep:datafusion-substrait"]
 
 [dependencies]
 tokio = { version = "1.47", features = ["macros", "rt", "rt-multi-thread", "sync"] }
-pyo3 = { version = "0.25", features = ["extension-module", "abi3", "abi3-py39"] }
+pyo3 = { version = "0.25", features = ["extension-module", "abi3", "abi3-py310"] }
 pyo3-async-runtimes = { version = "0.25", features = ["tokio-runtime"]}
 pyo3-log = "0.12.4"
 arrow = { version = "56", features = ["pyarrow"] }
diff --git a/pyproject.toml b/pyproject.toml
index 69d31ec9f..f47a2b1c3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,7 +24,7 @@ name = "datafusion"
 description = "Build and run queries against data"
 readme = "README.md"
 license = { file = "LICENSE.txt" }
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 keywords = ["datafusion", "dataframe", "rust", "query-engine"]
 classifiers = [
     "Development Status :: 2 - Pre-Alpha",
@@ -35,15 +35,19 @@ classifiers = [
     "Operating System :: Microsoft :: Windows",
     "Operating System :: POSIX :: Linux",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
     "Programming Language :: Python",
     "Programming Language :: Rust",
 ]
-dependencies = ["pyarrow>=11.0.0", "typing-extensions;python_version<'3.13'"]
+dependencies = [
+    "pyarrow>=11.0.0;python_version<'3.14'",
+    "pyarrow>=22.0.0;python_version>='3.14'",
+    "typing-extensions;python_version<'3.13'"
+]
 dynamic = ["version"]
 
 [project.urls]
@@ -147,8 +151,10 @@ ignore-words-list = [
 [dependency-groups]
 dev = [
     "maturin>=1.8.1",
-    "numpy>1.25.0",
-    "pre-commit>=4.0.0",
+    "numpy>1.25.0;python_version<'3.14'",
+    "numpy>=2.3.2;python_version>='3.14'",
+    "pre-commit>=4.3.0",
+    "pyyaml>=6.0.3",
     "pytest>=7.4.4",
     "pytest-asyncio>=0.23.3",
     "ruff>=0.9.1",
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index eed30f577..05b84c6be 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -586,7 +586,7 @@ def with_columns(
             if isinstance(expr, str):
                 expressions.append(self.parse_sql_expr(expr).expr)
             elif isinstance(expr, Iterable) and not isinstance(
-                expr, (Expr, str, bytes, bytearray)
+                expr, Expr | str | bytes | bytearray
             ):
                 expressions.extend(
                     [
@@ -639,7 +639,7 @@ def aggregate(
         """
         group_by_list = (
             list(group_by)
-            if isinstance(group_by, Sequence) and not isinstance(group_by, (Expr, str))
+            if isinstance(group_by, Sequence) and not isinstance(group_by, Expr | str)
             else [group_by]
         )
         aggs_list = (
diff --git a/python/datafusion/expr.py b/python/datafusion/expr.py
index 82e30a78c..a84b2e6d5 100644
--- a/python/datafusion/expr.py
+++ b/python/datafusion/expr.py
@@ -271,7 +271,7 @@ def _iter(
     ) -> Iterable[expr_internal.Expr]:
         for expr in items:
             if isinstance(expr, Iterable) and not isinstance(
-                expr, (Expr, str, bytes, bytearray)
+                expr, Expr | str | bytes | bytearray
             ):
                 # Treat string-like objects as atomic to surface standard errors
                 yield from _iter(expr)
@@ -308,7 +308,7 @@ def expr_list_to_raw_expr_list(
     expr_list: Optional[list[Expr] | Expr],
 ) -> Optional[list[expr_internal.Expr]]:
     """Convert a sequence of expressions or column names to raw expressions."""
-    if isinstance(expr_list, (Expr, str)):
+    if isinstance(expr_list, Expr | str):
         expr_list = [expr_list]
     if expr_list is None:
         return None
@@ -326,7 +326,7 @@ def sort_list_to_raw_sort_list(
     sort_list: Optional[_typing.Union[Sequence[SortKey], SortKey]],
 ) -> Optional[list[expr_internal.SortExpr]]:
     """Helper function to return an optional sort list to raw variant."""
-    if isinstance(sort_list, (Expr, SortExpr, str)):
+    if isinstance(sort_list, Expr | SortExpr | str):
         sort_list = [sort_list]
     if sort_list is None:
         return None
diff --git a/python/tests/test_functions.py b/python/tests/test_functions.py
index ee19d021a..2b253051f 100644
--- a/python/tests/test_functions.py
+++ b/python/tests/test_functions.py
@@ -567,7 +567,7 @@ def test_array_functions(stmt, py_expr):
 
     col = column("arr")
     query_result = df.select(stmt(col)).collect()[0].column(0)
-    for a, b in zip(query_result, py_expr(data)):
+    for a, b in zip(query_result, py_expr(data), strict=False):
         np.testing.assert_array_almost_equal(
             np.array(a.as_py(), dtype=float), np.array(b, dtype=float)
         )
@@ -582,7 +582,7 @@ def test_array_function_flatten():
     stmt = f.flatten(literal(data))
     py_expr = [py_flatten(data)]
     query_result = df.select(stmt).collect()[0].column(0)
-    for a, b in zip(query_result, py_expr):
+    for a, b in zip(query_result, py_expr, strict=False):
         np.testing.assert_array_almost_equal(
             np.array(a.as_py(), dtype=float), np.array(b, dtype=float)
         )
@@ -600,7 +600,7 @@ def test_array_function_cardinality():
 
     query_result = df.select(stmt).collect()[0].column(0)
 
-    for a, b in zip(query_result, py_expr):
+    for a, b in zip(query_result, py_expr, strict=False):
         np.testing.assert_array_equal(
             np.array([a.as_py()], dtype=int), np.array([b], dtype=int)
         )
@@ -631,7 +631,7 @@ def test_make_array_functions(make_func):
     ]
 
     query_result = df.select(stmt).collect()[0].column(0)
-    for a, b in zip(query_result, py_expr):
+    for a, b in zip(query_result, py_expr, strict=False):
         np.testing.assert_array_equal(
             np.array(a.as_py(), dtype=str), np.array(b, dtype=str)
         )
@@ -664,7 +664,7 @@ def test_array_function_obj_tests(stmt, py_expr):
     batch = pa.RecordBatch.from_arrays([np.array(data, dtype=object)], names=["arr"])
     df = ctx.create_dataframe([[batch]])
     query_result = np.array(df.select(stmt).collect()[0].column(0))
-    for a, b in zip(query_result, py_expr(data)):
+    for a, b in zip(query_result, py_expr(data), strict=False):
         assert a == b
 
 
diff --git a/python/tests/test_sql.py b/python/tests/test_sql.py
index c383edc60..635f0c330 100644
--- a/python/tests/test_sql.py
+++ b/python/tests/test_sql.py
@@ -194,7 +194,7 @@ def test_register_parquet_partitioned(ctx, tmp_path, path_to_str, legacy_data_ty
     result = pa.Table.from_batches(result)
 
     rd = result.to_pydict()
-    assert dict(zip(rd["grp"], rd["cnt"])) == {"a": 3, "b": 1}
+    assert dict(zip(rd["grp"], rd["cnt"], strict=False)) == {"a": 3, "b": 1}
 
 
 @pytest.mark.parametrize("path_to_str", [True, False])
@@ -340,7 +340,10 @@ def test_execute(ctx, tmp_path):
         result_values.extend(pydict["cnt"])
 
     result_keys, result_values = (
-        list(t) for t in zip(*sorted(zip(result_keys, result_values)))
+        list(t)
+        for t in zip(
+            *sorted(zip(result_keys, result_values, strict=False)), strict=False
+        )
     )
 
     assert result_keys == [1, 2, 3, 11, 12]
@@ -467,7 +470,7 @@ def test_simple_select(ctx, tmp_path, arr):
     # In DF 43.0.0 we now default to having BinaryView and StringView
     # so the array that is saved to the parquet is slightly different
     # than the array read. Convert to values for comparison.
-    if isinstance(result, (pa.BinaryViewArray, pa.StringViewArray)):
+    if isinstance(result, pa.BinaryViewArray | pa.StringViewArray):
         arr = arr.tolist()
         result = result.tolist()
 
@@ -524,7 +527,7 @@ def test_register_listing_table(
     result = pa.Table.from_batches(result)
 
     rd = result.to_pydict()
-    assert dict(zip(rd["grp"], rd["count"])) == {"a": 5, "b": 2}
+    assert dict(zip(rd["grp"], rd["count"], strict=False)) == {"a": 5, "b": 2}
 
     result = ctx.sql(
         "SELECT grp, COUNT(*) AS count FROM my_table WHERE date='2020-10-05' GROUP BY grp"  # noqa: E501
@@ -532,4 +535,4 @@ def test_register_listing_table(
     result = pa.Table.from_batches(result)
 
     rd = result.to_pydict()
-    assert dict(zip(rd["grp"], rd["count"])) == {"a": 3, "b": 2}
+    assert dict(zip(rd["grp"], rd["count"], strict=False)) == {"a": 3, "b": 2}
diff --git a/uv.lock b/uv.lock
index ec060c166..a3da1ce50 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,37 +1,19 @@
 version = 1
-revision = 2
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 resolution-markers = [
-    "python_full_version >= '3.12'",
+    "python_full_version >= '3.14'",
+    "python_full_version >= '3.12' and python_full_version < '3.14'",
     "python_full_version == '3.11.*'",
-    "python_full_version == '3.10.*'",
-    "python_full_version < '3.10'",
-]
-
-[[package]]
-name = "alabaster"
-version = "0.7.16"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version < '3.10'",
-]
-sdist = { url = "https://files.pythonhosted.org/packages/c9/3e/13dd8e5ed9094e734ac430b5d0eb4f2bb001708a8b7856cbf8e084e001ba/alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65", size = 23776, upload-time = "2024-01-10T00:56:10.189Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/32/34/d4e1c02d3bee589efb5dfa17f88ea08bdb3e3eac12bc475462aec52ed223/alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92", size = 13511, upload-time = "2024-01-10T00:56:08.388Z" },
+    "python_full_version < '3.11'",
 ]
 
 [[package]]
 name = "alabaster"
 version = "1.0.0"
 source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.12'",
-    "python_full_version == '3.11.*'",
-    "python_full_version == '3.10.*'",
-]
-sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210, upload-time = "2024-07-26T18:15:03.762Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929, upload-time = "2024-07-26T18:15:02.05Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
 ]
 
 [[package]]
@@ -41,27 +23,27 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/80/c5/5c83c48bbf547f3dd8b587529db7cf5a265a3368b33e85e76af8ff6061d3/astroid-3.3.8.tar.gz", hash = "sha256:a88c7994f914a4ea8572fac479459f4955eeccc877be3f2d959a33273b0cf40b", size = 398196, upload-time = "2024-12-24T01:13:05.59Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/80/c5/5c83c48bbf547f3dd8b587529db7cf5a265a3368b33e85e76af8ff6061d3/astroid-3.3.8.tar.gz", hash = "sha256:a88c7994f914a4ea8572fac479459f4955eeccc877be3f2d959a33273b0cf40b", size = 398196 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/07/28/0bc8a17d6cd4cc3c79ae41b7105a2b9a327c110e5ddd37a8a27b29a5c8a2/astroid-3.3.8-py3-none-any.whl", hash = "sha256:187ccc0c248bfbba564826c26f070494f7bc964fd286b6d9fff4420e55de828c", size = 275153, upload-time = "2024-12-24T01:13:02.726Z" },
+    { url = "https://files.pythonhosted.org/packages/07/28/0bc8a17d6cd4cc3c79ae41b7105a2b9a327c110e5ddd37a8a27b29a5c8a2/astroid-3.3.8-py3-none-any.whl", hash = "sha256:187ccc0c248bfbba564826c26f070494f7bc964fd286b6d9fff4420e55de828c", size = 275153 },
 ]
 
 [[package]]
 name = "asttokens"
 version = "3.0.0"
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From 51dc78a6c4faadf49d51b0faeb26bcf920a46140 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 29 Oct 2025 16:43:16 -0400
Subject: [PATCH 09/65] chore: update datafusion minor version (#1297)

* Add CI check that FFI example matches datafusion version

* Update datafusion to 50.3.0

* Update example to 50.3.0

* Update examples/datafusion-ffi-example/Cargo.toml

Co-authored-by: Kevin Liu <kevinjqliu@users.noreply.github.com>

---------

Co-authored-by: Kevin Liu <kevinjqliu@users.noreply.github.com>
---
 .github/workflows/test.yaml                   |  12 +
 Cargo.lock                                    | 141 ++++-----
 examples/datafusion-ffi-example/Cargo.lock    | 278 ++++++++++--------
 examples/datafusion-ffi-example/Cargo.toml    |  14 +-
 .../src/aggregate_udf.rs                      |   2 +-
 .../datafusion-ffi-example/src/scalar_udf.rs  |   2 +-
 .../datafusion-ffi-example/src/window_udf.rs  |   2 +-
 7 files changed, 254 insertions(+), 197 deletions(-)

diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 33b60035d..ed5cae627 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -44,6 +44,18 @@ jobs:
     steps:
       - uses: actions/checkout@v5
 
+      - name: Verify example datafusion version
+        run: |
+          MAIN_VERSION=$(grep -A 1 "name = \"datafusion-common\"" Cargo.lock | grep "version = " | head -1 | sed 's/.*version = "\(.*\)"/\1/')
+          EXAMPLE_VERSION=$(grep -A 1 "name = \"datafusion-common\"" examples/datafusion-ffi-example/Cargo.lock | grep "version = " | head -1 | sed 's/.*version = "\(.*\)"/\1/')
+          echo "Main crate datafusion version: $MAIN_VERSION"
+          echo "FFI example datafusion version: $EXAMPLE_VERSION"
+          
+          if [ "$MAIN_VERSION" != "$EXAMPLE_VERSION" ]; then
+            echo "❌ Error: FFI example datafusion versions don't match!"
+            exit 1
+          fi
+
       - name: Setup Rust Toolchain
         uses: dtolnay/rust-toolchain@stable
         id: rust-toolchain
diff --git a/Cargo.lock b/Cargo.lock
index 664d78677..c7257594f 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -905,9 +905,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fc6759cf9ef57c5c469e4027ac4b4cfa746e06a0f5472c2b922b6a403c2a64c4"
+checksum = "2af15bb3c6ffa33011ef579f6b0bcbe7c26584688bd6c994f548e44df67f011a"
 dependencies = [
  "arrow",
  "arrow-ipc",
@@ -961,9 +961,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a1c48fc7e6d62590d45f7be7c531980b8ff091d1ab113a9ddf465bef41e4093"
+checksum = "187622262ad8f7d16d3be9202b4c1e0116f1c9aa387e5074245538b755261621"
 dependencies = [
  "arrow",
  "async-trait",
@@ -987,9 +987,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3db1266da115de3ab0b2669fc027d96cf0ff777deb3216d52c74b528446ccdd6"
+checksum = "9657314f0a32efd0382b9a46fdeb2d233273ece64baa68a7c45f5a192daf0f83"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1010,9 +1010,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ad4eb2a48ca10fa1e1a487a28a5bf080e31efac2d4bf12bb7e92c2d9ea4f35e5"
+checksum = "5a83760d9a13122d025fbdb1d5d5aaf93dd9ada5e90ea229add92aa30898b2d1"
 dependencies = [
  "ahash",
  "apache-avro",
@@ -1036,9 +1036,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a0422ee64d5791599c46b786063e695f7699fadd3a12ad25038cb3094d05886a"
+checksum = "5b6234a6c7173fe5db1c6c35c01a12b2aa0f803a3007feee53483218817f8b1e"
 dependencies = [
  "futures",
  "log",
@@ -1047,9 +1047,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "904c2e1089b3ccf10786f2dae12bc560fda278e4194a8917c5844d2e8c212818"
+checksum = "7256c9cb27a78709dd42d0c80f0178494637209cac6e29d5c93edd09b6721b86"
 dependencies = [
  "arrow",
  "async-compression",
@@ -1084,9 +1084,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-avro"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a1c87828da05c4115935af3394b27499cd2bd91bcb846a928209650627bf7f93"
+checksum = "10d40b6953ebc9099b37adfd12fde97eb73ff0cee44355c6dea64b8a4537d561"
 dependencies = [
  "apache-avro",
  "arrow",
@@ -1109,9 +1109,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8336a805c42ef4e359daaad142ddc53649f23c7e934c117d8516816afe6b7a3d"
+checksum = "64533a90f78e1684bfb113d200b540f18f268134622d7c96bbebc91354d04825"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1134,9 +1134,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c691b1565e245ea369bc8418b472a75ea84c2ad2deb61b1521cfa38319a9cd47"
+checksum = "8d7ebeb12c77df0aacad26f21b0d033aeede423a64b2b352f53048a75bf1d6e6"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1159,9 +1159,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f9f7576ceb5974c5f6874d7f2a5ebfeb58960a920da64017def849e0352fe2d8"
+checksum = "09e783c4c7d7faa1199af2df4761c68530634521b176a8d1331ddbc5a5c75133"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1192,15 +1192,15 @@ dependencies = [
 
 [[package]]
 name = "datafusion-doc"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9dde7c10244f3657fc01eef8247c0b2b20eae4cf6439a0ebb27322f32026d6b8"
+checksum = "99ee6b1d9a80d13f9deb2291f45c07044b8e62fb540dbde2453a18be17a36429"
 
 [[package]]
 name = "datafusion-execution"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5143fc795cef959b6d5271b2e8f1120382fe929fc4bd027c7d7b993f5352ef7e"
+checksum = "a4cec0a57653bec7b933fb248d3ffa3fa3ab3bd33bd140dc917f714ac036f531"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1218,9 +1218,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "63e826296bc5f5d0af3e39c1af473d4091ac6a152a5be2f80c256f0182938428"
+checksum = "ef76910bdca909722586389156d0aa4da4020e1631994d50fadd8ad4b1aa05fe"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1240,9 +1240,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9096732d0d8862d1950ca70324fe91f9dee3799eeb0db53ef452bdb573484db6"
+checksum = "6d155ccbda29591ca71a1344dd6bed26c65a4438072b400df9db59447f590bb6"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1253,9 +1253,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-ffi"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4bef25e2b86d9921f7a98b1a86bfb50cebe2fd97f3a9b96c85ce475e9ef78b0"
+checksum = "25ddb7c4e645df080c27dad13a198d191da328dd1c98e198664a7a0f64b335cc"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -1275,9 +1275,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3f362c78ac283e64fd3976e060c1a8a57d5f4dcf844a6b6bd2eb320640a1572e"
+checksum = "7de2782136bd6014670fd84fe3b0ca3b3e4106c96403c3ae05c0598577139977"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -1304,9 +1304,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "22e2a80a80145a796ae3f02eb724ac516178556aec864fe89f6ab3741a4cd249"
+checksum = "07331fc13603a9da97b74fd8a273f4238222943dffdbbed1c4c6f862a30105bf"
 dependencies = [
  "ahash",
  "arrow",
@@ -1325,9 +1325,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d7dcca2fe7c33409e9ab3f950366aa4cba5db6175a09599fdb658ad9f2cc4296"
+checksum = "b5951e572a8610b89968a09b5420515a121fbc305c0258651f318dc07c97ab17"
 dependencies = [
  "ahash",
  "arrow",
@@ -1338,9 +1338,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d1b298733377f3ec8c2868c75b5555b15396d9c13e36c5fda28e80feee34e3ed"
+checksum = "fdacca9302c3d8fc03f3e94f338767e786a88a33f5ebad6ffc0e7b50364b9ea3"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -1360,9 +1360,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-table"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fa4a380ca362eb0fbd33093e8ca6b7a31057616c7e6ee999b87a4ad3c7c0b3f"
+checksum = "8c37ff8a99434fbbad604a7e0669717c58c7c4f14c472d45067c4b016621d981"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1376,9 +1376,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9068fc85b8e187c706427794d79bb7ee91132b6b192cb7b18e650a5f7c5c1340"
+checksum = "48e2aea7c79c926cffabb13dc27309d4eaeb130f4a21c8ba91cdd241c813652b"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1394,9 +1394,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b2f80ec56e177d166269556649be817a382a374642872df4ca48cf9be3d09b3a"
+checksum = "0fead257ab5fd2ffc3b40fda64da307e20de0040fe43d49197241d9de82a487f"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1404,9 +1404,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4868fe261ba01e462033eff141e90453b7630722cad6420fddd81ebb786f6e2"
+checksum = "ec6f637bce95efac05cdfb9b6c19579ed4aa5f6b94d951cfa5bb054b7bb4f730"
 dependencies = [
  "datafusion-expr",
  "quote",
@@ -1415,9 +1415,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-optimizer"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "40ed8c51b5c37c057e5c7d5945ed807f1cecfba003bdb1a4c3036595dda287c7"
+checksum = "c6583ef666ae000a613a837e69e456681a9faa96347bf3877661e9e89e141d8a"
 dependencies = [
  "arrow",
  "chrono",
@@ -1435,9 +1435,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f678f5734147446e1adbee63be4b244c8f0e9cbd5c41525004ace3730190d03e"
+checksum = "c8668103361a272cbbe3a61f72eca60c9b7c706e87cc3565bcf21e2b277b84f6"
 dependencies = [
  "ahash",
  "arrow",
@@ -1458,9 +1458,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-adapter"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "086877d4eca538e9cd1f28b917db0036efe0ad8b4fb7c702f520510672032c8d"
+checksum = "815acced725d30601b397e39958e0e55630e0a10d66ef7769c14ae6597298bb0"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1473,9 +1473,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f5c5d17f6a4f28f9849ee3449bb9b83406a718e4275c218bf37ca247ee123779"
+checksum = "6652fe7b5bf87e85ed175f571745305565da2c0b599d98e697bcbedc7baa47c3"
 dependencies = [
  "ahash",
  "arrow",
@@ -1487,9 +1487,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ab9fb8b3fba2634d444e0177862797dc1231e0e20bc4db291a15d39c0d4136c3"
+checksum = "49b7d623eb6162a3332b564a0907ba00895c505d101b99af78345f1acf929b5c"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1507,9 +1507,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d5086cb2e579270173ff0eb38d60ba2a081f1d422a743fa673f6096920950eb5"
+checksum = "e2f7f778a1a838dec124efb96eae6144237d546945587557c9e6936b3414558c"
 dependencies = [
  "ahash",
  "arrow",
@@ -1538,9 +1538,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "87c686bfd29ec5362fe229247ef03a0beb063b50e307bf72d0f1a80b9d90f8b8"
+checksum = "a7df9f606892e6af45763d94d210634eec69b9bb6ced5353381682ff090028a3"
 dependencies = [
  "arrow",
  "chrono",
@@ -1554,9 +1554,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto-common"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1972d37680d48d4f6167b535e0a23ea9f814a21e1359d0bd5c30d1345b95aef9"
+checksum = "b4b14f288ca4ef77743d9672cafecf3adfffff0b9b04af9af79ecbeaaf736901"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1565,9 +1565,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1f84b866d906118c320459f30385048aeedbe36ac06973d3e4fa0cc5d60d722c"
+checksum = "cd1e59e2ca14fe3c30f141600b10ad8815e2856caa59ebbd0e3e07cd3d127a65"
 dependencies = [
  "arrow",
  "arrow-schema",
@@ -1609,9 +1609,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3820062b9dd2846954eeb844ff9fe3662977b7d2d74947647c779fabfa502508"
+checksum = "21ef8e2745583619bd7a49474e8f45fbe98ebb31a133f27802217125a7b3d58d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1633,9 +1633,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-sql"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "375232baa851b2e9d09fcbe8906141a0ec6e0e058addc5565e0d3d790bb9d51d"
+checksum = "89abd9868770386fede29e5a4b14f49c0bf48d652c3b9d7a8a0332329b87d50b"
 dependencies = [
  "arrow",
  "bigdecimal",
@@ -1650,9 +1650,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-substrait"
-version = "50.2.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dd3cff6283a943da81d5c89a3ada9ac5c4aa1230ab9ab2d7a95bc7b035dacdab"
+checksum = "eaa011a3814d91a03ab655ad41bbe5e57b203b2859281af8fe2c30aebbbcc5d9"
 dependencies = [
  "async-recursion",
  "async-trait",
@@ -1665,6 +1665,7 @@ dependencies = [
  "substrait",
  "tokio",
  "url",
+ "uuid",
 ]
 
 [[package]]
diff --git a/examples/datafusion-ffi-example/Cargo.lock b/examples/datafusion-ffi-example/Cargo.lock
index 58849f8e9..b2d8a3d52 100644
--- a/examples/datafusion-ffi-example/Cargo.lock
+++ b/examples/datafusion-ffi-example/Cargo.lock
@@ -144,9 +144,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3f15b4c6b148206ff3a2b35002e08929c2462467b62b9c02036d9c34f9ef994"
+checksum = "6e833808ff2d94ed40d9379848a950d995043c7fb3e81a30b383f4c6033821cc"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -165,9 +165,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30feb679425110209ae35c3fbf82404a39a4c0436bb3ec36164d8bffed2a4ce4"
+checksum = "ad08897b81588f60ba983e3ca39bda2b179bdd84dced378e7df81a5313802ef8"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -179,9 +179,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70732f04d285d49054a48b72c54f791bb3424abae92d27aafdf776c98af161c8"
+checksum = "8548ca7c070d8db9ce7aa43f37393e4bfcf3f2d3681df278490772fd1673d08d"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -190,15 +190,15 @@ dependencies = [
  "chrono",
  "chrono-tz",
  "half",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
  "num",
 ]
 
 [[package]]
 name = "arrow-buffer"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "169b1d5d6cb390dd92ce582b06b23815c7953e9dfaaea75556e89d890d19993d"
+checksum = "e003216336f70446457e280807a73899dd822feaf02087d31febca1363e2fccc"
 dependencies = [
  "bytes",
  "half",
@@ -207,9 +207,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e4f12eccc3e1c05a766cafb31f6a60a46c2f8efec9b74c6e0648766d30686af8"
+checksum = "919418a0681298d3a77d1a315f625916cb5678ad0d74b9c60108eb15fd083023"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -228,9 +228,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "012c9fef3f4a11573b2c74aec53712ff9fdae4a95f4ce452d1bbf088ee00f06b"
+checksum = "bfa9bf02705b5cf762b6f764c65f04ae9082c7cfc4e96e0c33548ee3f67012eb"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -243,9 +243,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8de1ce212d803199684b658fc4ba55fb2d7e87b213de5af415308d2fee3619c2"
+checksum = "a5c64fff1d142f833d78897a772f2e5b55b36cb3e6320376f0961ab0db7bd6d0"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -255,14 +255,15 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d9ea5967e8b2af39aff5d9de2197df16e305f47f404781d3230b2dc672da5d92"
+checksum = "1d3594dcddccc7f20fd069bc8e9828ce37220372680ff638c5e00dea427d88f5"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
+ "arrow-select",
  "flatbuffers",
  "lz4_flex",
  "zstd",
@@ -270,9 +271,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5709d974c4ea5be96d900c01576c7c0b99705f4a3eec343648cb1ca863988a9c"
+checksum = "88cf36502b64a127dc659e3b305f1d993a544eab0d48cce704424e62074dc04b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -292,9 +293,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6506e3a059e3be23023f587f79c82ef0bcf6d293587e3272d20f2d30b969b5a7"
+checksum = "3c8f82583eb4f8d84d4ee55fd1cb306720cddead7596edce95b50ee418edf66f"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -305,9 +306,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "52bf7393166beaf79b4bed9bfdf19e97472af32ce5b6b48169d321518a08cae2"
+checksum = "9d07ba24522229d9085031df6b94605e0f4b26e099fb7cdeec37abd941a73753"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -318,9 +319,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "af7686986a3bf2254c9fb130c623cdcb2f8e1f15763e7c71c310f0834da3d292"
+checksum = "b3aa9e59c611ebc291c28582077ef25c97f1975383f1479b12f3b9ffee2ffabe"
 dependencies = [
  "bitflags",
  "serde",
@@ -329,9 +330,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-select"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dd2b45757d6a2373faa3352d02ff5b54b098f5e21dccebc45a21806bc34501e5"
+checksum = "8c41dbbd1e97bfcaee4fcb30e29105fb2c75e4d82ae4de70b792a5d3f66b2e7a"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -343,9 +344,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0377d532850babb4d927a06294314b316e23311503ed580ec6ce6a0158f49d40"
+checksum = "53f5183c150fbc619eede22b861ea7c0eebed8eaac0333eaa7f6da5205fd504d"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -601,11 +602,12 @@ dependencies = [
 
 [[package]]
 name = "comfy-table"
-version = "7.1.4"
+version = "7.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a65ebfec4fb190b6f90e944a817d60499ee0744e582530e2c9900a22e591d9a"
+checksum = "e0d05af1e006a2407bedef5af410552494ce5be9090444dbbcb57258c1af3d56"
 dependencies = [
- "unicode-segmentation",
+ "strum",
+ "strum_macros",
  "unicode-width",
 ]
 
@@ -751,9 +753,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "69dfeda1633bf8ec75b068d9f6c27cdc392ffcf5ff83128d5dbab65b73c1fd02"
+checksum = "2af15bb3c6ffa33011ef579f6b0bcbe7c26584688bd6c994f548e44df67f011a"
 dependencies = [
  "arrow",
  "arrow-ipc",
@@ -780,6 +782,7 @@ dependencies = [
  "datafusion-functions-window",
  "datafusion-optimizer",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-optimizer",
  "datafusion-physical-plan",
@@ -787,7 +790,6 @@ dependencies = [
  "datafusion-sql",
  "flate2",
  "futures",
- "hex",
  "itertools",
  "log",
  "object_store",
@@ -806,9 +808,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2848fd1e85e2953116dab9cc2eb109214b0888d7bbd2230e30c07f1794f642c0"
+checksum = "187622262ad8f7d16d3be9202b4c1e0116f1c9aa387e5074245538b755261621"
 dependencies = [
  "arrow",
  "async-trait",
@@ -832,9 +834,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "051a1634628c2d1296d4e326823e7536640d87a118966cdaff069b68821ad53b"
+checksum = "9657314f0a32efd0382b9a46fdeb2d233273ece64baa68a7c45f5a192daf0f83"
 dependencies = [
  "arrow",
  "async-trait",
@@ -855,9 +857,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "765e4ad4ef7a4500e389a3f1e738791b71ff4c29fd00912c2f541d62b25da096"
+checksum = "5a83760d9a13122d025fbdb1d5d5aaf93dd9ada5e90ea229add92aa30898b2d1"
 dependencies = [
  "ahash",
  "arrow",
@@ -866,7 +868,6 @@ dependencies = [
  "chrono",
  "half",
  "hashbrown 0.14.5",
- "hex",
  "indexmap",
  "libc",
  "log",
@@ -881,9 +882,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "40a2ae8393051ce25d232a6065c4558ab5a535c9637d5373bacfd464ac88ea12"
+checksum = "5b6234a6c7173fe5db1c6c35c01a12b2aa0f803a3007feee53483218817f8b1e"
 dependencies = [
  "futures",
  "log",
@@ -892,9 +893,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "90cd841a77f378bc1a5c4a1c37345e1885a9203b008203f9f4b3a769729bf330"
+checksum = "7256c9cb27a78709dd42d0c80f0178494637209cac6e29d5c93edd09b6721b86"
 dependencies = [
  "arrow",
  "async-compression",
@@ -907,6 +908,7 @@ dependencies = [
  "datafusion-execution",
  "datafusion-expr",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
@@ -928,9 +930,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77f4a2c64939c6f0dd15b246723a699fa30d59d0133eb36a86e8ff8c6e2a8dc6"
+checksum = "64533a90f78e1684bfb113d200b540f18f268134622d7c96bbebc91354d04825"
 dependencies = [
  "arrow",
  "async-trait",
@@ -953,9 +955,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "11387aaf931b2993ad9273c63ddca33f05aef7d02df9b70fb757429b4b71cdae"
+checksum = "8d7ebeb12c77df0aacad26f21b0d033aeede423a64b2b352f53048a75bf1d6e6"
 dependencies = [
  "arrow",
  "async-trait",
@@ -978,9 +980,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "028f430c5185120bf806347848b8d8acd9823f4038875b3820eeefa35f2bb4a2"
+checksum = "09e783c4c7d7faa1199af2df4761c68530634521b176a8d1331ddbc5a5c75133"
 dependencies = [
  "arrow",
  "async-trait",
@@ -993,13 +995,13 @@ dependencies = [
  "datafusion-expr",
  "datafusion-functions-aggregate",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-optimizer",
  "datafusion-physical-plan",
  "datafusion-pruning",
  "datafusion-session",
  "futures",
- "hex",
  "itertools",
  "log",
  "object_store",
@@ -1011,17 +1013,18 @@ dependencies = [
 
 [[package]]
 name = "datafusion-doc"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8ff336d1d755399753a9e4fbab001180e346fc8bfa063a97f1214b82274c00f8"
+checksum = "99ee6b1d9a80d13f9deb2291f45c07044b8e62fb540dbde2453a18be17a36429"
 
 [[package]]
 name = "datafusion-execution"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "042ea192757d1b2d7dcf71643e7ff33f6542c7704f00228d8b85b40003fd8e0f"
+checksum = "a4cec0a57653bec7b933fb248d3ffa3fa3ab3bd33bd140dc917f714ac036f531"
 dependencies = [
  "arrow",
+ "async-trait",
  "dashmap",
  "datafusion-common",
  "datafusion-expr",
@@ -1036,9 +1039,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "025222545d6d7fab71e2ae2b356526a1df67a2872222cbae7535e557a42abd2e"
+checksum = "ef76910bdca909722586389156d0aa4da4020e1631994d50fadd8ad4b1aa05fe"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1058,9 +1061,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d5c267104849d5fa6d81cf5ba88f35ecd58727729c5eb84066c25227b644ae2"
+checksum = "6d155ccbda29591ca71a1344dd6bed26c65a4438072b400df9db59447f590bb6"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1071,9 +1074,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-ffi"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec21805d9df2d834e4c6ddfbf8a1bed2bd460b89b01686fe0dcd1cee06d0b60f"
+checksum = "25ddb7c4e645df080c27dad13a198d191da328dd1c98e198664a7a0f64b335cc"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -1107,9 +1110,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c620d105aa208fcee45c588765483314eb415f5571cfd6c1bae3a59c5b4d15bb"
+checksum = "7de2782136bd6014670fd84fe3b0ca3b3e4106c96403c3ae05c0598577139977"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -1136,9 +1139,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35f61d5198a35ed368bf3aacac74f0d0fa33de7a7cb0c57e9f68ab1346d2f952"
+checksum = "07331fc13603a9da97b74fd8a273f4238222943dffdbbed1c4c6f862a30105bf"
 dependencies = [
  "ahash",
  "arrow",
@@ -1157,9 +1160,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "13efdb17362be39b5024f6da0d977ffe49c0212929ec36eec550e07e2bc7812f"
+checksum = "b5951e572a8610b89968a09b5420515a121fbc305c0258651f318dc07c97ab17"
 dependencies = [
  "ahash",
  "arrow",
@@ -1170,9 +1173,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9187678af567d7c9e004b72a0b6dc5b0a00ebf4901cb3511ed2db4effe092e66"
+checksum = "fdacca9302c3d8fc03f3e94f338767e786a88a33f5ebad6ffc0e7b50364b9ea3"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -1192,9 +1195,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-table"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ecf156589cc21ef59fe39c7a9a841b4a97394549643bbfa88cc44e8588cf8fe5"
+checksum = "8c37ff8a99434fbbad604a7e0669717c58c7c4f14c472d45067c4b016621d981"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1208,9 +1211,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "edcb25e3e369f1366ec9a261456e45b5aad6ea1c0c8b4ce546587207c501ed9e"
+checksum = "48e2aea7c79c926cffabb13dc27309d4eaeb130f4a21c8ba91cdd241c813652b"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1226,9 +1229,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8996a8e11174d0bd7c62dc2f316485affc6ae5ffd5b8a68b508137ace2310294"
+checksum = "0fead257ab5fd2ffc3b40fda64da307e20de0040fe43d49197241d9de82a487f"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1236,9 +1239,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "95ee8d1be549eb7316f437035f2cec7ec42aba8374096d807c4de006a3b5d78a"
+checksum = "ec6f637bce95efac05cdfb9b6c19579ed4aa5f6b94d951cfa5bb054b7bb4f730"
 dependencies = [
  "datafusion-expr",
  "quote",
@@ -1247,9 +1250,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-optimizer"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c9fa98671458254928af854e5f6c915e66b860a8bde505baea0ff2892deab74d"
+checksum = "c6583ef666ae000a613a837e69e456681a9faa96347bf3877661e9e89e141d8a"
 dependencies = [
  "arrow",
  "chrono",
@@ -1267,9 +1270,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3515d51531cca5f7b5a6f3ea22742b71bb36fc378b465df124ff9a2fa349b002"
+checksum = "c8668103361a272cbbe3a61f72eca60c9b7c706e87cc3565bcf21e2b277b84f6"
 dependencies = [
  "ahash",
  "arrow",
@@ -1283,15 +1286,31 @@ dependencies = [
  "indexmap",
  "itertools",
  "log",
+ "parking_lot",
  "paste",
  "petgraph",
 ]
 
+[[package]]
+name = "datafusion-physical-expr-adapter"
+version = "50.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "815acced725d30601b397e39958e0e55630e0a10d66ef7769c14ae6597298bb0"
+dependencies = [
+ "arrow",
+ "datafusion-common",
+ "datafusion-expr",
+ "datafusion-functions",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "itertools",
+]
+
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "24485475d9c618a1d33b2a3dad003d946dc7a7bbf0354d125301abc0a5a79e3e"
+checksum = "6652fe7b5bf87e85ed175f571745305565da2c0b599d98e697bcbedc7baa47c3"
 dependencies = [
  "ahash",
  "arrow",
@@ -1303,9 +1322,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b9da411a0a64702f941a12af2b979434d14ec5d36c6f49296966b2c7639cbb3a"
+checksum = "49b7d623eb6162a3332b564a0907ba00895c505d101b99af78345f1acf929b5c"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1323,9 +1342,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a6d168282bb7b54880bb3159f89b51c047db4287f5014d60c3ef4c6e1468212b"
+checksum = "e2f7f778a1a838dec124efb96eae6144237d546945587557c9e6936b3414558c"
 dependencies = [
  "ahash",
  "arrow",
@@ -1337,6 +1356,7 @@ dependencies = [
  "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
+ "datafusion-functions-aggregate-common",
  "datafusion-functions-window-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
@@ -1353,9 +1373,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1b36a0c84f4500efd90487a004b533bd81de1f2bb3f143f71b7526f33b85d2e2"
+checksum = "a7df9f606892e6af45763d94d210634eec69b9bb6ced5353381682ff090028a3"
 dependencies = [
  "arrow",
  "chrono",
@@ -1369,9 +1389,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto-common"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2ec788be522806740ad6372c0a2f7e45fb37cb37f786d9b77933add49cdd058f"
+checksum = "b4b14f288ca4ef77743d9672cafecf3adfffff0b9b04af9af79ecbeaaf736901"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1380,9 +1400,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "49.0.0"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "391a457b9d23744c53eeb89edd1027424cba100581488d89800ed841182df905"
+checksum = "cd1e59e2ca14fe3c30f141600b10ad8815e2856caa59ebbd0e3e07cd3d127a65"
 dependencies = [
  "arrow",
  "arrow-schema",
@@ -1398,9 +1418,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "053201c2bb729c7938f85879034df2b5a52cfaba16f1b3b66ab8505c81b2aad3"
+checksum = "21ef8e2745583619bd7a49474e8f45fbe98ebb31a133f27802217125a7b3d58d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1422,9 +1442,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-sql"
-version = "49.0.2"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9082779be8ce4882189b229c0cff4393bd0808282a7194130c9f32159f185e25"
+checksum = "89abd9868770386fede29e5a4b14f49c0bf48d652c3b9d7a8a0332329b87d50b"
 dependencies = [
  "arrow",
  "bigdecimal",
@@ -1712,6 +1732,12 @@ dependencies = [
  "foldhash",
 ]
 
+[[package]]
+name = "hashbrown"
+version = "0.16.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5419bdc4f6a9207fbeba6d11b604d481addf78ecd10c11ad51e76c2f6482748d"
+
 [[package]]
 name = "heck"
 version = "0.5.0"
@@ -2281,9 +2307,9 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b17da4150748086bd43352bc77372efa9b6e3dbd06a04831d2a98c041c225cfa"
+checksum = "f0dbd48ad52d7dccf8ea1b90a3ddbfaea4f69878dd7683e51c507d4bc52b5b27"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -2300,7 +2326,7 @@ dependencies = [
  "flate2",
  "futures",
  "half",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
  "lz4_flex",
  "num",
  "num-bigint",
@@ -2443,11 +2469,10 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.23.5"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7778bffd85cf38175ac1f545509665d0b9b92a198ca7941f131f85f7a4f9a872"
+checksum = "8970a78afe0628a3e3430376fc5fd76b6b45c4d43360ffd6cdd40bdde72b682a"
 dependencies = [
- "cfg-if",
  "indoc",
  "libc",
  "memoffset",
@@ -2461,9 +2486,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.23.5"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "94f6cbe86ef3bf18998d9df6e0f3fc1050a8c5efa409bf712e661a4366e010fb"
+checksum = "458eb0c55e7ece017adeba38f2248ff3ac615e53660d7c71a238d7d2a01c7598"
 dependencies = [
  "once_cell",
  "target-lexicon",
@@ -2471,9 +2496,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.23.5"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e9f1b4c431c0bb1c8fb0a338709859eed0d030ff6daa34368d3b152a63dfdd8d"
+checksum = "7114fe5457c61b276ab77c5055f206295b812608083644a5c5b2640c3102565c"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -2481,9 +2506,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.23.5"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fbc2201328f63c4710f68abdf653c89d8dbc2858b88c5d88b0ff38a75288a9da"
+checksum = "a8725c0a622b374d6cb051d11a0983786448f7785336139c3c94f5aa6bef7e50"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
@@ -2493,9 +2518,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.23.5"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fca6726ad0f3da9c9de093d6f116a93c1a38e417ed73bf138472cf4064f72028"
+checksum = "4109984c22491085343c05b0dbc54ddc405c3cf7b4374fc533f5c3313a572ccc"
 dependencies = [
  "heck",
  "proc-macro2",
@@ -2777,9 +2802,9 @@ checksum = "1b6b67fb9a61334225b5b790716f609cd58395f895b3fe8b328786812a40bc3b"
 
 [[package]]
 name = "sqlparser"
-version = "0.55.0"
+version = "0.58.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4521174166bac1ff04fe16ef4524c70144cd29682a45978978ca3d7f4e0be11"
+checksum = "ec4b661c54b1e4b603b37873a18c59920e4c51ea8ea2cf527d925424dbd4437c"
 dependencies = [
  "log",
  "recursive",
@@ -2822,6 +2847,25 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a2eb9349b6444b326872e140eb1cf5e7c522154d69e7a0ffb0fb81c06b37543f"
 
+[[package]]
+name = "strum"
+version = "0.26.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8fec0f0aef304996cf250b31b5a10dee7980c85da9d759361292b8bca5a18f06"
+
+[[package]]
+name = "strum_macros"
+version = "0.26.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4c6bee85a5a24955dc440386795aa378cd9cf82acd5f764469152d2270e581be"
+dependencies = [
+ "heck",
+ "proc-macro2",
+ "quote",
+ "rustversion",
+ "syn 2.0.106",
+]
+
 [[package]]
 name = "subtle"
 version = "2.6.1"
@@ -2863,9 +2907,9 @@ dependencies = [
 
 [[package]]
 name = "target-lexicon"
-version = "0.12.16"
+version = "0.13.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61c41af27dd6d1e27b1b16b489db798443478cef1f06a660c96db617ba5de3b1"
+checksum = "df7f62577c25e07834649fc3b39fafdc597c0a3527dc1c60129201ccfcbaa50c"
 
 [[package]]
 name = "tempfile"
diff --git a/examples/datafusion-ffi-example/Cargo.toml b/examples/datafusion-ffi-example/Cargo.toml
index 647f6c51e..b47403f09 100644
--- a/examples/datafusion-ffi-example/Cargo.toml
+++ b/examples/datafusion-ffi-example/Cargo.toml
@@ -21,16 +21,16 @@ version = "0.2.0"
 edition = "2021"
 
 [dependencies]
-datafusion = { version = "49.0.2" }
-datafusion-ffi = { version = "49.0.2" }
-pyo3 = { version = "0.23", features = ["extension-module", "abi3", "abi3-py39"] }
-arrow = { version = "55.0.0" }
-arrow-array = { version = "55.0.0" }
-arrow-schema = { version = "55.0.0" }
+datafusion = { version = "50" }
+datafusion-ffi = { version = "50" }
+pyo3 = { version = "0.25", features = ["extension-module", "abi3", "abi3-py310"] }
+arrow = { version = "56" }
+arrow-array = { version = "56" }
+arrow-schema = { version = "56" }
 async-trait = "0.1.88"
 
 [build-dependencies]
-pyo3-build-config = "0.23"
+pyo3-build-config = "0.25"
 
 [lib]
 name = "datafusion_ffi_example"
diff --git a/examples/datafusion-ffi-example/src/aggregate_udf.rs b/examples/datafusion-ffi-example/src/aggregate_udf.rs
index 9481fe9c6..bb7505f7f 100644
--- a/examples/datafusion-ffi-example/src/aggregate_udf.rs
+++ b/examples/datafusion-ffi-example/src/aggregate_udf.rs
@@ -27,7 +27,7 @@ use std::any::Any;
 use std::sync::Arc;
 
 #[pyclass(name = "MySumUDF", module = "datafusion_ffi_example", subclass)]
-#[derive(Debug, Clone)]
+#[derive(Debug, Clone, PartialEq, Eq, Hash)]
 pub(crate) struct MySumUDF {
     inner: Arc<Sum>,
 }
diff --git a/examples/datafusion-ffi-example/src/scalar_udf.rs b/examples/datafusion-ffi-example/src/scalar_udf.rs
index 727666638..19b4e8b91 100644
--- a/examples/datafusion-ffi-example/src/scalar_udf.rs
+++ b/examples/datafusion-ffi-example/src/scalar_udf.rs
@@ -30,7 +30,7 @@ use std::any::Any;
 use std::sync::Arc;
 
 #[pyclass(name = "IsNullUDF", module = "datafusion_ffi_example", subclass)]
-#[derive(Debug, Clone)]
+#[derive(Debug, Clone, PartialEq, Eq, Hash)]
 pub(crate) struct IsNullUDF {
     signature: Signature,
 }
diff --git a/examples/datafusion-ffi-example/src/window_udf.rs b/examples/datafusion-ffi-example/src/window_udf.rs
index e0d397956..0ec8c7c2d 100644
--- a/examples/datafusion-ffi-example/src/window_udf.rs
+++ b/examples/datafusion-ffi-example/src/window_udf.rs
@@ -27,7 +27,7 @@ use std::any::Any;
 use std::sync::Arc;
 
 #[pyclass(name = "MyRankUDF", module = "datafusion_ffi_example", subclass)]
-#[derive(Debug, Clone)]
+#[derive(Debug, Clone, PartialEq, Eq, Hash)]
 pub(crate) struct MyRankUDF {
     inner: Arc<WindowUDF>,
 }

From d7e137eef224d5ed6e72b8ed798b3cf8fe9db40d Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Sun, 2 Nov 2025 07:16:54 -0500
Subject: [PATCH 10/65] Enable remaining pylints (#1298)

* Now that we are on Python 3.10 change from union and otional to |

* Enable additional lint

* Add check for dead code

* Verify all python arguments ahve type annotations

* Add return types on functions

* Cleaning up pyproj

* More lints

* Enable path ruff check

* Fix Path.glob code

* Remove deprecated test

* Expect deprecation warning
---
 benchmarks/db-benchmark/groupby-datafusion.py |   5 +-
 benchmarks/db-benchmark/join-datafusion.py    |  11 +-
 benchmarks/tpch/tpch.py                       |   7 +-
 dev/create_license.py                         |   3 +-
 dev/release/check-rat-report.py               |   3 +-
 examples/python-udf-comparisons.py            |   6 +-
 examples/tpch/convert_data_to_parquet.py      |  10 +-
 examples/tpch/q07_volume_shipping.py          |   2 +-
 examples/tpch/q12_ship_mode_order_priority.py |   2 +-
 examples/tpch/util.py                         |  16 +-
 pyproject.toml                                |  30 ++--
 python/datafusion/__init__.py                 |   8 +-
 python/datafusion/dataframe.py                |  49 +++----
 python/datafusion/dataframe_formatter.py      |  14 +-
 python/datafusion/expr.py                     |  53 +++----
 python/datafusion/functions.py                | 138 +++++++++---------
 python/datafusion/input/location.py           |   4 +-
 python/datafusion/user_defined.py             |  33 +++--
 python/tests/test_aggregation.py              |   2 +-
 python/tests/test_dataframe.py                |  28 +---
 python/tests/test_pyclass_frozen.py           |   5 +-
 python/tests/test_sql.py                      |  25 +++-
 22 files changed, 216 insertions(+), 238 deletions(-)

diff --git a/benchmarks/db-benchmark/groupby-datafusion.py b/benchmarks/db-benchmark/groupby-datafusion.py
index f9e8d638b..533166695 100644
--- a/benchmarks/db-benchmark/groupby-datafusion.py
+++ b/benchmarks/db-benchmark/groupby-datafusion.py
@@ -18,6 +18,7 @@
 import gc
 import os
 import timeit
+from pathlib import Path
 
 import datafusion as df
 import pyarrow as pa
@@ -34,7 +35,7 @@
 
 print("# groupby-datafusion.py", flush=True)
 
-exec(open("./_helpers/helpers.py").read())
+exec(Path.open("./_helpers/helpers.py").read())
 
 
 def ans_shape(batches) -> tuple[int, int]:
@@ -65,7 +66,7 @@ def execute(df) -> list:
 sql = True
 
 data_name = os.environ["SRC_DATANAME"]
-src_grp = os.path.join("data", data_name + ".csv")
+src_grp = "data" / data_name / ".csv"
 print("loading dataset %s" % src_grp, flush=True)
 
 schema = pa.schema(
diff --git a/benchmarks/db-benchmark/join-datafusion.py b/benchmarks/db-benchmark/join-datafusion.py
index 039868031..3be296c81 100755
--- a/benchmarks/db-benchmark/join-datafusion.py
+++ b/benchmarks/db-benchmark/join-datafusion.py
@@ -18,6 +18,7 @@
 import gc
 import os
 import timeit
+from pathlib import Path
 
 import datafusion as df
 from datafusion import col
@@ -26,7 +27,7 @@
 
 print("# join-datafusion.py", flush=True)
 
-exec(open("./_helpers/helpers.py").read())
+exec(Path.open("./_helpers/helpers.py").read())
 
 
 def ans_shape(batches) -> tuple[int, int]:
@@ -49,12 +50,12 @@ def ans_shape(batches) -> tuple[int, int]:
 on_disk = "FALSE"
 
 data_name = os.environ["SRC_DATANAME"]
-src_jn_x = os.path.join("data", data_name + ".csv")
+src_jn_x = "data" / data_name / ".csv"
 y_data_name = join_to_tbls(data_name)
 src_jn_y = [
-    os.path.join("data", y_data_name[0] + ".csv"),
-    os.path.join("data", y_data_name[1] + ".csv"),
-    os.path.join("data", y_data_name[2] + ".csv"),
+    "data" / y_data_name[0] / ".csv",
+    "data" / y_data_name[1] / ".csv",
+    "data" / y_data_name[2] / ".csv",
 ]
 if len(src_jn_y) != 3:
     error_msg = "Something went wrong in preparing files used for join"
diff --git a/benchmarks/tpch/tpch.py b/benchmarks/tpch/tpch.py
index 2d1bbae5b..9cc897e76 100644
--- a/benchmarks/tpch/tpch.py
+++ b/benchmarks/tpch/tpch.py
@@ -17,12 +17,13 @@
 
 import argparse
 import time
+from pathlib import Path
 
 from datafusion import SessionContext
 
 
 def bench(data_path, query_path) -> None:
-    with open("results.csv", "w") as results:
+    with Path.open("results.csv", "w") as results:
         # register tables
         start = time.time()
         total_time_millis = 0
@@ -45,7 +46,7 @@ def bench(data_path, query_path) -> None:
         print("Configuration:\n", ctx)
 
         # register tables
-        with open("create_tables.sql") as f:
+        with Path.open("create_tables.sql") as f:
             sql = ""
             for line in f.readlines():
                 if line.startswith("--"):
@@ -65,7 +66,7 @@ def bench(data_path, query_path) -> None:
 
         # run queries
         for query in range(1, 23):
-            with open(f"{query_path}/q{query}.sql") as f:
+            with Path.open(f"{query_path}/q{query}.sql") as f:
                 text = f.read()
                 tmp = text.split(";")
                 queries = [s.strip() for s in tmp if len(s.strip()) > 0]
diff --git a/dev/create_license.py b/dev/create_license.py
index 2a67cb8fd..a28a0abec 100644
--- a/dev/create_license.py
+++ b/dev/create_license.py
@@ -20,6 +20,7 @@
 
 import json
 import subprocess
+from pathlib import Path
 
 subprocess.check_output(["cargo", "install", "cargo-license"])
 data = subprocess.check_output(
@@ -248,5 +249,5 @@
     result += "------------------\n\n"
     result += f"### {name} {version}\n* source: [{repository}]({repository})\n* license: {license}\n\n"
 
-with open("LICENSE.txt", "w") as f:
+with Path.open("LICENSE.txt", "w") as f:
     f.write(result)
diff --git a/dev/release/check-rat-report.py b/dev/release/check-rat-report.py
index 0c9f4c326..72a35212e 100644
--- a/dev/release/check-rat-report.py
+++ b/dev/release/check-rat-report.py
@@ -21,6 +21,7 @@
 import re
 import sys
 import xml.etree.ElementTree as ET
+from pathlib import Path
 
 if len(sys.argv) != 3:
     sys.stderr.write("Usage: %s exclude_globs.lst rat_report.xml\n" % sys.argv[0])
@@ -29,7 +30,7 @@
 exclude_globs_filename = sys.argv[1]
 xml_filename = sys.argv[2]
 
-globs = [line.strip() for line in open(exclude_globs_filename)]
+globs = [line.strip() for line in Path.open(exclude_globs_filename)]
 
 tree = ET.parse(xml_filename)
 root = tree.getroot()
diff --git a/examples/python-udf-comparisons.py b/examples/python-udf-comparisons.py
index eb0825011..b870645a3 100644
--- a/examples/python-udf-comparisons.py
+++ b/examples/python-udf-comparisons.py
@@ -15,16 +15,16 @@
 # specific language governing permissions and limitations
 # under the License.
 
-import os
 import time
+from pathlib import Path
 
 import pyarrow as pa
 import pyarrow.compute as pc
 from datafusion import SessionContext, col, lit, udf
 from datafusion import functions as F
 
-path = os.path.dirname(os.path.abspath(__file__))
-filepath = os.path.join(path, "./tpch/data/lineitem.parquet")
+path = Path(__file__).parent.resolve()
+filepath = path / "./tpch/data/lineitem.parquet"
 
 # This example serves to demonstrate alternate approaches to answering the
 # question "return all of the rows that have a specific combination of these
diff --git a/examples/tpch/convert_data_to_parquet.py b/examples/tpch/convert_data_to_parquet.py
index fd0fcca49..af554c39e 100644
--- a/examples/tpch/convert_data_to_parquet.py
+++ b/examples/tpch/convert_data_to_parquet.py
@@ -22,7 +22,7 @@
 as will be generated by the script provided in this repository.
 """
 
-import os
+from pathlib import Path
 
 import datafusion
 import pyarrow as pa
@@ -116,7 +116,7 @@
     ("S_COMMENT", pa.string()),
 ]
 
-curr_dir = os.path.dirname(os.path.abspath(__file__))
+curr_dir = Path(__file__).resolve().parent
 for filename, curr_schema_val in all_schemas.items():
     # For convenience, go ahead and convert the schema column names to lowercase
     curr_schema = [(s[0].lower(), s[1]) for s in curr_schema_val]
@@ -132,10 +132,8 @@
 
     schema = pa.schema(curr_schema)
 
-    source_file = os.path.abspath(
-        os.path.join(curr_dir, f"../../benchmarks/tpch/data/{filename}.csv")
-    )
-    dest_file = os.path.abspath(os.path.join(curr_dir, f"./data/{filename}.parquet"))
+    source_file = (curr_dir / f"../../benchmarks/tpch/data/{filename}.csv").resolve()
+    dest_file = (curr_dir / f"./data/{filename}.parquet").resolve()
 
     df = ctx.read_csv(source_file, schema=schema, has_header=False, delimiter="|")
 
diff --git a/examples/tpch/q07_volume_shipping.py b/examples/tpch/q07_volume_shipping.py
index a84cf728a..ff2f891f1 100644
--- a/examples/tpch/q07_volume_shipping.py
+++ b/examples/tpch/q07_volume_shipping.py
@@ -80,7 +80,7 @@
 # not match these will result in a null value and then get filtered out.
 #
 # To do the same using a simple filter would be:
-# df_nation = df_nation.filter((F.col("n_name") == nation_1) | (F.col("n_name") == nation_2))
+# df_nation = df_nation.filter((F.col("n_name") == nation_1) | (F.col("n_name") == nation_2)) # noqa: ERA001
 df_nation = df_nation.with_column(
     "n_name",
     F.case(col("n_name"))
diff --git a/examples/tpch/q12_ship_mode_order_priority.py b/examples/tpch/q12_ship_mode_order_priority.py
index f1d894940..9071597f0 100644
--- a/examples/tpch/q12_ship_mode_order_priority.py
+++ b/examples/tpch/q12_ship_mode_order_priority.py
@@ -73,7 +73,7 @@
 # matches either of the two values, but we want to show doing some array operations in this
 # example. If you want to see this done with filters, comment out the above line and uncomment
 # this one.
-# df = df.filter((col("l_shipmode") == lit(SHIP_MODE_1)) | (col("l_shipmode") == lit(SHIP_MODE_2)))
+# df = df.filter((col("l_shipmode") == lit(SHIP_MODE_1)) | (col("l_shipmode") == lit(SHIP_MODE_2))) # noqa: ERA001
 
 
 # We need order priority, so join order df to line item
diff --git a/examples/tpch/util.py b/examples/tpch/util.py
index 7e3d659dd..ec53bcd15 100644
--- a/examples/tpch/util.py
+++ b/examples/tpch/util.py
@@ -19,18 +19,16 @@
 Common utilities for running TPC-H examples.
 """
 
-import os
+from pathlib import Path
 
 
-def get_data_path(filename: str) -> str:
-    path = os.path.dirname(os.path.abspath(__file__))
+def get_data_path(filename: str) -> Path:
+    path = Path(__file__).resolve().parent
 
-    return os.path.join(path, "data", filename)
+    return path / "data" / filename
 
 
-def get_answer_file(answer_file: str) -> str:
-    path = os.path.dirname(os.path.abspath(__file__))
+def get_answer_file(answer_file: str) -> Path:
+    path = Path(__file__).resolve().parent
 
-    return os.path.join(
-        path, "../../benchmarks/tpch/data/answers", f"{answer_file}.out"
-    )
+    return path / "../../benchmarks/tpch/data/answers" / f"{answer_file}.out"
diff --git a/pyproject.toml b/pyproject.toml
index f47a2b1c3..25f30b8e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -84,25 +84,12 @@ ignore = [
     "FBT002",  # Allow boolean positional args
     "ISC001",  # Recommended to ignore these rules when using with ruff-format
     "SLF001",  # Allow accessing private members
-    "TD002",
+    "TD002",   # Do not require author names in TODO statements
     "TD003",   # Allow TODO lines
-    "UP007",   # Disallowing Union is pedantic
-    # TODO: Enable all of the following, but this PR is getting too large already
-    "PLR0913",
-    "TRY003",
-    "PLR2004",
-    "PD901",
-    "ERA001",
-    "ANN001",
-    "ANN202",
-    "PTH",
-    "N812",
-    "INP001",
-    "DTZ007",
-    "RUF015",
-    "A005",
-    "TC001",
-    "UP035",
+    "PLR0913", # Allow many arguments in function definition
+    "PD901",   # Allow variable name df
+    "N812",    # Allow importing functions as `F`
+    "A005",    # Allow module named io
 ]
 
 [tool.ruff.lint.pydocstyle]
@@ -131,10 +118,11 @@ extend-allowed-calls = ["lit", "datafusion.lit"]
     "PLR0913",
     "PT004",
 ]
-"examples/*" = ["D", "W505", "E501", "T201", "S101"]
-"dev/*" = ["D", "E", "T", "S", "PLR", "C", "SIM", "UP", "EXE", "N817"]
-"benchmarks/*" = ["D", "F", "T", "BLE", "FURB", "PLR", "E", "TD", "TRY", "S", "SIM", "EXE", "UP"]
+"examples/*" = ["D", "W505", "E501", "T201", "S101", "PLR2004", "ANN001", "ANN202", "INP001", "DTZ007", "RUF015"]
+"dev/*" = ["D", "E", "T", "S", "PLR", "C", "SIM", "UP", "EXE", "N817", "ERA001", "ANN001"]
+"benchmarks/*" = ["D", "F", "T", "BLE", "FURB", "PLR", "E", "TD", "TRY", "S", "SIM", "EXE", "UP", "ERA001", "ANN001", "INP001"]
 "docs/*" = ["D"]
+"docs/source/conf.py" = ["ERA001", "ANN001", "INP001"]
 
 [tool.codespell]
 skip = [
diff --git a/python/datafusion/__init__.py b/python/datafusion/__init__.py
index 77765223e..784d4ccc6 100644
--- a/python/datafusion/__init__.py
+++ b/python/datafusion/__init__.py
@@ -119,12 +119,12 @@
 ]
 
 
-def literal(value) -> Expr:
+def literal(value: Any) -> Expr:
     """Create a literal expression."""
     return Expr.literal(value)
 
 
-def string_literal(value):
+def string_literal(value: str) -> Expr:
     """Create a UTF8 literal expression.
 
     It differs from `literal` which creates a UTF8view literal.
@@ -132,12 +132,12 @@ def string_literal(value):
     return Expr.string_literal(value)
 
 
-def str_lit(value):
+def str_lit(value: str) -> Expr:
     """Alias for `string_literal`."""
     return string_literal(value)
 
 
-def lit(value) -> Expr:
+def lit(value: Any) -> Expr:
     """Create a literal expression."""
     return Expr.literal(value)
 
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index 05b84c6be..8d692aca7 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -22,14 +22,11 @@
 from __future__ import annotations
 
 import warnings
-from collections.abc import Sequence
+from collections.abc import Iterable, Sequence
 from typing import (
     TYPE_CHECKING,
     Any,
-    Iterable,
     Literal,
-    Optional,
-    Union,
     overload,
 )
 
@@ -57,7 +54,7 @@
 
 if TYPE_CHECKING:
     import pathlib
-    from typing import Callable
+    from collections.abc import Callable
 
     import pandas as pd
     import polars as pl
@@ -80,7 +77,7 @@ class Compression(Enum):
     LZ4 = "lz4"
     # lzo is not implemented yet
     # https://github.com/apache/arrow-rs/issues/6970
-    # LZO = "lzo"
+    # LZO = "lzo"  # noqa: ERA001
     ZSTD = "zstd"
     LZ4_RAW = "lz4_raw"
 
@@ -107,7 +104,7 @@ def from_str(cls: type[Compression], value: str) -> Compression:
                 """
             raise ValueError(error_msg) from err
 
-    def get_default_level(self) -> Optional[int]:
+    def get_default_level(self) -> int | None:
         """Get the default compression level for the compression type.
 
         Returns:
@@ -140,24 +137,24 @@ def __init__(
         write_batch_size: int = 1024,
         writer_version: str = "1.0",
         skip_arrow_metadata: bool = False,
-        compression: Optional[str] = "zstd(3)",
-        compression_level: Optional[int] = None,
-        dictionary_enabled: Optional[bool] = True,
+        compression: str | None = "zstd(3)",
+        compression_level: int | None = None,
+        dictionary_enabled: bool | None = True,
         dictionary_page_size_limit: int = 1024 * 1024,
-        statistics_enabled: Optional[str] = "page",
+        statistics_enabled: str | None = "page",
         max_row_group_size: int = 1024 * 1024,
         created_by: str = "datafusion-python",
-        column_index_truncate_length: Optional[int] = 64,
-        statistics_truncate_length: Optional[int] = None,
+        column_index_truncate_length: int | None = 64,
+        statistics_truncate_length: int | None = None,
         data_page_row_count_limit: int = 20_000,
-        encoding: Optional[str] = None,
+        encoding: str | None = None,
         bloom_filter_on_write: bool = False,
-        bloom_filter_fpp: Optional[float] = None,
-        bloom_filter_ndv: Optional[int] = None,
+        bloom_filter_fpp: float | None = None,
+        bloom_filter_ndv: int | None = None,
         allow_single_file_parallelism: bool = True,
         maximum_parallel_row_group_writers: int = 1,
         maximum_buffered_record_batches_per_stream: int = 2,
-        column_specific_options: Optional[dict[str, ParquetColumnOptions]] = None,
+        column_specific_options: dict[str, ParquetColumnOptions] | None = None,
     ) -> None:
         """Initialize the ParquetWriterOptions.
 
@@ -262,13 +259,13 @@ class ParquetColumnOptions:
 
     def __init__(
         self,
-        encoding: Optional[str] = None,
-        dictionary_enabled: Optional[bool] = None,
-        compression: Optional[str] = None,
-        statistics_enabled: Optional[str] = None,
-        bloom_filter_enabled: Optional[bool] = None,
-        bloom_filter_fpp: Optional[float] = None,
-        bloom_filter_ndv: Optional[int] = None,
+        encoding: str | None = None,
+        dictionary_enabled: bool | None = None,
+        compression: str | None = None,
+        statistics_enabled: str | None = None,
+        bloom_filter_enabled: bool | None = None,
+        bloom_filter_fpp: float | None = None,
+        bloom_filter_ndv: int | None = None,
     ) -> None:
         """Initialize the ParquetColumnOptions.
 
@@ -831,7 +828,7 @@ def join(
         # of a keyword argument.
         if (
             isinstance(on, tuple)
-            and len(on) == 2
+            and len(on) == 2  # noqa: PLR2004
             and isinstance(on[0], list)
             and isinstance(on[1], list)
         ):
@@ -1063,7 +1060,7 @@ def write_parquet(
     def write_parquet(
         self,
         path: str | pathlib.Path,
-        compression: Union[str, Compression, ParquetWriterOptions] = Compression.ZSTD,
+        compression: str | Compression | ParquetWriterOptions = Compression.ZSTD,
         compression_level: int | None = None,
         write_options: DataFrameWriteOptions | None = None,
     ) -> None:
diff --git a/python/datafusion/dataframe_formatter.py b/python/datafusion/dataframe_formatter.py
index 2323224b8..4082ff4ec 100644
--- a/python/datafusion/dataframe_formatter.py
+++ b/python/datafusion/dataframe_formatter.py
@@ -19,15 +19,17 @@
 from __future__ import annotations
 
 from typing import (
+    TYPE_CHECKING,
     Any,
-    Callable,
-    Optional,
     Protocol,
     runtime_checkable,
 )
 
 from datafusion._internal import DataFrame as DataFrameInternal
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
 
 def _validate_positive_int(value: Any, param_name: str) -> None:
     """Validate that a parameter is a positive integer.
@@ -144,9 +146,9 @@ def __init__(
         min_rows_display: int = 20,
         repr_rows: int = 10,
         enable_cell_expansion: bool = True,
-        custom_css: Optional[str] = None,
+        custom_css: str | None = None,
         show_truncation_message: bool = True,
-        style_provider: Optional[StyleProvider] = None,
+        style_provider: StyleProvider | None = None,
         use_shared_styles: bool = True,
     ) -> None:
         """Initialize the HTML formatter.
@@ -226,8 +228,8 @@ def __init__(
         # Registry for custom type formatters
         self._type_formatters: dict[type, CellFormatter] = {}
         # Custom cell builders
-        self._custom_cell_builder: Optional[Callable[[Any, int, int, str], str]] = None
-        self._custom_header_builder: Optional[Callable[[Any], str]] = None
+        self._custom_cell_builder: Callable[[Any, int, int, str], str] | None = None
+        self._custom_header_builder: Callable[[Any], str] | None = None
 
     def register_formatter(self, type_class: type, formatter: CellFormatter) -> None:
         """Register a custom formatter for a specific data type.
diff --git a/python/datafusion/expr.py b/python/datafusion/expr.py
index a84b2e6d5..3a6d04413 100644
--- a/python/datafusion/expr.py
+++ b/python/datafusion/expr.py
@@ -22,8 +22,8 @@
 
 from __future__ import annotations
 
-import typing as _typing
-from typing import TYPE_CHECKING, Any, ClassVar, Iterable, Optional, Sequence
+from collections.abc import Iterable, Sequence
+from typing import TYPE_CHECKING, Any, ClassVar
 
 try:
     from warnings import deprecated  # Python 3.13+
@@ -230,7 +230,7 @@
 ]
 
 
-def ensure_expr(value: _typing.Union[Expr, Any]) -> expr_internal.Expr:
+def ensure_expr(value: Expr | Any) -> expr_internal.Expr:
     """Return the internal expression from ``Expr`` or raise ``TypeError``.
 
     This helper rejects plain strings and other non-:class:`Expr` values so
@@ -252,7 +252,7 @@ def ensure_expr(value: _typing.Union[Expr, Any]) -> expr_internal.Expr:
 
 
 def ensure_expr_list(
-    exprs: Iterable[_typing.Union[Expr, Iterable[Expr]]],
+    exprs: Iterable[Expr | Iterable[Expr]],
 ) -> list[expr_internal.Expr]:
     """Flatten an iterable of expressions, validating each via ``ensure_expr``.
 
@@ -267,7 +267,7 @@ def ensure_expr_list(
     """
 
     def _iter(
-        items: Iterable[_typing.Union[Expr, Iterable[Expr]]],
+        items: Iterable[Expr | Iterable[Expr]],
     ) -> Iterable[expr_internal.Expr]:
         for expr in items:
             if isinstance(expr, Iterable) and not isinstance(
@@ -281,7 +281,7 @@ def _iter(
     return list(_iter(exprs))
 
 
-def _to_raw_expr(value: _typing.Union[Expr, str]) -> expr_internal.Expr:
+def _to_raw_expr(value: Expr | str) -> expr_internal.Expr:
     """Convert a Python expression or column name to its raw variant.
 
     Args:
@@ -305,8 +305,8 @@ def _to_raw_expr(value: _typing.Union[Expr, str]) -> expr_internal.Expr:
 
 
 def expr_list_to_raw_expr_list(
-    expr_list: Optional[list[Expr] | Expr],
-) -> Optional[list[expr_internal.Expr]]:
+    expr_list: list[Expr] | Expr | None,
+) -> list[expr_internal.Expr] | None:
     """Convert a sequence of expressions or column names to raw expressions."""
     if isinstance(expr_list, Expr | str):
         expr_list = [expr_list]
@@ -315,7 +315,7 @@ def expr_list_to_raw_expr_list(
     return [_to_raw_expr(e) for e in expr_list]
 
 
-def sort_or_default(e: _typing.Union[Expr, SortExpr]) -> expr_internal.SortExpr:
+def sort_or_default(e: Expr | SortExpr) -> expr_internal.SortExpr:
     """Helper function to return a default Sort if an Expr is provided."""
     if isinstance(e, SortExpr):
         return e.raw_sort
@@ -323,8 +323,8 @@ def sort_or_default(e: _typing.Union[Expr, SortExpr]) -> expr_internal.SortExpr:
 
 
 def sort_list_to_raw_sort_list(
-    sort_list: Optional[_typing.Union[Sequence[SortKey], SortKey]],
-) -> Optional[list[expr_internal.SortExpr]]:
+    sort_list: Sequence[SortKey] | SortKey | None,
+) -> list[expr_internal.SortExpr] | None:
     """Helper function to return an optional sort list to raw variant."""
     if isinstance(sort_list, Expr | SortExpr | str):
         sort_list = [sort_list]
@@ -601,7 +601,7 @@ def column(value: str) -> Expr:
         """Creates a new expression representing a column."""
         return Expr(expr_internal.RawExpr.column(value))
 
-    def alias(self, name: str, metadata: Optional[dict[str, str]] = None) -> Expr:
+    def alias(self, name: str, metadata: dict[str, str] | None = None) -> Expr:
         """Assign a name to the expression.
 
         Args:
@@ -630,13 +630,13 @@ def is_not_null(self) -> Expr:
         """Returns ``True`` if this expression is not null."""
         return Expr(self.expr.is_not_null())
 
-    def fill_nan(self, value: Optional[_typing.Union[Any, Expr]] = None) -> Expr:
+    def fill_nan(self, value: Any | Expr | None = None) -> Expr:
         """Fill NaN values with a provided value."""
         if not isinstance(value, Expr):
             value = Expr.literal(value)
         return Expr(functions_internal.nanvl(self.expr, value.expr))
 
-    def fill_null(self, value: Optional[_typing.Union[Any, Expr]] = None) -> Expr:
+    def fill_null(self, value: Any | Expr | None = None) -> Expr:
         """Fill NULL values with a provided value."""
         if not isinstance(value, Expr):
             value = Expr.literal(value)
@@ -649,7 +649,7 @@ def fill_null(self, value: Optional[_typing.Union[Any, Expr]] = None) -> Expr:
         bool: pa.bool_(),
     }
 
-    def cast(self, to: _typing.Union[pa.DataType[Any], type]) -> Expr:
+    def cast(self, to: pa.DataType[Any] | type) -> Expr:
         """Cast to a new data type."""
         if not isinstance(to, pa.DataType):
             try:
@@ -722,7 +722,7 @@ def column_name(self, plan: LogicalPlan) -> str:
         """Compute the output column name based on the provided logical plan."""
         return self.expr.column_name(plan._raw_plan)
 
-    def order_by(self, *exprs: _typing.Union[Expr, SortExpr]) -> ExprFuncBuilder:
+    def order_by(self, *exprs: Expr | SortExpr) -> ExprFuncBuilder:
         """Set the ordering for a window or aggregate function.
 
         This function will create an :py:class:`ExprFuncBuilder` that can be used to
@@ -1271,17 +1271,10 @@ class Window:
 
     def __init__(
         self,
-        partition_by: Optional[_typing.Union[list[Expr], Expr]] = None,
-        window_frame: Optional[WindowFrame] = None,
-        order_by: Optional[
-            _typing.Union[
-                list[_typing.Union[SortExpr, Expr, str]],
-                Expr,
-                SortExpr,
-                str,
-            ]
-        ] = None,
-        null_treatment: Optional[NullTreatment] = None,
+        partition_by: list[Expr] | Expr | None = None,
+        window_frame: WindowFrame | None = None,
+        order_by: list[SortExpr | Expr | str] | Expr | SortExpr | str | None = None,
+        null_treatment: NullTreatment | None = None,
     ) -> None:
         """Construct a window definition.
 
@@ -1301,7 +1294,7 @@ class WindowFrame:
     """Defines a window frame for performing window operations."""
 
     def __init__(
-        self, units: str, start_bound: Optional[Any], end_bound: Optional[Any]
+        self, units: str, start_bound: Any | None, end_bound: Any | None
     ) -> None:
         """Construct a window frame using the given parameters.
 
@@ -1351,7 +1344,7 @@ def __init__(self, frame_bound: expr_internal.WindowFrameBound) -> None:
         """Constructs a window frame bound."""
         self.frame_bound = frame_bound
 
-    def get_offset(self) -> Optional[int]:
+    def get_offset(self) -> int | None:
         """Returns the offset of the window frame."""
         return self.frame_bound.get_offset()
 
@@ -1435,4 +1428,4 @@ def __repr__(self) -> str:
         return self.raw_sort.__repr__()
 
 
-SortKey = _typing.Union[Expr, SortExpr, str]
+SortKey = Expr | SortExpr | str
diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index 472a02fcb..7ae59c000 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -18,7 +18,7 @@
 
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any, Optional
+from typing import TYPE_CHECKING, Any
 
 import pyarrow as pa
 
@@ -379,7 +379,7 @@ def order_by(expr: Expr, ascending: bool = True, nulls_first: bool = True) -> So
     return SortExpr(expr, ascending=ascending, nulls_first=nulls_first)
 
 
-def alias(expr: Expr, name: str, metadata: Optional[dict[str, str]] = None) -> Expr:
+def alias(expr: Expr, name: str, metadata: dict[str, str] | None = None) -> Expr:
     """Creates an alias expression with an optional metadata dictionary.
 
     Args:
@@ -398,7 +398,7 @@ def col(name: str) -> Expr:
     return Expr(f.col(name))
 
 
-def count_star(filter: Optional[Expr] = None) -> Expr:
+def count_star(filter: Expr | None = None) -> Expr:
     """Create a COUNT(1) aggregate expression.
 
     This aggregate function will count all of the rows in the partition.
@@ -1647,7 +1647,7 @@ def empty(array: Expr) -> Expr:
 # aggregate functions
 def approx_distinct(
     expression: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Returns the approximate number of distinct values.
 
@@ -1667,7 +1667,7 @@ def approx_distinct(
     return Expr(f.approx_distinct(expression.expr, filter=filter_raw))
 
 
-def approx_median(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def approx_median(expression: Expr, filter: Expr | None = None) -> Expr:
     """Returns the approximate median value.
 
     This aggregate function is similar to :py:func:`median`, but it will only
@@ -1687,8 +1687,8 @@ def approx_median(expression: Expr, filter: Optional[Expr] = None) -> Expr:
 def approx_percentile_cont(
     sort_expression: Expr | SortExpr,
     percentile: float,
-    num_centroids: Optional[int] = None,
-    filter: Optional[Expr] = None,
+    num_centroids: int | None = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Returns the value that is approximately at a given percentile of ``expr``.
 
@@ -1724,8 +1724,8 @@ def approx_percentile_cont_with_weight(
     sort_expression: Expr | SortExpr,
     weight: Expr,
     percentile: float,
-    num_centroids: Optional[int] = None,
-    filter: Optional[Expr] = None,
+    num_centroids: int | None = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Returns the value of the weighted approximate percentile.
 
@@ -1759,8 +1759,8 @@ def approx_percentile_cont_with_weight(
 def array_agg(
     expression: Expr,
     distinct: bool = False,
-    filter: Optional[Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    filter: Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Aggregate values into an array.
 
@@ -1793,7 +1793,7 @@ def array_agg(
 
 def avg(
     expression: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Returns the average value.
 
@@ -1810,7 +1810,7 @@ def avg(
     return Expr(f.avg(expression.expr, filter=filter_raw))
 
 
-def corr(value_y: Expr, value_x: Expr, filter: Optional[Expr] = None) -> Expr:
+def corr(value_y: Expr, value_x: Expr, filter: Expr | None = None) -> Expr:
     """Returns the correlation coefficient between ``value1`` and ``value2``.
 
     This aggregate function expects both values to be numeric and will return a float.
@@ -1830,7 +1830,7 @@ def corr(value_y: Expr, value_x: Expr, filter: Optional[Expr] = None) -> Expr:
 def count(
     expressions: Expr | list[Expr] | None = None,
     distinct: bool = False,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Returns the number of rows that match the given arguments.
 
@@ -1856,7 +1856,7 @@ def count(
     return Expr(f.count(*args, distinct=distinct, filter=filter_raw))
 
 
-def covar_pop(value_y: Expr, value_x: Expr, filter: Optional[Expr] = None) -> Expr:
+def covar_pop(value_y: Expr, value_x: Expr, filter: Expr | None = None) -> Expr:
     """Computes the population covariance.
 
     This aggregate function expects both values to be numeric and will return a float.
@@ -1873,7 +1873,7 @@ def covar_pop(value_y: Expr, value_x: Expr, filter: Optional[Expr] = None) -> Ex
     return Expr(f.covar_pop(value_y.expr, value_x.expr, filter=filter_raw))
 
 
-def covar_samp(value_y: Expr, value_x: Expr, filter: Optional[Expr] = None) -> Expr:
+def covar_samp(value_y: Expr, value_x: Expr, filter: Expr | None = None) -> Expr:
     """Computes the sample covariance.
 
     This aggregate function expects both values to be numeric and will return a float.
@@ -1890,7 +1890,7 @@ def covar_samp(value_y: Expr, value_x: Expr, filter: Optional[Expr] = None) -> E
     return Expr(f.covar_samp(value_y.expr, value_x.expr, filter=filter_raw))
 
 
-def covar(value_y: Expr, value_x: Expr, filter: Optional[Expr] = None) -> Expr:
+def covar(value_y: Expr, value_x: Expr, filter: Expr | None = None) -> Expr:
     """Computes the sample covariance.
 
     This is an alias for :py:func:`covar_samp`.
@@ -1898,7 +1898,7 @@ def covar(value_y: Expr, value_x: Expr, filter: Optional[Expr] = None) -> Expr:
     return covar_samp(value_y, value_x, filter)
 
 
-def max(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def max(expression: Expr, filter: Expr | None = None) -> Expr:
     """Aggregate function that returns the maximum value of the argument.
 
     If using the builder functions described in ref:`_aggregation` this function ignores
@@ -1912,7 +1912,7 @@ def max(expression: Expr, filter: Optional[Expr] = None) -> Expr:
     return Expr(f.max(expression.expr, filter=filter_raw))
 
 
-def mean(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def mean(expression: Expr, filter: Expr | None = None) -> Expr:
     """Returns the average (mean) value of the argument.
 
     This is an alias for :py:func:`avg`.
@@ -1921,7 +1921,7 @@ def mean(expression: Expr, filter: Optional[Expr] = None) -> Expr:
 
 
 def median(
-    expression: Expr, distinct: bool = False, filter: Optional[Expr] = None
+    expression: Expr, distinct: bool = False, filter: Expr | None = None
 ) -> Expr:
     """Computes the median of a set of numbers.
 
@@ -1940,7 +1940,7 @@ def median(
     return Expr(f.median(expression.expr, distinct=distinct, filter=filter_raw))
 
 
-def min(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def min(expression: Expr, filter: Expr | None = None) -> Expr:
     """Returns the minimum value of the argument.
 
     If using the builder functions described in ref:`_aggregation` this function ignores
@@ -1956,7 +1956,7 @@ def min(expression: Expr, filter: Optional[Expr] = None) -> Expr:
 
 def sum(
     expression: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Computes the sum of a set of numbers.
 
@@ -1973,7 +1973,7 @@ def sum(
     return Expr(f.sum(expression.expr, filter=filter_raw))
 
 
-def stddev(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def stddev(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the standard deviation of the argument.
 
     If using the builder functions described in ref:`_aggregation` this function ignores
@@ -1987,7 +1987,7 @@ def stddev(expression: Expr, filter: Optional[Expr] = None) -> Expr:
     return Expr(f.stddev(expression.expr, filter=filter_raw))
 
 
-def stddev_pop(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def stddev_pop(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the population standard deviation of the argument.
 
     If using the builder functions described in ref:`_aggregation` this function ignores
@@ -2001,7 +2001,7 @@ def stddev_pop(expression: Expr, filter: Optional[Expr] = None) -> Expr:
     return Expr(f.stddev_pop(expression.expr, filter=filter_raw))
 
 
-def stddev_samp(arg: Expr, filter: Optional[Expr] = None) -> Expr:
+def stddev_samp(arg: Expr, filter: Expr | None = None) -> Expr:
     """Computes the sample standard deviation of the argument.
 
     This is an alias for :py:func:`stddev`.
@@ -2009,7 +2009,7 @@ def stddev_samp(arg: Expr, filter: Optional[Expr] = None) -> Expr:
     return stddev(arg, filter=filter)
 
 
-def var(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def var(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the sample variance of the argument.
 
     This is an alias for :py:func:`var_samp`.
@@ -2017,7 +2017,7 @@ def var(expression: Expr, filter: Optional[Expr] = None) -> Expr:
     return var_samp(expression, filter)
 
 
-def var_pop(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def var_pop(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the population variance of the argument.
 
     If using the builder functions described in ref:`_aggregation` this function ignores
@@ -2031,7 +2031,7 @@ def var_pop(expression: Expr, filter: Optional[Expr] = None) -> Expr:
     return Expr(f.var_pop(expression.expr, filter=filter_raw))
 
 
-def var_samp(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def var_samp(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the sample variance of the argument.
 
     If using the builder functions described in ref:`_aggregation` this function ignores
@@ -2045,7 +2045,7 @@ def var_samp(expression: Expr, filter: Optional[Expr] = None) -> Expr:
     return Expr(f.var_sample(expression.expr, filter=filter_raw))
 
 
-def var_sample(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def var_sample(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the sample variance of the argument.
 
     This is an alias for :py:func:`var_samp`.
@@ -2056,7 +2056,7 @@ def var_sample(expression: Expr, filter: Optional[Expr] = None) -> Expr:
 def regr_avgx(
     y: Expr,
     x: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Computes the average of the independent variable ``x``.
 
@@ -2079,7 +2079,7 @@ def regr_avgx(
 def regr_avgy(
     y: Expr,
     x: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Computes the average of the dependent variable ``y``.
 
@@ -2102,7 +2102,7 @@ def regr_avgy(
 def regr_count(
     y: Expr,
     x: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Counts the number of rows in which both expressions are not null.
 
@@ -2125,7 +2125,7 @@ def regr_count(
 def regr_intercept(
     y: Expr,
     x: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Computes the intercept from the linear regression.
 
@@ -2148,7 +2148,7 @@ def regr_intercept(
 def regr_r2(
     y: Expr,
     x: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Computes the R-squared value from linear regression.
 
@@ -2171,7 +2171,7 @@ def regr_r2(
 def regr_slope(
     y: Expr,
     x: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Computes the slope from linear regression.
 
@@ -2194,7 +2194,7 @@ def regr_slope(
 def regr_sxx(
     y: Expr,
     x: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Computes the sum of squares of the independent variable ``x``.
 
@@ -2217,7 +2217,7 @@ def regr_sxx(
 def regr_sxy(
     y: Expr,
     x: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Computes the sum of products of pairs of numbers.
 
@@ -2240,7 +2240,7 @@ def regr_sxy(
 def regr_syy(
     y: Expr,
     x: Expr,
-    filter: Optional[Expr] = None,
+    filter: Expr | None = None,
 ) -> Expr:
     """Computes the sum of squares of the dependent variable ``y``.
 
@@ -2262,8 +2262,8 @@ def regr_syy(
 
 def first_value(
     expression: Expr,
-    filter: Optional[Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    filter: Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
     null_treatment: NullTreatment = NullTreatment.RESPECT_NULLS,
 ) -> Expr:
     """Returns the first value in a group of values.
@@ -2299,8 +2299,8 @@ def first_value(
 
 def last_value(
     expression: Expr,
-    filter: Optional[Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    filter: Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
     null_treatment: NullTreatment = NullTreatment.RESPECT_NULLS,
 ) -> Expr:
     """Returns the last value in a group of values.
@@ -2337,8 +2337,8 @@ def last_value(
 def nth_value(
     expression: Expr,
     n: int,
-    filter: Optional[Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    filter: Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
     null_treatment: NullTreatment = NullTreatment.RESPECT_NULLS,
 ) -> Expr:
     """Returns the n-th value in a group of values.
@@ -2374,7 +2374,7 @@ def nth_value(
     )
 
 
-def bit_and(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def bit_and(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the bitwise AND of the argument.
 
     This aggregate function will bitwise compare every value in the input partition.
@@ -2390,7 +2390,7 @@ def bit_and(expression: Expr, filter: Optional[Expr] = None) -> Expr:
     return Expr(f.bit_and(expression.expr, filter=filter_raw))
 
 
-def bit_or(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def bit_or(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the bitwise OR of the argument.
 
     This aggregate function will bitwise compare every value in the input partition.
@@ -2407,7 +2407,7 @@ def bit_or(expression: Expr, filter: Optional[Expr] = None) -> Expr:
 
 
 def bit_xor(
-    expression: Expr, distinct: bool = False, filter: Optional[Expr] = None
+    expression: Expr, distinct: bool = False, filter: Expr | None = None
 ) -> Expr:
     """Computes the bitwise XOR of the argument.
 
@@ -2425,7 +2425,7 @@ def bit_xor(
     return Expr(f.bit_xor(expression.expr, distinct=distinct, filter=filter_raw))
 
 
-def bool_and(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def bool_and(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the boolean AND of the argument.
 
     This aggregate function will compare every value in the input partition. These are
@@ -2442,7 +2442,7 @@ def bool_and(expression: Expr, filter: Optional[Expr] = None) -> Expr:
     return Expr(f.bool_and(expression.expr, filter=filter_raw))
 
 
-def bool_or(expression: Expr, filter: Optional[Expr] = None) -> Expr:
+def bool_or(expression: Expr, filter: Expr | None = None) -> Expr:
     """Computes the boolean OR of the argument.
 
     This aggregate function will compare every value in the input partition. These are
@@ -2462,9 +2462,9 @@ def bool_or(expression: Expr, filter: Optional[Expr] = None) -> Expr:
 def lead(
     arg: Expr,
     shift_offset: int = 1,
-    default_value: Optional[Any] = None,
-    partition_by: Optional[list[Expr] | Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    default_value: Any | None = None,
+    partition_by: list[Expr] | Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Create a lead window function.
 
@@ -2520,9 +2520,9 @@ def lead(
 def lag(
     arg: Expr,
     shift_offset: int = 1,
-    default_value: Optional[Any] = None,
-    partition_by: Optional[list[Expr] | Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    default_value: Any | None = None,
+    partition_by: list[Expr] | Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Create a lag window function.
 
@@ -2573,8 +2573,8 @@ def lag(
 
 
 def row_number(
-    partition_by: Optional[list[Expr] | Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    partition_by: list[Expr] | Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Create a row number window function.
 
@@ -2612,8 +2612,8 @@ def row_number(
 
 
 def rank(
-    partition_by: Optional[list[Expr] | Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    partition_by: list[Expr] | Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Create a rank window function.
 
@@ -2656,8 +2656,8 @@ def rank(
 
 
 def dense_rank(
-    partition_by: Optional[list[Expr] | Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    partition_by: list[Expr] | Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Create a dense_rank window function.
 
@@ -2695,8 +2695,8 @@ def dense_rank(
 
 
 def percent_rank(
-    partition_by: Optional[list[Expr] | Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    partition_by: list[Expr] | Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Create a percent_rank window function.
 
@@ -2735,8 +2735,8 @@ def percent_rank(
 
 
 def cume_dist(
-    partition_by: Optional[list[Expr] | Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    partition_by: list[Expr] | Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Create a cumulative distribution window function.
 
@@ -2776,8 +2776,8 @@ def cume_dist(
 
 def ntile(
     groups: int,
-    partition_by: Optional[list[Expr] | Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    partition_by: list[Expr] | Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Create a n-tile window function.
 
@@ -2822,8 +2822,8 @@ def ntile(
 def string_agg(
     expression: Expr,
     delimiter: str,
-    filter: Optional[Expr] = None,
-    order_by: Optional[list[SortKey] | SortKey] = None,
+    filter: Expr | None = None,
+    order_by: list[SortKey] | SortKey | None = None,
 ) -> Expr:
     """Concatenates the input strings.
 
diff --git a/python/datafusion/input/location.py b/python/datafusion/input/location.py
index 08d98d115..b804ac18b 100644
--- a/python/datafusion/input/location.py
+++ b/python/datafusion/input/location.py
@@ -17,7 +17,6 @@
 
 """The default input source for DataFusion."""
 
-import glob
 from pathlib import Path
 from typing import Any
 
@@ -84,6 +83,7 @@ def build_table(
             raise RuntimeError(msg)
 
         # Input could possibly be multiple files. Create a list if so
-        input_files = glob.glob(input_item)
+        input_path = Path(input_item)
+        input_files = [str(p) for p in input_path.parent.glob(input_path.name)]
 
         return SqlTable(table_name, columns, num_rows, input_files)
diff --git a/python/datafusion/user_defined.py b/python/datafusion/user_defined.py
index 67568e313..21b2de634 100644
--- a/python/datafusion/user_defined.py
+++ b/python/datafusion/user_defined.py
@@ -22,7 +22,7 @@
 import functools
 from abc import ABCMeta, abstractmethod
 from enum import Enum
-from typing import TYPE_CHECKING, Any, Callable, Optional, Protocol, TypeVar, overload
+from typing import TYPE_CHECKING, Any, Protocol, TypeVar, overload
 
 import pyarrow as pa
 
@@ -31,6 +31,7 @@
 
 if TYPE_CHECKING:
     _R = TypeVar("_R", bound=pa.DataType)
+    from collections.abc import Callable
 
 
 class Volatility(Enum):
@@ -130,7 +131,7 @@ def udf(
         input_types: list[pa.DataType],
         return_type: _R,
         volatility: Volatility | str,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> Callable[..., ScalarUDF]: ...
 
     @overload
@@ -140,7 +141,7 @@ def udf(
         input_types: list[pa.DataType],
         return_type: _R,
         volatility: Volatility | str,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> ScalarUDF: ...
 
     @overload
@@ -194,7 +195,7 @@ def _function(
             input_types: list[pa.DataType],
             return_type: _R,
             volatility: Volatility | str,
-            name: Optional[str] = None,
+            name: str | None = None,
         ) -> ScalarUDF:
             if not callable(func):
                 msg = "`func` argument must be callable"
@@ -216,15 +217,15 @@ def _decorator(
             input_types: list[pa.DataType],
             return_type: _R,
             volatility: Volatility | str,
-            name: Optional[str] = None,
+            name: str | None = None,
         ) -> Callable:
-            def decorator(func: Callable):
+            def decorator(func: Callable) -> Callable:
                 udf_caller = ScalarUDF.udf(
                     func, input_types, return_type, volatility, name
                 )
 
                 @functools.wraps(func)
-                def wrapper(*args: Any, **kwargs: Any):
+                def wrapper(*args: Any, **kwargs: Any) -> Callable:
                     return udf_caller(*args, **kwargs)
 
                 return wrapper
@@ -336,7 +337,7 @@ def udaf(
         return_type: pa.DataType,
         state_type: list[pa.DataType],
         volatility: Volatility | str,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> Callable[..., AggregateUDF]: ...
 
     @overload
@@ -347,7 +348,7 @@ def udaf(
         return_type: pa.DataType,
         state_type: list[pa.DataType],
         volatility: Volatility | str,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> AggregateUDF: ...
 
     @staticmethod
@@ -429,7 +430,7 @@ def _function(
             return_type: pa.DataType,
             state_type: list[pa.DataType],
             volatility: Volatility | str,
-            name: Optional[str] = None,
+            name: str | None = None,
         ) -> AggregateUDF:
             if not callable(accum):
                 msg = "`func` must be callable."
@@ -455,7 +456,7 @@ def _decorator(
             return_type: pa.DataType,
             state_type: list[pa.DataType],
             volatility: Volatility | str,
-            name: Optional[str] = None,
+            name: str | None = None,
         ) -> Callable[..., Callable[..., Expr]]:
             def decorator(accum: Callable[[], Accumulator]) -> Callable[..., Expr]:
                 udaf_caller = AggregateUDF.udaf(
@@ -708,7 +709,7 @@ def udwf(
         input_types: pa.DataType | list[pa.DataType],
         return_type: pa.DataType,
         volatility: Volatility | str,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> Callable[..., WindowUDF]: ...
 
     @overload
@@ -718,7 +719,7 @@ def udwf(
         input_types: pa.DataType | list[pa.DataType],
         return_type: pa.DataType,
         volatility: Volatility | str,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> WindowUDF: ...
 
     @staticmethod
@@ -787,7 +788,7 @@ def _create_window_udf(
         input_types: pa.DataType | list[pa.DataType],
         return_type: pa.DataType,
         volatility: Volatility | str,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> WindowUDF:
         """Create a WindowUDF instance from function arguments."""
         if not callable(func):
@@ -825,7 +826,7 @@ def _create_window_udf_decorator(
         input_types: pa.DataType | list[pa.DataType],
         return_type: pa.DataType,
         volatility: Volatility | str,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> Callable[[Callable[[], WindowEvaluator]], Callable[..., Expr]]:
         """Create a decorator for a WindowUDF."""
 
@@ -922,7 +923,7 @@ def _create_table_udf(
 
     @staticmethod
     def _create_table_udf_decorator(
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> Callable[[Callable[[], WindowEvaluator]], Callable[..., Expr]]:
         """Create a decorator for a WindowUDF."""
 
diff --git a/python/tests/test_aggregation.py b/python/tests/test_aggregation.py
index 17767ea1a..f595127fa 100644
--- a/python/tests/test_aggregation.py
+++ b/python/tests/test_aggregation.py
@@ -88,7 +88,7 @@ def df_aggregate_100():
             f.covar_samp(column("b"), column("c")),
             lambda a, b, c, d: np.array(np.cov(b, c, ddof=1)[0][1]),
         ),
-        # f.grouping(col_a),  # No physical plan implemented yet
+        # f.grouping(col_a),  # noqa: ERA001 No physical plan implemented yet
         (f.max(column("a")), lambda a, b, c, d: np.array(np.max(a))),
         (f.mean(column("b")), lambda a, b, c, d: np.array(np.mean(b))),
         (f.median(column("b")), lambda a, b, c, d: np.array(np.median(b))),
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index c3a5253c4..aed477af2 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -21,6 +21,7 @@
 import re
 import threading
 import time
+from pathlib import Path
 from typing import Any
 
 import pyarrow as pa
@@ -1040,33 +1041,14 @@ def test_invalid_window_frame(units, start_bound, end_bound):
 
 
 def test_window_frame_defaults_match_postgres(partitioned_df):
-    # ref: https://github.com/apache/datafusion-python/issues/688
-
-    window_frame = WindowFrame("rows", None, None)
-
     col_a = column("a")
 
-    # Using `f.window` with or without an unbounded window_frame produces the same
-    # results. These tests are included as a regression check but can be removed when
-    # f.window() is deprecated in favor of using the .over() approach.
-    no_frame = f.window("avg", [col_a]).alias("no_frame")
-    with_frame = f.window("avg", [col_a], window_frame=window_frame).alias("with_frame")
-    df_1 = partitioned_df.select(col_a, no_frame, with_frame)
-
-    expected = {
-        "a": [0, 1, 2, 3, 4, 5, 6],
-        "no_frame": [3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0],
-        "with_frame": [3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0],
-    }
-
-    assert df_1.sort(col_a).to_pydict() == expected
-
     # When order is not set, the default frame should be unbounded preceding to
     # unbounded following. When order is set, the default frame is unbounded preceding
     # to current row.
     no_order = f.avg(col_a).over(Window()).alias("over_no_order")
     with_order = f.avg(col_a).over(Window(order_by=[col_a])).alias("over_with_order")
-    df_2 = partitioned_df.select(col_a, no_order, with_order)
+    df = partitioned_df.select(col_a, no_order, with_order)
 
     expected = {
         "a": [0, 1, 2, 3, 4, 5, 6],
@@ -1074,7 +1056,7 @@ def test_window_frame_defaults_match_postgres(partitioned_df):
         "over_with_order": [0.0, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0],
     }
 
-    assert df_2.sort(col_a).to_pydict() == expected
+    assert df.sort(col_a).to_pydict() == expected
 
 
 def _build_last_value_df(df):
@@ -2413,11 +2395,11 @@ def test_write_parquet_with_options_bloom_filter(df, tmp_path):
 
     size_no_bloom_filter = 0
     for file in path_no_bloom_filter.rglob("*.parquet"):
-        size_no_bloom_filter += os.path.getsize(file)
+        size_no_bloom_filter += Path(file).stat().st_size
 
     size_bloom_filter = 0
     for file in path_bloom_filter.rglob("*.parquet"):
-        size_bloom_filter += os.path.getsize(file)
+        size_bloom_filter += Path(file).stat().st_size
 
     assert size_no_bloom_filter < size_bloom_filter
 
diff --git a/python/tests/test_pyclass_frozen.py b/python/tests/test_pyclass_frozen.py
index 189ea8dec..3500c5e3d 100644
--- a/python/tests/test_pyclass_frozen.py
+++ b/python/tests/test_pyclass_frozen.py
@@ -22,7 +22,10 @@
 import re
 from dataclasses import dataclass
 from pathlib import Path
-from typing import Iterator
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from collections.abc import Iterator
 
 PYCLASS_RE = re.compile(
     r"#\[\s*pyclass\s*(?:\((?P<args>.*?)\))?\s*\]",
diff --git a/python/tests/test_sql.py b/python/tests/test_sql.py
index 635f0c330..8f57992d1 100644
--- a/python/tests/test_sql.py
+++ b/python/tests/test_sql.py
@@ -181,13 +181,24 @@ def test_register_parquet_partitioned(ctx, tmp_path, path_to_str, legacy_data_ty
 
     partition_data_type = "string" if legacy_data_type else pa.string()
 
-    ctx.register_parquet(
-        "datapp",
-        dir_root,
-        table_partition_cols=[("grp", partition_data_type)],
-        parquet_pruning=True,
-        file_extension=".parquet",
-    )
+    if legacy_data_type:
+        with pytest.warns(DeprecationWarning):
+            ctx.register_parquet(
+                "datapp",
+                dir_root,
+                table_partition_cols=[("grp", partition_data_type)],
+                parquet_pruning=True,
+                file_extension=".parquet",
+            )
+    else:
+        ctx.register_parquet(
+            "datapp",
+            dir_root,
+            table_partition_cols=[("grp", partition_data_type)],
+            parquet_pruning=True,
+            file_extension=".parquet",
+        )
+
     assert ctx.catalog().schema().names() == {"datapp"}
 
     result = ctx.sql("SELECT grp, COUNT(*) AS cnt FROM datapp GROUP BY grp").collect()

From e97ed57b4ca2e28dc292649ab2cda6a5bfc811e0 Mon Sep 17 00:00:00 2001
From: kosiew <kosiew@gmail.com>
Date: Fri, 7 Nov 2025 05:00:23 +0800
Subject: [PATCH 11/65] Add Arrow C streaming, DataFrame iteration, and
 OOM-safe streaming execution (#1222)

* feat: add streaming utilities, range support, and improve async handling in DataFrame

- Add `range` method to SessionContext and iterator support to DataFrame
- Introduce `spawn_stream` utility and refactor async execution for
  better signal handling
- Add tests for `KeyboardInterrupt` in `__arrow_c_stream__` and
  incremental DataFrame streaming
- Improve memory usage tracking in tests with psutil
- Update DataFrame docs with PyArrow streaming section and enhance
  `__arrow_c_stream__` documentation
- Replace Tokio runtime creation with `spawn_stream` in PySessionContext
- Bump datafusion packages to 49.0.1 and update dependencies
- Remove unused imports and restore main Cargo.toml

* refactor: improve DataFrame streaming, memory management, and error handling

- Refactor record batch streaming to use `poll_next_batch` for clearer
  error handling
- Improve `spawn_future`/`spawn_stream` functions for better Python
  exception integration and code reuse
- Update `datafusion` and `datafusion-ffi` dependencies to 49.0.2
- Fix PyArrow `RecordBatchReader` import to use `_import_from_c_capsule`
  for safer memory handling
- Refactor `ArrowArrayStream` handling to use `PyCapsule` with
  destructor for improved memory management
- Refactor projection initialization in `PyDataFrame` for clarity
- Move `range` functionality into `_testing.py` helper
- Rename test column in `test_table_from_batches_stream` for accuracy
- Add tests for `RecordBatchReader` and enhance DataFrame stream
  handling

* feat: enhance DataFrame streaming and improve robustness, tests, and docs

- Preserve partition order in DataFrame streaming and update related
  tests
- Add tests for record batch ordering and DataFrame batch iteration
- Improve `drop_stream` to correctly handle PyArrow ownership transfer
  and null pointers
- Replace `assert` with `debug_assert` for safer ArrowArrayStream
  validation
- Add documentation for `poll_next_batch` in PyRecordBatchStream
- Refactor tests to use `fail_collect` fixture for DataFrame collect
- Refactor `range_table` return type to `DataFrame` for clearer type
  hints
- Minor cleanup in SessionContext (remove extra blank line)

* feat: add testing utilities for DataFrame range generation

* feat: ensure proper resource management in DataFrame streaming

* refactor: replace spawn_stream and spawn_streams with spawn_future for consistency

* feat: add test for Arrow C stream schema selection in DataFrame

* test: rename and extend test_arrow_c_stream_to_table to include RecordBatchReader validation

* test: add validation for schema mismatch in Arrow C stream

* fix Ruff errors

* Update docs/source/user-guide/dataframe/index.rst

Co-authored-by: Kyle Barron <kylebarron2@gmail.com>

* test: add batch iteration test for DataFrame

* refactor: simplify stream capsule creation in PyDataFrame

* refactor: enhance stream capsule management in PyDataFrame

* refactor: enhance DataFrame and RecordBatchStream iteration support

* refactor: improve docstrings for DataFrame and RecordBatchStream methods

* refactor: add to_record_batch_stream method and improve iteration support in DataFrame

* test: update test_iter_batches_dataframe to assert RecordBatch type and conversion

* fix: update table creation from batches to use to_pyarrow conversion

* test: add test_iter_returns_datafusion_recordbatch to verify RecordBatch type

* docs: clarify RecordBatch reference and add PyArrow conversion example

* test: improve test_iter_batches_dataframe to validate RecordBatch conversion

* test: enhance test_arrow_c_stream_to_table_and_reader for batch equality validation

* Shelve unrelated changes

* Fix documentation to reference datafusion.RecordBatch instead of pyarrow.RecordBatch

* Remove redundant to_record_batch_stream method from DataFrame class

* Refactor Arrow stream creation in PyDataFrame to use PyCapsule directly

* Add `once_cell` dependency and refactor Arrow array stream capsule name handling

* Add `cstr` dependency and refactor Arrow array stream capsule name handling

* Refactor test_iter_returns_datafusion_recordbatch to use RecordBatch directly

* Add streaming execution examples to DataFrame documentation

* Rename `to_record_batch_stream` to `execute_stream` and update references in the codebase; mark the old method as deprecated.

* Clean up formatting in Cargo.toml for improved readability

* Refactor Cargo.toml for improved formatting and readability

* Update python/tests/test_io.py

Co-authored-by: Kyle Barron <kylebarron2@gmail.com>

* Update python/datafusion/dataframe.py

Co-authored-by: Kyle Barron <kylebarron2@gmail.com>

* Refactor test_table_from_batches_stream to use pa.table for improved clarity

* Remove deprecated to_record_batch_stream method; use execute_stream instead

* Add example for concurrent processing of partitioned streams using asyncio

* Update documentation to reflect changes in execute_stream return type and usage

* Update PyArrow streaming example to use pa.table for eager collection

* Enhance documentation for DataFrame streaming API, clarifying schema handling and limitations

* Clarify behavior of __arrow_c_stream__ execution, emphasizing incremental batch processing and memory efficiency

* Add note on limitations of `arrow::compute::cast` for schema transformations

* Update python/tests/test_io.py

Co-authored-by: Kyle Barron <kylebarron2@gmail.com>

* Rename test function for clarity: update `test_table_from_batches_stream` to `test_table_from_arrow_c_stream`

* Update python/datafusion/dataframe.py

Co-authored-by: Kyle Barron <kylebarron2@gmail.com>

* Add documentation note for Arrow C Data Interface PyCapsule in DataFrame class

* Enhance documentation on zero-copy streaming to Arrow-based Python libraries, clarifying the protocol and adding implementation-agnostic notes.

* Fix formatting of section header for zero-copy streaming in DataFrame documentation

* Refine zero-copy streaming documentation by removing outdated information about eager conversion, emphasizing on-demand batch processing to prevent memory exhaustion.

* Add alternative method for creating RecordBatchReader from Arrow C stream

* Refactor tests to use RecordBatchReader.from_stream instead of deprecated _import_from_c_capsule method

* Replace deprecated _import_from_c_capsule method with from_stream for RecordBatchReader in test_arrow_c_stream_schema_selection

* Update test description for arrow_c_stream_large_dataset to clarify streaming method and usage of public API

* Add comments to clarify RSS measurement in test_arrow_c_stream_large_dataset

* Fix ruff errors

* Update async iterator implementation in DataFrame to ensure compatibility with Python < 3.10

* Fix async iterator implementation in DataFrame for compatibility with Python < 3.10

* fix typo

* Fix formatting in DataFrame documentation and add example usage for Arrow integration

* fix: correct formatting in documentation for RecordBatchStream

* refactor: remove unused import from errors module in dataframe.rs

* Simplified the streaming protocol description by removing the clause about arbitrarily large results while keeping the paragraph smooth.

* Updated the Arrow streaming documentation to describe incremental execution, remove the note block, and highlight lazy batch retrieval when using __arrow_c_stream__

* Replaced the DataFrame.__arrow_c_stream__ docstring example with a link to the Apache Arrow streaming documentation for practical guidance.

* fix: update user guide links in DataFrame class documentation for clarity

* minor ruff change

---------

Co-authored-by: Kyle Barron <kylebarron2@gmail.com>
Co-authored-by: Tim Saucer <timsaucer@gmail.com>
---
 Cargo.lock                                 |  11 +
 Cargo.toml                                 |  41 +++-
 docs/source/user-guide/dataframe/index.rst | 110 ++++++++-
 docs/source/user-guide/io/arrow.rst        |  10 +-
 python/datafusion/dataframe.py             |  56 ++++-
 python/datafusion/record_batch.py          |  28 ++-
 python/tests/conftest.py                   |  11 +-
 python/tests/test_dataframe.py             | 259 ++++++++++++++++++++-
 python/tests/test_io.py                    |  44 ++++
 python/tests/utils.py                      |  62 +++++
 src/context.rs                             |  12 +-
 src/dataframe.rs                           | 128 +++++++---
 src/record_batch.rs                        |  15 +-
 src/utils.rs                               |  33 ++-
 14 files changed, 743 insertions(+), 77 deletions(-)
 create mode 100644 python/tests/utils.py

diff --git a/Cargo.lock b/Cargo.lock
index c7257594f..2e345e71b 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -833,6 +833,16 @@ dependencies = [
  "typenum",
 ]
 
+[[package]]
+name = "cstr"
+version = "0.2.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "68523903c8ae5aacfa32a0d9ae60cadeb764e1da14ee0d26b1f3089f13a54636"
+dependencies = [
+ "proc-macro2",
+ "quote",
+]
+
 [[package]]
 name = "csv"
 version = "1.3.1"
@@ -1587,6 +1597,7 @@ version = "50.1.0"
 dependencies = [
  "arrow",
  "async-trait",
+ "cstr",
  "datafusion",
  "datafusion-ffi",
  "datafusion-proto",
diff --git a/Cargo.toml b/Cargo.toml
index 92d531d90..3b7a4caaa 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -26,17 +26,34 @@ readme = "README.md"
 license = "Apache-2.0"
 edition = "2021"
 rust-version = "1.78"
-include = ["/src", "/datafusion", "/LICENSE.txt", "build.rs", "pyproject.toml", "Cargo.toml", "Cargo.lock"]
+include = [
+    "/src",
+    "/datafusion",
+    "/LICENSE.txt",
+    "build.rs",
+    "pyproject.toml",
+    "Cargo.toml",
+    "Cargo.lock",
+]
 
 [features]
 default = ["mimalloc"]
-protoc = [ "datafusion-substrait/protoc" ]
+protoc = ["datafusion-substrait/protoc"]
 substrait = ["dep:datafusion-substrait"]
 
 [dependencies]
-tokio = { version = "1.47", features = ["macros", "rt", "rt-multi-thread", "sync"] }
-pyo3 = { version = "0.25", features = ["extension-module", "abi3", "abi3-py310"] }
-pyo3-async-runtimes = { version = "0.25", features = ["tokio-runtime"]}
+tokio = { version = "1.47", features = [
+    "macros",
+    "rt",
+    "rt-multi-thread",
+    "sync",
+] }
+pyo3 = { version = "0.25", features = [
+    "extension-module",
+    "abi3",
+    "abi3-py310",
+] }
+pyo3-async-runtimes = { version = "0.25", features = ["tokio-runtime"] }
 pyo3-log = "0.12.4"
 arrow = { version = "56", features = ["pyarrow"] }
 datafusion = { version = "50", features = ["avro", "unicode_expressions"] }
@@ -45,16 +62,24 @@ datafusion-proto = { version = "50" }
 datafusion-ffi = { version = "50" }
 prost = "0.13.1" # keep in line with `datafusion-substrait`
 uuid = { version = "1.18", features = ["v4"] }
-mimalloc = { version = "0.1", optional = true, default-features = false, features = ["local_dynamic_tls"] }
+mimalloc = { version = "0.1", optional = true, default-features = false, features = [
+    "local_dynamic_tls",
+] }
 async-trait = "0.1.89"
 futures = "0.3"
-object_store = { version = "0.12.4", features = ["aws", "gcp", "azure", "http"] }
+cstr = "0.2"
+object_store = { version = "0.12.4", features = [
+    "aws",
+    "gcp",
+    "azure",
+    "http",
+] }
 url = "2"
 log = "0.4.27"
 parking_lot = "0.12"
 
 [build-dependencies]
-prost-types = "0.13.1" # keep in line with `datafusion-substrait`
+prost-types = "0.13.1"     # keep in line with `datafusion-substrait`
 pyo3-build-config = "0.25"
 
 [lib]
diff --git a/docs/source/user-guide/dataframe/index.rst b/docs/source/user-guide/dataframe/index.rst
index 6d82f7078..659589cf0 100644
--- a/docs/source/user-guide/dataframe/index.rst
+++ b/docs/source/user-guide/dataframe/index.rst
@@ -196,10 +196,118 @@ To materialize the results of your DataFrame operations:
     
     # Display results
     df.show()                         # Print tabular format to console
-    
+
     # Count rows
     count = df.count()
 
+Zero-copy streaming to Arrow-based Python libraries
+---------------------------------------------------
+
+DataFusion DataFrames implement the ``__arrow_c_stream__`` protocol, enabling
+zero-copy, lazy streaming into Arrow-based Python libraries. With the streaming
+protocol, batches are produced on demand.
+
+.. note::
+
+    The protocol is implementation-agnostic and works with any Python library
+    that understands the Arrow C streaming interface (for example, PyArrow
+    or other Arrow-compatible implementations). The sections below provide a
+    short PyArrow-specific example and general guidance for other
+    implementations.
+
+PyArrow
+-------
+
+.. code-block:: python
+
+    import pyarrow as pa
+
+    # Create a PyArrow RecordBatchReader without materializing all batches
+    reader = pa.RecordBatchReader.from_stream(df)
+    for batch in reader:
+        ...  # process each batch as it is produced
+
+DataFrames are also iterable, yielding :class:`datafusion.RecordBatch`
+objects lazily so you can loop over results directly without importing
+PyArrow:
+
+.. code-block:: python
+
+    for batch in df:
+        ...  # each batch is a ``datafusion.RecordBatch``
+
+Each batch exposes ``to_pyarrow()``, allowing conversion to a PyArrow
+table. ``pa.table(df)`` collects the entire DataFrame eagerly into a
+PyArrow table::
+
+.. code-block:: python
+
+    import pyarrow as pa
+    table = pa.table(df)
+
+Asynchronous iteration is supported as well, allowing integration with
+``asyncio`` event loops::
+
+.. code-block:: python
+
+    async for batch in df:
+        ...  # process each batch as it is produced
+
+To work with the stream directly, use ``execute_stream()``, which returns a
+:class:`~datafusion.RecordBatchStream`.
+
+.. code-block:: python
+
+    stream = df.execute_stream()
+    for batch in stream:
+        ...
+
+Execute as Stream
+^^^^^^^^^^^^^^^^^
+
+For finer control over streaming execution, use
+:py:meth:`~datafusion.DataFrame.execute_stream` to obtain a
+:py:class:`datafusion.RecordBatchStream`:
+
+.. code-block:: python
+
+    stream = df.execute_stream()
+    for batch in stream:
+        ...  # process each batch as it is produced
+
+.. tip::
+
+    To get a PyArrow reader instead, call
+
+    ``pa.RecordBatchReader.from_stream(df)``.
+    
+When partition boundaries are important,
+:py:meth:`~datafusion.DataFrame.execute_stream_partitioned`
+returns an iterable of :py:class:`datafusion.RecordBatchStream` objects, one per
+partition:
+
+.. code-block:: python
+
+    for stream in df.execute_stream_partitioned():
+        for batch in stream:
+            ...  # each stream yields RecordBatches
+
+To process partitions concurrently, first collect the streams into a list
+and then poll each one in a separate ``asyncio`` task:
+
+.. code-block:: python
+
+    import asyncio
+
+    async def consume(stream):
+        async for batch in stream:
+            ...
+
+    streams = list(df.execute_stream_partitioned())
+    await asyncio.gather(*(consume(s) for s in streams))
+
+See :doc:`../io/arrow` for additional details on the Arrow interface.
+
 HTML Rendering
 --------------
 
diff --git a/docs/source/user-guide/io/arrow.rst b/docs/source/user-guide/io/arrow.rst
index d571aa99c..9196fcea7 100644
--- a/docs/source/user-guide/io/arrow.rst
+++ b/docs/source/user-guide/io/arrow.rst
@@ -60,14 +60,16 @@ Exporting from DataFusion
 DataFusion DataFrames implement ``__arrow_c_stream__`` PyCapsule interface, so any
 Python library that accepts these can import a DataFusion DataFrame directly.
 
-.. warning::
-    It is important to note that this will cause the DataFrame execution to happen, which may be
-    a time consuming task. That is, you will cause a
-    :py:func:`datafusion.dataframe.DataFrame.collect` operation call to occur.
+Invoking ``__arrow_c_stream__`` triggers execution of the underlying query, but
+batches are yielded incrementally rather than materialized all at once in memory.
+Consumers can process the stream as it arrives. The stream executes lazily,
+letting downstream readers pull batches on demand.
 
 
 .. ipython:: python
 
+    from datafusion import col, lit
+
     df = df.select((col("a") * lit(1.5)).alias("c"), lit("df").alias("d"))
     pa.table(df)
 
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index 8d692aca7..c6ff7eda5 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -22,7 +22,7 @@
 from __future__ import annotations
 
 import warnings
-from collections.abc import Iterable, Sequence
+from collections.abc import AsyncIterator, Iterable, Iterator, Sequence
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -50,7 +50,7 @@
     sort_list_to_raw_sort_list,
 )
 from datafusion.plan import ExecutionPlan, LogicalPlan
-from datafusion.record_batch import RecordBatchStream
+from datafusion.record_batch import RecordBatch, RecordBatchStream
 
 if TYPE_CHECKING:
     import pathlib
@@ -304,6 +304,9 @@ def __init__(
 class DataFrame:
     """Two dimensional table representation of data.
 
+    DataFrame objects are iterable; iterating over a DataFrame yields
+    :class:`datafusion.RecordBatch` instances lazily.
+
     See :ref:`user_guide_concepts` in the online documentation for more information.
     """
 
@@ -332,7 +335,7 @@ def into_view(self, temporary: bool = False) -> Table:
         return _Table(self.df.into_view(temporary))
 
     def __getitem__(self, key: str | list[str]) -> DataFrame:
-        """Return a new :py:class`DataFrame` with the specified column or columns.
+        """Return a new :py:class:`DataFrame` with the specified column or columns.
 
         Args:
             key: Column name or list of column names to select.
@@ -1291,21 +1294,54 @@ def unnest_columns(self, *columns: str, preserve_nulls: bool = True) -> DataFram
         return DataFrame(self.df.unnest_columns(columns, preserve_nulls=preserve_nulls))
 
     def __arrow_c_stream__(self, requested_schema: object | None = None) -> object:
-        """Export an Arrow PyCapsule Stream.
+        """Export the DataFrame as an Arrow C Stream.
+
+        The DataFrame is executed using DataFusion's streaming APIs and exposed via
+        Arrow's C Stream interface. Record batches are produced incrementally, so the
+        full result set is never materialized in memory.
 
-        This will execute and collect the DataFrame. We will attempt to respect the
-        requested schema, but only trivial transformations will be applied such as only
-        returning the fields listed in the requested schema if their data types match
-        those in the DataFrame.
+        When ``requested_schema`` is provided, DataFusion applies only simple
+        projections such as selecting a subset of existing columns or reordering
+        them. Column renaming, computed expressions, or type coercion are not
+        supported through this interface.
 
         Args:
-            requested_schema: Attempt to provide the DataFrame using this schema.
+            requested_schema: Either a :py:class:`pyarrow.Schema` or an Arrow C
+                Schema capsule (``PyCapsule``) produced by
+                ``schema._export_to_c_capsule()``. The DataFrame will attempt to
+                align its output with the fields and order specified by this schema.
 
         Returns:
-            Arrow PyCapsule object.
+            Arrow ``PyCapsule`` object representing an ``ArrowArrayStream``.
+
+        For practical usage patterns, see the Apache Arrow streaming
+        documentation: https://arrow.apache.org/docs/python/ipc.html#streaming.
+
+        For details on DataFusion's Arrow integration and DataFrame streaming,
+        see the user guide (user-guide/io/arrow and user-guide/dataframe/index).
+
+        Notes:
+            The Arrow C Data Interface PyCapsule details are documented by Apache
+            Arrow and can be found at:
+            https://arrow.apache.org/docs/format/CDataInterface/PyCapsuleInterface.html
         """
+        # ``DataFrame.__arrow_c_stream__`` in the Rust extension leverages
+        # ``execute_stream_partitioned`` under the hood to stream batches while
+        # preserving the original partition order.
         return self.df.__arrow_c_stream__(requested_schema)
 
+    def __iter__(self) -> Iterator[RecordBatch]:
+        """Return an iterator over this DataFrame's record batches."""
+        return iter(self.execute_stream())
+
+    def __aiter__(self) -> AsyncIterator[RecordBatch]:
+        """Return an async iterator over this DataFrame's record batches.
+
+        We're using __aiter__ because we support Python < 3.10 where aiter() is not
+        available.
+        """
+        return self.execute_stream().__aiter__()
+
     def transform(self, func: Callable[..., DataFrame], *args: Any) -> DataFrame:
         """Apply a function to the current DataFrame which returns another DataFrame.
 
diff --git a/python/datafusion/record_batch.py b/python/datafusion/record_batch.py
index 556eaa786..c24cde0ac 100644
--- a/python/datafusion/record_batch.py
+++ b/python/datafusion/record_batch.py
@@ -46,6 +46,26 @@ def to_pyarrow(self) -> pa.RecordBatch:
         """Convert to :py:class:`pa.RecordBatch`."""
         return self.record_batch.to_pyarrow()
 
+    def __arrow_c_array__(
+        self, requested_schema: object | None = None
+    ) -> tuple[object, object]:
+        """Export the record batch via the Arrow C Data Interface.
+
+        This allows zero-copy interchange with libraries that support the
+        `Arrow PyCapsule interface <https://arrow.apache.org/docs/format/
+        CDataInterface/PyCapsuleInterface.html>`_.
+
+        Args:
+            requested_schema: Attempt to provide the record batch using this
+                schema. Only straightforward projections such as column
+                selection or reordering are applied.
+
+        Returns:
+            Two Arrow PyCapsule objects representing the ``ArrowArray`` and
+            ``ArrowSchema``.
+        """
+        return self.record_batch.__arrow_c_array__(requested_schema)
+
 
 class RecordBatchStream:
     """This class represents a stream of record batches.
@@ -63,19 +83,19 @@ def next(self) -> RecordBatch:
         return next(self)
 
     async def __anext__(self) -> RecordBatch:
-        """Async iterator function."""
+        """Return the next :py:class:`RecordBatch` in the stream asynchronously."""
         next_batch = await self.rbs.__anext__()
         return RecordBatch(next_batch)
 
     def __next__(self) -> RecordBatch:
-        """Iterator function."""
+        """Return the next :py:class:`RecordBatch` in the stream."""
         next_batch = next(self.rbs)
         return RecordBatch(next_batch)
 
     def __aiter__(self) -> typing_extensions.Self:
-        """Async iterator function."""
+        """Return an asynchronous iterator over record batches."""
         return self
 
     def __iter__(self) -> typing_extensions.Self:
-        """Iterator function."""
+        """Return an iterator over record batches."""
         return self
diff --git a/python/tests/conftest.py b/python/tests/conftest.py
index 9548fbfe4..26ed7281d 100644
--- a/python/tests/conftest.py
+++ b/python/tests/conftest.py
@@ -17,7 +17,7 @@
 
 import pyarrow as pa
 import pytest
-from datafusion import SessionContext
+from datafusion import DataFrame, SessionContext
 from pyarrow.csv import write_csv
 
 
@@ -49,3 +49,12 @@ def database(ctx, tmp_path):
         delimiter=",",
         schema_infer_max_records=10,
     )
+
+
+@pytest.fixture
+def fail_collect(monkeypatch):
+    def _fail_collect(self, *args, **kwargs):  # pragma: no cover - failure path
+        msg = "collect should not be called"
+        raise AssertionError(msg)
+
+    monkeypatch.setattr(DataFrame, "collect", _fail_collect)
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index aed477af2..101dfc5b2 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -32,6 +32,7 @@
     InsertOp,
     ParquetColumnOptions,
     ParquetWriterOptions,
+    RecordBatch,
     SessionContext,
     WindowFrame,
     column,
@@ -53,6 +54,8 @@
 from datafusion.expr import EXPR_TYPE_ERROR, Window
 from pyarrow.csv import write_csv
 
+pa_cffi = pytest.importorskip("pyarrow.cffi")
+
 MB = 1024 * 1024
 
 
@@ -579,6 +582,41 @@ def test_cast(df):
     assert df.schema() == expected
 
 
+def test_iter_batches(df):
+    batches = []
+    for batch in df:
+        batches.append(batch)  # noqa: PERF402
+
+    # Delete DataFrame to ensure RecordBatches remain valid
+    del df
+
+    assert len(batches) == 1
+
+    batch = batches[0]
+    assert isinstance(batch, RecordBatch)
+    pa_batch = batch.to_pyarrow()
+    assert pa_batch.column(0).to_pylist() == [1, 2, 3]
+    assert pa_batch.column(1).to_pylist() == [4, 5, 6]
+    assert pa_batch.column(2).to_pylist() == [8, 5, 8]
+
+
+def test_iter_returns_datafusion_recordbatch(df):
+    for batch in df:
+        assert isinstance(batch, RecordBatch)
+
+
+def test_execute_stream_basic(df):
+    stream = df.execute_stream()
+    batches = list(stream)
+
+    assert len(batches) == 1
+    assert isinstance(batches[0], RecordBatch)
+    pa_batch = batches[0].to_pyarrow()
+    assert pa_batch.column(0).to_pylist() == [1, 2, 3]
+    assert pa_batch.column(1).to_pylist() == [4, 5, 6]
+    assert pa_batch.column(2).to_pylist() == [8, 5, 8]
+
+
 def test_with_column_renamed(df):
     df = df.with_column("c", column("a") + column("b")).with_column_renamed("c", "sum")
 
@@ -1609,7 +1647,7 @@ def test_execution_plan(aggregate_df):
 @pytest.mark.asyncio
 async def test_async_iteration_of_df(aggregate_df):
     rows_returned = 0
-    async for batch in aggregate_df.execute_stream():
+    async for batch in aggregate_df:
         assert batch is not None
         rows_returned += len(batch.to_pyarrow()[0])
 
@@ -1887,6 +1925,121 @@ def test_empty_to_arrow_table(df):
     assert set(pyarrow_table.column_names) == {"a", "b", "c"}
 
 
+def test_iter_batches_dataframe(fail_collect):
+    ctx = SessionContext()
+
+    batch1 = pa.record_batch([pa.array([1])], names=["a"])
+    batch2 = pa.record_batch([pa.array([2])], names=["a"])
+    df = ctx.create_dataframe([[batch1], [batch2]])
+
+    expected = [batch1, batch2]
+    results = [b.to_pyarrow() for b in df]
+
+    assert len(results) == len(expected)
+    for exp in expected:
+        assert any(got.equals(exp) for got in results)
+
+
+def test_arrow_c_stream_to_table_and_reader(fail_collect):
+    ctx = SessionContext()
+
+    # Create a DataFrame with two separate record batches
+    batch1 = pa.record_batch([pa.array([1])], names=["a"])
+    batch2 = pa.record_batch([pa.array([2])], names=["a"])
+    df = ctx.create_dataframe([[batch1], [batch2]])
+
+    table = pa.Table.from_batches(batch.to_pyarrow() for batch in df)
+    batches = table.to_batches()
+
+    assert len(batches) == 2
+    expected = [batch1, batch2]
+    for exp in expected:
+        assert any(got.equals(exp) for got in batches)
+    assert table.schema == df.schema()
+    assert table.column("a").num_chunks == 2
+
+    reader = pa.RecordBatchReader.from_stream(df)
+    assert isinstance(reader, pa.RecordBatchReader)
+    reader_table = pa.Table.from_batches(reader)
+    expected = pa.Table.from_batches([batch1, batch2])
+    assert reader_table.equals(expected)
+
+
+def test_arrow_c_stream_order():
+    ctx = SessionContext()
+
+    batch1 = pa.record_batch([pa.array([1])], names=["a"])
+    batch2 = pa.record_batch([pa.array([2])], names=["a"])
+
+    df = ctx.create_dataframe([[batch1, batch2]])
+
+    table = pa.Table.from_batches(batch.to_pyarrow() for batch in df)
+    expected = pa.Table.from_batches([batch1, batch2])
+
+    assert table.equals(expected)
+    col = table.column("a")
+    assert col.chunk(0)[0].as_py() == 1
+    assert col.chunk(1)[0].as_py() == 2
+
+
+def test_arrow_c_stream_schema_selection(fail_collect):
+    ctx = SessionContext()
+
+    batch = pa.RecordBatch.from_arrays(
+        [
+            pa.array([1, 2]),
+            pa.array([3, 4]),
+            pa.array([5, 6]),
+        ],
+        names=["a", "b", "c"],
+    )
+    df = ctx.create_dataframe([[batch]])
+
+    requested_schema = pa.schema([("c", pa.int64()), ("a", pa.int64())])
+
+    c_schema = pa_cffi.ffi.new("struct ArrowSchema*")
+    address = int(pa_cffi.ffi.cast("uintptr_t", c_schema))
+    requested_schema._export_to_c(address)
+    capsule_new = ctypes.pythonapi.PyCapsule_New
+    capsule_new.restype = ctypes.py_object
+    capsule_new.argtypes = [ctypes.c_void_p, ctypes.c_char_p, ctypes.c_void_p]
+
+    reader = pa.RecordBatchReader.from_stream(df, schema=requested_schema)
+
+    assert reader.schema == requested_schema
+
+    batches = list(reader)
+
+    assert len(batches) == 1
+    expected_batch = pa.record_batch(
+        [pa.array([5, 6]), pa.array([1, 2])], names=["c", "a"]
+    )
+    assert batches[0].equals(expected_batch)
+
+
+def test_arrow_c_stream_schema_mismatch(fail_collect):
+    ctx = SessionContext()
+
+    batch = pa.RecordBatch.from_arrays(
+        [pa.array([1, 2]), pa.array([3, 4])], names=["a", "b"]
+    )
+    df = ctx.create_dataframe([[batch]])
+
+    bad_schema = pa.schema([("a", pa.string())])
+
+    c_schema = pa_cffi.ffi.new("struct ArrowSchema*")
+    address = int(pa_cffi.ffi.cast("uintptr_t", c_schema))
+    bad_schema._export_to_c(address)
+
+    capsule_new = ctypes.pythonapi.PyCapsule_New
+    capsule_new.restype = ctypes.py_object
+    capsule_new.argtypes = [ctypes.c_void_p, ctypes.c_char_p, ctypes.c_void_p]
+    bad_capsule = capsule_new(ctypes.c_void_p(address), b"arrow_schema", None)
+
+    with pytest.raises(Exception, match="Fail to merge schema"):
+        df.__arrow_c_stream__(bad_capsule)
+
+
 def test_to_pylist(df):
     # Convert datafusion dataframe to Python list
     pylist = df.to_pylist()
@@ -3053,6 +3206,110 @@ def trigger_interrupt():
     interrupt_thread.join(timeout=1.0)
 
 
+def test_arrow_c_stream_interrupted():
+    """__arrow_c_stream__ responds to ``KeyboardInterrupt`` signals.
+
+    Similar to ``test_collect_interrupted`` this test issues a long running
+    query, but consumes the results via ``__arrow_c_stream__``. It then raises
+    ``KeyboardInterrupt`` in the main thread and verifies that the stream
+    iteration stops promptly with the appropriate exception.
+    """
+
+    ctx = SessionContext()
+
+    batches = []
+    for i in range(10):
+        batch = pa.RecordBatch.from_arrays(
+            [
+                pa.array(list(range(i * 1000, (i + 1) * 1000))),
+                pa.array([f"value_{j}" for j in range(i * 1000, (i + 1) * 1000)]),
+            ],
+            names=["a", "b"],
+        )
+        batches.append(batch)
+
+    ctx.register_record_batches("t1", [batches])
+    ctx.register_record_batches("t2", [batches])
+
+    df = ctx.sql(
+        """
+        WITH t1_expanded AS (
+            SELECT
+                a,
+                b,
+                CAST(a AS DOUBLE) / 1.5 AS c,
+                CAST(a AS DOUBLE) * CAST(a AS DOUBLE) AS d
+            FROM t1
+            CROSS JOIN (SELECT 1 AS dummy FROM t1 LIMIT 5)
+        ),
+        t2_expanded AS (
+            SELECT
+                a,
+                b,
+                CAST(a AS DOUBLE) * 2.5 AS e,
+                CAST(a AS DOUBLE) * CAST(a AS DOUBLE) * CAST(a AS DOUBLE) AS f
+            FROM t2
+            CROSS JOIN (SELECT 1 AS dummy FROM t2 LIMIT 5)
+        )
+        SELECT
+            t1.a, t1.b, t1.c, t1.d,
+            t2.a AS a2, t2.b AS b2, t2.e, t2.f
+        FROM t1_expanded t1
+        JOIN t2_expanded t2 ON t1.a % 100 = t2.a % 100
+        WHERE t1.a > 100 AND t2.a > 100
+        """
+    )
+
+    reader = pa.RecordBatchReader.from_stream(df)
+
+    interrupted = False
+    interrupt_error = None
+    query_started = threading.Event()
+    max_wait_time = 5.0
+
+    def trigger_interrupt():
+        start_time = time.time()
+        while not query_started.is_set():
+            time.sleep(0.1)
+            if time.time() - start_time > max_wait_time:
+                msg = f"Query did not start within {max_wait_time} seconds"
+                raise RuntimeError(msg)
+
+        thread_id = threading.main_thread().ident
+        if thread_id is None:
+            msg = "Cannot get main thread ID"
+            raise RuntimeError(msg)
+
+        exception = ctypes.py_object(KeyboardInterrupt)
+        res = ctypes.pythonapi.PyThreadState_SetAsyncExc(
+            ctypes.c_long(thread_id), exception
+        )
+        if res != 1:
+            ctypes.pythonapi.PyThreadState_SetAsyncExc(
+                ctypes.c_long(thread_id), ctypes.py_object(0)
+            )
+            msg = "Failed to raise KeyboardInterrupt in main thread"
+            raise RuntimeError(msg)
+
+    interrupt_thread = threading.Thread(target=trigger_interrupt)
+    interrupt_thread.daemon = True
+    interrupt_thread.start()
+
+    try:
+        query_started.set()
+        # consume the reader which should block and be interrupted
+        reader.read_all()
+    except KeyboardInterrupt:
+        interrupted = True
+    except Exception as e:  # pragma: no cover - unexpected errors
+        interrupt_error = e
+
+    if not interrupted:
+        pytest.fail(f"Stream was not interrupted; got error: {interrupt_error}")
+
+    interrupt_thread.join(timeout=1.0)
+
+
 def test_show_select_where_no_rows(capsys) -> None:
     ctx = SessionContext()
     df = ctx.sql("SELECT 1 WHERE 1=0")
diff --git a/python/tests/test_io.py b/python/tests/test_io.py
index 7ca509689..9f56f74d7 100644
--- a/python/tests/test_io.py
+++ b/python/tests/test_io.py
@@ -14,12 +14,16 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
+
 from pathlib import Path
 
 import pyarrow as pa
+import pytest
 from datafusion import column
 from datafusion.io import read_avro, read_csv, read_json, read_parquet
 
+from .utils import range_table
+
 
 def test_read_json_global_ctx(ctx):
     path = Path(__file__).parent.resolve()
@@ -92,3 +96,43 @@ def test_read_avro():
     path = Path.cwd() / "testing/data/avro/alltypes_plain.avro"
     avro_df = read_avro(path=path)
     assert avro_df is not None
+
+
+def test_arrow_c_stream_large_dataset(ctx):
+    """DataFrame streaming yields batches incrementally using Arrow APIs.
+
+    This test constructs a DataFrame that would be far larger than available
+    memory if materialized. Use the public API
+    ``pa.RecordBatchReader.from_stream(df)`` (which is same as
+    ``pa.RecordBatchReader._import_from_c_capsule(df.__arrow_c_stream__())``)
+    to read record batches incrementally without collecting the full dataset,
+    so reading a handful of batches should not exhaust process memory.
+    """
+    # Create a very large DataFrame using range; this would be terabytes if collected
+    df = range_table(ctx, 0, 1 << 40)
+
+    reader = pa.RecordBatchReader.from_stream(df)
+
+    # Track RSS before consuming batches
+    # RSS is a practical measure of RAM usage visible to the OS. It excludes memory
+    # that has been swapped out and provides a simple cross-platform-ish indicator
+    # (psutil normalizes per-OS sources).
+    psutil = pytest.importorskip("psutil")
+    process = psutil.Process()
+    start_rss = process.memory_info().rss
+
+    for _ in range(5):
+        batch = reader.read_next_batch()
+        assert batch is not None
+        assert len(batch) > 0
+        current_rss = process.memory_info().rss
+        # Ensure memory usage hasn't grown substantially (>50MB)
+        assert current_rss - start_rss < 50 * 1024 * 1024
+
+
+def test_table_from_arrow_c_stream(ctx, fail_collect):
+    df = range_table(ctx, 0, 10)
+
+    table = pa.table(df)
+    assert table.shape == (10, 1)
+    assert table.column_names == ["value"]
diff --git a/python/tests/utils.py b/python/tests/utils.py
new file mode 100644
index 000000000..00efb6555
--- /dev/null
+++ b/python/tests/utils.py
@@ -0,0 +1,62 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+"""Testing-only helpers for datafusion-python.
+
+This module contains utilities used by the test-suite that should not be
+exposed as part of the public API. Keep the implementation minimal and
+documented so reviewers can easily see it's test-only.
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from datafusion import DataFrame
+    from datafusion.context import SessionContext
+
+
+def range_table(
+    ctx: SessionContext,
+    start: int,
+    stop: int | None = None,
+    step: int = 1,
+    partitions: int | None = None,
+) -> DataFrame:
+    """Create a DataFrame containing a sequence of numbers using SQL RANGE.
+
+    This mirrors the previous ``SessionContext.range`` convenience method but
+    lives in a testing-only module so it doesn't expand the public surface.
+
+    Args:
+        ctx: SessionContext instance to run the SQL against.
+        start: Starting value for the sequence or exclusive stop when ``stop``
+            is ``None``.
+        stop: Exclusive upper bound of the sequence.
+        step: Increment between successive values.
+        partitions: Optional number of partitions for the generated data.
+
+    Returns:
+        DataFrame produced by the range table function.
+    """
+    if stop is None:
+        start, stop = 0, start
+
+    parts = f", {int(partitions)}" if partitions is not None else ""
+    sql = f"SELECT * FROM range({int(start)}, {int(stop)}, {int(step)}{parts})"
+    return ctx.sql(sql)
diff --git a/src/context.rs b/src/context.rs
index dc18a7676..e8d875800 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -34,7 +34,7 @@ use pyo3::prelude::*;
 use crate::catalog::{PyCatalog, RustWrappedPyCatalogProvider};
 use crate::dataframe::PyDataFrame;
 use crate::dataset::Dataset;
-use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionResult};
+use crate::errors::{py_datafusion_err, PyDataFusionResult};
 use crate::expr::sort_expr::PySortExpr;
 use crate::physical_plan::PyExecutionPlan;
 use crate::record_batch::PyRecordBatchStream;
@@ -46,7 +46,7 @@ use crate::udaf::PyAggregateUDF;
 use crate::udf::PyScalarUDF;
 use crate::udtf::PyTableFunction;
 use crate::udwf::PyWindowUDF;
-use crate::utils::{get_global_ctx, get_tokio_runtime, validate_pycapsule, wait_for_future};
+use crate::utils::{get_global_ctx, spawn_future, validate_pycapsule, wait_for_future};
 use datafusion::arrow::datatypes::{DataType, Schema, SchemaRef};
 use datafusion::arrow::pyarrow::PyArrowType;
 use datafusion::arrow::record_batch::RecordBatch;
@@ -67,14 +67,12 @@ use datafusion::execution::disk_manager::DiskManagerMode;
 use datafusion::execution::memory_pool::{FairSpillPool, GreedyMemoryPool, UnboundedMemoryPool};
 use datafusion::execution::options::ReadOptions;
 use datafusion::execution::runtime_env::RuntimeEnvBuilder;
-use datafusion::physical_plan::SendableRecordBatchStream;
 use datafusion::prelude::{
     AvroReadOptions, CsvReadOptions, DataFrame, NdJsonReadOptions, ParquetReadOptions,
 };
 use datafusion_ffi::catalog_provider::{FFI_CatalogProvider, ForeignCatalogProvider};
 use pyo3::types::{PyCapsule, PyDict, PyList, PyTuple, PyType};
 use pyo3::IntoPyObjectExt;
-use tokio::task::JoinHandle;
 
 /// Configuration options for a SessionContext
 #[pyclass(frozen, name = "SessionConfig", module = "datafusion", subclass)]
@@ -1107,12 +1105,8 @@ impl PySessionContext {
         py: Python,
     ) -> PyDataFusionResult<PyRecordBatchStream> {
         let ctx: TaskContext = TaskContext::from(&self.ctx.state());
-        // create a Tokio runtime to run the async code
-        let rt = &get_tokio_runtime().0;
         let plan = plan.plan.clone();
-        let fut: JoinHandle<datafusion::common::Result<SendableRecordBatchStream>> =
-            rt.spawn(async move { plan.execute(part, Arc::new(ctx)) });
-        let stream = wait_for_future(py, async { fut.await.map_err(to_datafusion_err) })???;
+        let stream = spawn_future(py, async move { plan.execute(part, Arc::new(ctx)) })?;
         Ok(PyRecordBatchStream::new(stream))
     }
 }
diff --git a/src/dataframe.rs b/src/dataframe.rs
index df3e9d316..a93aa0185 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -15,17 +15,18 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use cstr::cstr;
 use std::collections::HashMap;
-use std::ffi::CString;
+use std::ffi::{CStr, CString};
 use std::sync::Arc;
 
-use arrow::array::{new_null_array, RecordBatch, RecordBatchIterator, RecordBatchReader};
+use arrow::array::{new_null_array, RecordBatch, RecordBatchReader};
 use arrow::compute::can_cast_types;
 use arrow::error::ArrowError;
 use arrow::ffi::FFI_ArrowSchema;
 use arrow::ffi_stream::FFI_ArrowArrayStream;
 use arrow::pyarrow::FromPyArrow;
-use datafusion::arrow::datatypes::Schema;
+use datafusion::arrow::datatypes::{Schema, SchemaRef};
 use datafusion::arrow::pyarrow::{PyArrowType, ToPyArrow};
 use datafusion::arrow::util::pretty;
 use datafusion::catalog::TableProvider;
@@ -43,16 +44,16 @@ use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
 use pyo3::pybacked::PyBackedStr;
 use pyo3::types::{PyCapsule, PyList, PyTuple, PyTupleMethods};
-use tokio::task::JoinHandle;
+use pyo3::PyErr;
 
-use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionError};
+use crate::errors::{py_datafusion_err, PyDataFusionError};
 use crate::expr::sort_expr::to_sort_expressions;
 use crate::physical_plan::PyExecutionPlan;
-use crate::record_batch::PyRecordBatchStream;
+use crate::record_batch::{poll_next_batch, PyRecordBatchStream};
 use crate::sql::logical::PyLogicalPlan;
 use crate::table::{PyTable, TempViewTable};
 use crate::utils::{
-    get_tokio_runtime, is_ipython_env, py_obj_to_scalar_value, validate_pycapsule, wait_for_future,
+    is_ipython_env, py_obj_to_scalar_value, spawn_future, validate_pycapsule, wait_for_future,
 };
 use crate::{
     errors::PyDataFusionResult,
@@ -61,6 +62,9 @@ use crate::{
 
 use parking_lot::Mutex;
 
+/// File-level static CStr for the Arrow array stream capsule name.
+static ARROW_ARRAY_STREAM_NAME: &CStr = cstr!("arrow_array_stream");
+
 // Type aliases to simplify very complex types used in this file and
 // avoid compiler complaints about deeply nested types in struct fields.
 type CachedBatches = Option<(Vec<RecordBatch>, bool)>;
@@ -341,6 +345,63 @@ impl PyDataFrame {
     }
 }
 
+/// Synchronous wrapper around partitioned [`SendableRecordBatchStream`]s used
+/// for the `__arrow_c_stream__` implementation.
+///
+/// It drains each partition's stream sequentially, yielding record batches in
+/// their original partition order. When a `projection` is set, each batch is
+/// converted via `record_batch_into_schema` to apply schema changes per batch.
+struct PartitionedDataFrameStreamReader {
+    streams: Vec<SendableRecordBatchStream>,
+    schema: SchemaRef,
+    projection: Option<SchemaRef>,
+    current: usize,
+}
+
+impl Iterator for PartitionedDataFrameStreamReader {
+    type Item = Result<RecordBatch, ArrowError>;
+
+    fn next(&mut self) -> Option<Self::Item> {
+        while self.current < self.streams.len() {
+            let stream = &mut self.streams[self.current];
+            let fut = poll_next_batch(stream);
+            let result = Python::with_gil(|py| wait_for_future(py, fut));
+
+            match result {
+                Ok(Ok(Some(batch))) => {
+                    let batch = if let Some(ref schema) = self.projection {
+                        match record_batch_into_schema(batch, schema.as_ref()) {
+                            Ok(b) => b,
+                            Err(e) => return Some(Err(e)),
+                        }
+                    } else {
+                        batch
+                    };
+                    return Some(Ok(batch));
+                }
+                Ok(Ok(None)) => {
+                    self.current += 1;
+                    continue;
+                }
+                Ok(Err(e)) => {
+                    return Some(Err(ArrowError::ExternalError(Box::new(e))));
+                }
+                Err(e) => {
+                    return Some(Err(ArrowError::ExternalError(Box::new(e))));
+                }
+            }
+        }
+
+        None
+    }
+}
+
+impl RecordBatchReader for PartitionedDataFrameStreamReader {
+    fn schema(&self) -> SchemaRef {
+        self.schema.clone()
+    }
+}
+
 #[pymethods]
 impl PyDataFrame {
     /// Enable selection for `df[col]`, `df[col1, col2, col3]`, and `df[[col1, col2, col3]]`
@@ -924,8 +985,11 @@ impl PyDataFrame {
         py: Python<'py>,
         requested_schema: Option<Bound<'py, PyCapsule>>,
     ) -> PyDataFusionResult<Bound<'py, PyCapsule>> {
-        let mut batches = wait_for_future(py, self.df.as_ref().clone().collect())??;
+        let df = self.df.as_ref().clone();
+        let streams = spawn_future(py, async move { df.execute_stream_partitioned().await })?;
+
         let mut schema: Schema = self.df.schema().to_owned().into();
+        let mut projection: Option<SchemaRef> = None;
 
         if let Some(schema_capsule) = requested_schema {
             validate_pycapsule(&schema_capsule, "arrow_schema")?;
@@ -934,44 +998,38 @@ impl PyDataFrame {
             let desired_schema = Schema::try_from(schema_ptr)?;
 
             schema = project_schema(schema, desired_schema)?;
-
-            batches = batches
-                .into_iter()
-                .map(|record_batch| record_batch_into_schema(record_batch, &schema))
-                .collect::<Result<Vec<RecordBatch>, ArrowError>>()?;
+            projection = Some(Arc::new(schema.clone()));
         }
 
-        let batches_wrapped = batches.into_iter().map(Ok);
+        let schema_ref = Arc::new(schema.clone());
 
-        let reader = RecordBatchIterator::new(batches_wrapped, Arc::new(schema));
+        let reader = PartitionedDataFrameStreamReader {
+            streams,
+            schema: schema_ref,
+            projection,
+            current: 0,
+        };
         let reader: Box<dyn RecordBatchReader + Send> = Box::new(reader);
 
-        let ffi_stream = FFI_ArrowArrayStream::new(reader);
-        let stream_capsule_name = CString::new("arrow_array_stream").unwrap();
-        PyCapsule::new(py, ffi_stream, Some(stream_capsule_name)).map_err(PyDataFusionError::from)
+        // Create the Arrow stream and wrap it in a PyCapsule. The default
+        // destructor provided by PyO3 will drop the stream unless ownership is
+        // transferred to PyArrow during import.
+        let stream = FFI_ArrowArrayStream::new(reader);
+        let name = CString::new(ARROW_ARRAY_STREAM_NAME.to_bytes()).unwrap();
+        let capsule = PyCapsule::new(py, stream, Some(name))?;
+        Ok(capsule)
     }
 
     fn execute_stream(&self, py: Python) -> PyDataFusionResult<PyRecordBatchStream> {
-        // create a Tokio runtime to run the async code
-        let rt = &get_tokio_runtime().0;
         let df = self.df.as_ref().clone();
-        let fut: JoinHandle<datafusion::common::Result<SendableRecordBatchStream>> =
-            rt.spawn(async move { df.execute_stream().await });
-        let stream = wait_for_future(py, async { fut.await.map_err(to_datafusion_err) })???;
+        let stream = spawn_future(py, async move { df.execute_stream().await })?;
         Ok(PyRecordBatchStream::new(stream))
     }
 
     fn execute_stream_partitioned(&self, py: Python) -> PyResult<Vec<PyRecordBatchStream>> {
-        // create a Tokio runtime to run the async code
-        let rt = &get_tokio_runtime().0;
         let df = self.df.as_ref().clone();
-        let fut: JoinHandle<datafusion::common::Result<Vec<SendableRecordBatchStream>>> =
-            rt.spawn(async move { df.execute_stream_partitioned().await });
-        let stream = wait_for_future(py, async { fut.await.map_err(to_datafusion_err) })?
-            .map_err(py_datafusion_err)?
-            .map_err(py_datafusion_err)?;
-
-        Ok(stream.into_iter().map(PyRecordBatchStream::new).collect())
+        let streams = spawn_future(py, async move { df.execute_stream_partitioned().await })?;
+        Ok(streams.into_iter().map(PyRecordBatchStream::new).collect())
     }
 
     /// Convert to pandas dataframe with pyarrow
@@ -1132,7 +1190,11 @@ fn project_schema(from_schema: Schema, to_schema: Schema) -> Result<Schema, Arro
 
     merged_schema.project(&project_indices)
 }
-
+// NOTE: `arrow::compute::cast` in combination with `RecordBatch::try_select` or
+// DataFusion's `schema::cast_record_batch` do not fully cover the required
+// transformations here. They will not create missing columns and may insert
+// nulls for non-nullable fields without erroring. To maintain current behavior
+// we perform the casting and null checks manually.
 fn record_batch_into_schema(
     record_batch: RecordBatch,
     schema: &Schema,
diff --git a/src/record_batch.rs b/src/record_batch.rs
index c3658cf4b..00d023b73 100644
--- a/src/record_batch.rs
+++ b/src/record_batch.rs
@@ -84,15 +84,21 @@ impl PyRecordBatchStream {
     }
 }
 
+/// Polls the next batch from a `SendableRecordBatchStream`, converting the `Option<Result<_>>` form.
+pub(crate) async fn poll_next_batch(
+    stream: &mut SendableRecordBatchStream,
+) -> datafusion::error::Result<Option<RecordBatch>> {
+    stream.next().await.transpose()
+}
+
 async fn next_stream(
     stream: Arc<Mutex<SendableRecordBatchStream>>,
     sync: bool,
 ) -> PyResult<PyRecordBatch> {
     let mut stream = stream.lock().await;
-    match stream.next().await {
-        Some(Ok(batch)) => Ok(batch.into()),
-        Some(Err(e)) => Err(PyDataFusionError::from(e))?,
-        None => {
+    match poll_next_batch(&mut stream).await {
+        Ok(Some(batch)) => Ok(batch.into()),
+        Ok(None) => {
             // Depending on whether the iteration is sync or not, we raise either a
             // StopIteration or a StopAsyncIteration
             if sync {
@@ -101,5 +107,6 @@ async fn next_stream(
                 Err(PyStopAsyncIteration::new_err("stream exhausted"))
             }
         }
+        Err(e) => Err(PyDataFusionError::from(e))?,
     }
 }
diff --git a/src/utils.rs b/src/utils.rs
index 0fcfadcea..9624f7d77 100644
--- a/src/utils.rs
+++ b/src/utils.rs
@@ -18,7 +18,7 @@
 use crate::errors::py_datafusion_err;
 use crate::{
     common::data_type::PyScalarValue,
-    errors::{PyDataFusionError, PyDataFusionResult},
+    errors::{to_datafusion_err, PyDataFusionError, PyDataFusionResult},
     TokioRuntime,
 };
 use datafusion::{
@@ -33,7 +33,7 @@ use std::{
     sync::{Arc, OnceLock},
     time::Duration,
 };
-use tokio::{runtime::Runtime, time::sleep};
+use tokio::{runtime::Runtime, task::JoinHandle, time::sleep};
 
 /// Utility to get the Tokio Runtime from Python
 #[inline]
@@ -92,6 +92,35 @@ where
     })
 }
 
+/// Spawn a [`Future`] on the Tokio runtime and wait for completion
+/// while respecting Python signal handling.
+pub(crate) fn spawn_future<F, T>(py: Python, fut: F) -> PyDataFusionResult<T>
+where
+    F: Future<Output = datafusion::common::Result<T>> + Send + 'static,
+    T: Send + 'static,
+{
+    let rt = &get_tokio_runtime().0;
+    let handle: JoinHandle<datafusion::common::Result<T>> = rt.spawn(fut);
+    // Wait for the join handle while respecting Python signal handling.
+    // We handle errors in two steps so `?` maps the error types correctly:
+    // 1) convert any Python-related error from `wait_for_future` into `PyDataFusionError`
+    // 2) convert any DataFusion error (inner result) into `PyDataFusionError`
+    let inner_result = wait_for_future(py, async {
+        // handle.await yields `Result<datafusion::common::Result<T>, JoinError>`
+        // map JoinError into a DataFusion error so the async block returns
+        // `datafusion::common::Result<T>` (i.e. Result<T, DataFusionError>)
+        match handle.await {
+            Ok(inner) => inner,
+            Err(join_err) => Err(to_datafusion_err(join_err)),
+        }
+    })?; // converts PyErr -> PyDataFusionError
+
+    // `inner_result` is `datafusion::common::Result<T>`; use `?` to convert
+    // the inner DataFusion error into `PyDataFusionError` via `From` and
+    // return the inner `T` on success.
+    Ok(inner_result?)
+}
+
 pub(crate) fn parse_volatility(value: &str) -> PyDataFusionResult<Volatility> {
     Ok(match value {
         "immutable" => Volatility::Immutable,

From c4e748641ad17c1c04c5f4411a32fb4bd3010904 Mon Sep 17 00:00:00 2001
From: kosiew <kosiew@gmail.com>
Date: Sat, 8 Nov 2025 18:45:12 +0800
Subject: [PATCH 12/65] Add PyCapsule Type Support and Type Hint Enhancements
 for AggregateUDF in DataFusion Python Bindings (#1277)

Added TypeGuard function _is_pycapsule() for lightweight PyCapsule type validation.
Introduced _PyCapsule proxy class for static typing compatibility in non-type-checking contexts.
Extended overloads in AggregateUDF.__init__ and AggregateUDF.udaf() to include AggregateUDFExportable | _PyCapsule argument types.
Added stricter constructor argument validation for callable accumulators.
Updated AggregateUDF.from_pycapsule() to support direct PyCapsule initialization.
Refactored Rust PyAggregateUDF::from_pycapsule() logic to delegate PyCapsule validation to a new helper function aggregate_udf_from_capsule() for cleaner handling.
---
 python/datafusion/user_defined.py   | 65 ++++++++++++++++++++++++++---
 python/tests/test_pyclass_frozen.py |  3 +-
 src/udaf.rs                         | 33 +++++++++------
 3 files changed, 82 insertions(+), 19 deletions(-)

diff --git a/python/datafusion/user_defined.py b/python/datafusion/user_defined.py
index 21b2de634..43a72c805 100644
--- a/python/datafusion/user_defined.py
+++ b/python/datafusion/user_defined.py
@@ -22,7 +22,7 @@
 import functools
 from abc import ABCMeta, abstractmethod
 from enum import Enum
-from typing import TYPE_CHECKING, Any, Protocol, TypeVar, overload
+from typing import TYPE_CHECKING, Any, Protocol, TypeGuard, TypeVar, cast, overload
 
 import pyarrow as pa
 
@@ -30,6 +30,8 @@
 from datafusion.expr import Expr
 
 if TYPE_CHECKING:
+    from _typeshed import CapsuleType as _PyCapsule
+
     _R = TypeVar("_R", bound=pa.DataType)
     from collections.abc import Callable
 
@@ -84,6 +86,11 @@ class ScalarUDFExportable(Protocol):
     def __datafusion_scalar_udf__(self) -> object: ...  # noqa: D105
 
 
+def _is_pycapsule(value: object) -> TypeGuard[_PyCapsule]:
+    """Return ``True`` when ``value`` is a CPython ``PyCapsule``."""
+    return value.__class__.__name__ == "PyCapsule"
+
+
 class ScalarUDF:
     """Class for performing scalar user-defined functions (UDF).
 
@@ -291,6 +298,7 @@ class AggregateUDF:
     also :py:class:`ScalarUDF` for operating on a row by row basis.
     """
 
+    @overload
     def __init__(
         self,
         name: str,
@@ -299,6 +307,27 @@ def __init__(
         return_type: pa.DataType,
         state_type: list[pa.DataType],
         volatility: Volatility | str,
+    ) -> None: ...
+
+    @overload
+    def __init__(
+        self,
+        name: str,
+        accumulator: AggregateUDFExportable,
+        input_types: None = ...,
+        return_type: None = ...,
+        state_type: None = ...,
+        volatility: None = ...,
+    ) -> None: ...
+
+    def __init__(
+        self,
+        name: str,
+        accumulator: Callable[[], Accumulator] | AggregateUDFExportable,
+        input_types: list[pa.DataType] | None,
+        return_type: pa.DataType | None,
+        state_type: list[pa.DataType] | None,
+        volatility: Volatility | str | None,
     ) -> None:
         """Instantiate a user-defined aggregate function (UDAF).
 
@@ -308,6 +337,18 @@ def __init__(
         if hasattr(accumulator, "__datafusion_aggregate_udf__"):
             self._udaf = df_internal.AggregateUDF.from_pycapsule(accumulator)
             return
+        if (
+            input_types is None
+            or return_type is None
+            or state_type is None
+            or volatility is None
+        ):
+            msg = (
+                "`input_types`, `return_type`, `state_type`, and `volatility` "
+                "must be provided when `accumulator` is callable."
+            )
+            raise TypeError(msg)
+
         self._udaf = df_internal.AggregateUDF(
             name,
             accumulator,
@@ -351,6 +392,14 @@ def udaf(
         name: str | None = None,
     ) -> AggregateUDF: ...
 
+    @overload
+    @staticmethod
+    def udaf(accum: AggregateUDFExportable) -> AggregateUDF: ...
+
+    @overload
+    @staticmethod
+    def udaf(accum: _PyCapsule) -> AggregateUDF: ...
+
     @staticmethod
     def udaf(*args: Any, **kwargs: Any):  # noqa: D417, C901
         """Create a new User-Defined Aggregate Function (UDAF).
@@ -471,7 +520,7 @@ def wrapper(*args: Any, **kwargs: Any) -> Expr:
 
             return decorator
 
-        if hasattr(args[0], "__datafusion_aggregate_udf__"):
+        if hasattr(args[0], "__datafusion_aggregate_udf__") or _is_pycapsule(args[0]):
             return AggregateUDF.from_pycapsule(args[0])
 
         if args and callable(args[0]):
@@ -481,16 +530,22 @@ def wrapper(*args: Any, **kwargs: Any) -> Expr:
         return _decorator(*args, **kwargs)
 
     @staticmethod
-    def from_pycapsule(func: AggregateUDFExportable) -> AggregateUDF:
+    def from_pycapsule(func: AggregateUDFExportable | _PyCapsule) -> AggregateUDF:
         """Create an Aggregate UDF from AggregateUDF PyCapsule object.
 
         This function will instantiate a Aggregate UDF that uses a DataFusion
         AggregateUDF that is exported via the FFI bindings.
         """
-        name = str(func.__class__)
+        if _is_pycapsule(func):
+            aggregate = cast(AggregateUDF, object.__new__(AggregateUDF))
+            aggregate._udaf = df_internal.AggregateUDF.from_pycapsule(func)
+            return aggregate
+
+        capsule = cast(AggregateUDFExportable, func)
+        name = str(capsule.__class__)
         return AggregateUDF(
             name=name,
-            accumulator=func,
+            accumulator=capsule,
             input_types=None,
             return_type=None,
             state_type=None,
diff --git a/python/tests/test_pyclass_frozen.py b/python/tests/test_pyclass_frozen.py
index 3500c5e3d..33338bf54 100644
--- a/python/tests/test_pyclass_frozen.py
+++ b/python/tests/test_pyclass_frozen.py
@@ -35,8 +35,7 @@
     r"(?P<key>[A-Za-z_][A-Za-z0-9_]*)\s*=\s*\"(?P<value>[^\"]+)\"",
 )
 STRUCT_NAME_RE = re.compile(
-    r"\b(?:pub\s+)?(?:struct|enum)\s+"
-    r"(?P<name>[A-Za-z_][A-Za-z0-9_]*)",
+    r"\b(?:pub\s+)?(?:struct|enum)\s+" r"(?P<name>[A-Za-z_][A-Za-z0-9_]*)",
 )
 
 
diff --git a/src/udaf.rs b/src/udaf.rs
index eab4581df..e48e35f8d 100644
--- a/src/udaf.rs
+++ b/src/udaf.rs
@@ -154,6 +154,15 @@ pub fn to_rust_accumulator(accum: PyObject) -> AccumulatorFactoryFunction {
     })
 }
 
+fn aggregate_udf_from_capsule(capsule: &Bound<'_, PyCapsule>) -> PyDataFusionResult<AggregateUDF> {
+    validate_pycapsule(capsule, "datafusion_aggregate_udf")?;
+
+    let udaf = unsafe { capsule.reference::<FFI_AggregateUDF>() };
+    let udaf: ForeignAggregateUDF = udaf.try_into()?;
+
+    Ok(udaf.into())
+}
+
 /// Represents an AggregateUDF
 #[pyclass(frozen, name = "AggregateUDF", module = "datafusion", subclass)]
 #[derive(Debug, Clone)]
@@ -186,22 +195,22 @@ impl PyAggregateUDF {
 
     #[staticmethod]
     pub fn from_pycapsule(func: Bound<'_, PyAny>) -> PyDataFusionResult<Self> {
+        if func.is_instance_of::<PyCapsule>() {
+            let capsule = func.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+            let function = aggregate_udf_from_capsule(capsule)?;
+            return Ok(Self { function });
+        }
+
         if func.hasattr("__datafusion_aggregate_udf__")? {
             let capsule = func.getattr("__datafusion_aggregate_udf__")?.call0()?;
             let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
-            validate_pycapsule(capsule, "datafusion_aggregate_udf")?;
-
-            let udaf = unsafe { capsule.reference::<FFI_AggregateUDF>() };
-            let udaf: ForeignAggregateUDF = udaf.try_into()?;
-
-            Ok(Self {
-                function: udaf.into(),
-            })
-        } else {
-            Err(crate::errors::PyDataFusionError::Common(
-                "__datafusion_aggregate_udf__ does not exist on AggregateUDF object.".to_string(),
-            ))
+            let function = aggregate_udf_from_capsule(capsule)?;
+            return Ok(Self { function });
         }
+
+        Err(crate::errors::PyDataFusionError::Common(
+            "__datafusion_aggregate_udf__ does not exist on AggregateUDF object.".to_string(),
+        ))
     }
 
     /// creates a new PyExpr with the call of the udf

From 89d8930625c7a903fb0e5f1d4f5310341e0b4fea Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Mon, 10 Nov 2025 08:52:19 -0500
Subject: [PATCH 13/65] feat: reduce duplicate fields on join (#1184)

* Add field to dataframe join to indicate if we should keep duplicate keys

* Suppress expected warning

* Minor: small tables rendered way too large

* Rename from keep_duplicate_keys to drop_duplicate_keys

* Add unit tests for dropping duplicate keys or not

* Update online docs

* Update docs/source/user-guide/common-operations/joins.rst

Co-authored-by: kosiew <kosiew@gmail.com>

---------

Co-authored-by: kosiew <kosiew@gmail.com>
---
 .../user-guide/common-operations/joins.rst    | 34 +++++++++++++++++-
 python/datafusion/dataframe.py                | 32 +++++++++++------
 python/datafusion/dataframe_formatter.py      |  2 +-
 python/tests/test_dataframe.py                | 28 ++++++++++-----
 python/tests/test_sql.py                      |  3 ++
 src/dataframe.rs                              | 36 ++++++++++++++++++-
 6 files changed, 113 insertions(+), 22 deletions(-)

diff --git a/docs/source/user-guide/common-operations/joins.rst b/docs/source/user-guide/common-operations/joins.rst
index 40d922150..035d7488d 100644
--- a/docs/source/user-guide/common-operations/joins.rst
+++ b/docs/source/user-guide/common-operations/joins.rst
@@ -101,4 +101,36 @@ the right table.
 
 .. ipython:: python
 
-    left.join(right, left_on="customer_id", right_on="id", how="anti")
\ No newline at end of file
+    left.join(right, left_on="customer_id", right_on="id", how="anti")
+
+Duplicate Keys
+--------------
+
+It is common to join two DataFrames on a common column name. Starting in
+version 51.0.0, ``datafusion-python``` will now drop duplicate column names by
+default. This reduces problems with ambiguous column selection after joins.
+You can disable this feature by setting the parameter ``drop_duplicate_keys``
+to ``False``.
+
+.. ipython:: python
+
+    left = ctx.from_pydict(
+        {
+            "id": [1, 2, 3],
+            "customer": ["Alice", "Bob", "Charlie"],
+        }
+    )
+
+    right = ctx.from_pylist([
+        {"id": 1, "name": "CityCabs"},
+        {"id": 2, "name": "MetroRide"},
+        {"id": 5, "name": "UrbanGo"},
+    ])
+
+    left.join(right, "id", how="inner")
+
+In contrast to the above example, if we wish to get both columns:
+
+.. ipython:: python
+
+    left.join(right, "id", how="inner", drop_duplicate_keys=False)
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index c6ff7eda5..b3b48e963 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -774,6 +774,7 @@ def join(
         left_on: None = None,
         right_on: None = None,
         join_keys: None = None,
+        drop_duplicate_keys: bool = True,
     ) -> DataFrame: ...
 
     @overload
@@ -786,6 +787,7 @@ def join(
         left_on: str | Sequence[str],
         right_on: str | Sequence[str],
         join_keys: tuple[list[str], list[str]] | None = None,
+        drop_duplicate_keys: bool = True,
     ) -> DataFrame: ...
 
     @overload
@@ -798,6 +800,7 @@ def join(
         join_keys: tuple[list[str], list[str]],
         left_on: None = None,
         right_on: None = None,
+        drop_duplicate_keys: bool = True,
     ) -> DataFrame: ...
 
     def join(
@@ -809,6 +812,7 @@ def join(
         left_on: str | Sequence[str] | None = None,
         right_on: str | Sequence[str] | None = None,
         join_keys: tuple[list[str], list[str]] | None = None,
+        drop_duplicate_keys: bool = True,
     ) -> DataFrame:
         """Join this :py:class:`DataFrame` with another :py:class:`DataFrame`.
 
@@ -821,11 +825,23 @@ def join(
                 "right", "full", "semi", "anti".
             left_on: Join column of the left dataframe.
             right_on: Join column of the right dataframe.
+            drop_duplicate_keys: When True, the columns from the right DataFrame
+                that have identical names in the ``on`` fields to the left DataFrame
+                will be dropped.
             join_keys: Tuple of two lists of column names to join on. [Deprecated]
 
         Returns:
             DataFrame after join.
         """
+        if join_keys is not None:
+            warnings.warn(
+                "`join_keys` is deprecated, use `on` or `left_on` with `right_on`",
+                category=DeprecationWarning,
+                stacklevel=2,
+            )
+            left_on = join_keys[0]
+            right_on = join_keys[1]
+
         # This check is to prevent breaking API changes where users prior to
         # DF 43.0.0 would  pass the join_keys as a positional argument instead
         # of a keyword argument.
@@ -836,18 +852,10 @@ def join(
             and isinstance(on[1], list)
         ):
             # We know this is safe because we've checked the types
-            join_keys = on  # type: ignore[assignment]
+            left_on = on[0]
+            right_on = on[1]
             on = None
 
-        if join_keys is not None:
-            warnings.warn(
-                "`join_keys` is deprecated, use `on` or `left_on` with `right_on`",
-                category=DeprecationWarning,
-                stacklevel=2,
-            )
-            left_on = join_keys[0]
-            right_on = join_keys[1]
-
         if on is not None:
             if left_on is not None or right_on is not None:
                 error_msg = "`left_on` or `right_on` should not provided with `on`"
@@ -866,7 +874,9 @@ def join(
         if isinstance(right_on, str):
             right_on = [right_on]
 
-        return DataFrame(self.df.join(right.df, how, left_on, right_on))
+        return DataFrame(
+            self.df.join(right.df, how, left_on, right_on, drop_duplicate_keys)
+        )
 
     def join_on(
         self,
diff --git a/python/datafusion/dataframe_formatter.py b/python/datafusion/dataframe_formatter.py
index 4082ff4ec..bb53d323e 100644
--- a/python/datafusion/dataframe_formatter.py
+++ b/python/datafusion/dataframe_formatter.py
@@ -370,7 +370,7 @@ def _build_table_container_start(self) -> list[str]:
             f"max-height: {self.max_height}px; overflow: auto; border: "
             '1px solid #ccc;">'
         )
-        html.append('<table style="border-collapse: collapse; min-width: 100%">')
+        html.append('<table style="border-collapse: collapse">')
         return html
 
     def _build_table_header(self, schema: Any) -> list[str]:
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index 101dfc5b2..8292e258e 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -647,7 +647,6 @@ def test_unnest_without_nulls(nested_df):
     assert result.column(1) == pa.array([7, 8, 8, 9, 9, 9])
 
 
-@pytest.mark.filterwarnings("ignore:`join_keys`:DeprecationWarning")
 def test_join():
     ctx = SessionContext()
 
@@ -664,25 +663,38 @@ def test_join():
     df1 = ctx.create_dataframe([[batch]], "r")
 
     df2 = df.join(df1, on="a", how="inner")
-    df2.show()
     df2 = df2.sort(column("l.a"))
     table = pa.Table.from_batches(df2.collect())
 
     expected = {"a": [1, 2], "c": [8, 10], "b": [4, 5]}
     assert table.to_pydict() == expected
 
-    df2 = df.join(df1, left_on="a", right_on="a", how="inner")
-    df2.show()
+    # Test the default behavior for dropping duplicate keys
+    # Since we may have a duplicate column name and pa.Table()
+    # hides the fact, instead we need to explicitly check the
+    # resultant arrays.
+    df2 = df.join(df1, left_on="a", right_on="a", how="inner", drop_duplicate_keys=True)
     df2 = df2.sort(column("l.a"))
-    table = pa.Table.from_batches(df2.collect())
+    result = df2.collect()[0]
+    assert result.num_columns == 3
+    assert result.column(0) == pa.array([1, 2], pa.int64())
+    assert result.column(1) == pa.array([4, 5], pa.int64())
+    assert result.column(2) == pa.array([8, 10], pa.int64())
 
-    expected = {"a": [1, 2], "c": [8, 10], "b": [4, 5]}
-    assert table.to_pydict() == expected
+    df2 = df.join(
+        df1, left_on="a", right_on="a", how="inner", drop_duplicate_keys=False
+    )
+    df2 = df2.sort(column("l.a"))
+    result = df2.collect()[0]
+    assert result.num_columns == 4
+    assert result.column(0) == pa.array([1, 2], pa.int64())
+    assert result.column(1) == pa.array([4, 5], pa.int64())
+    assert result.column(2) == pa.array([1, 2], pa.int64())
+    assert result.column(3) == pa.array([8, 10], pa.int64())
 
     # Verify we don't make a breaking change to pre-43.0.0
     # where users would pass join_keys as a positional argument
     df2 = df.join(df1, (["a"], ["a"]), how="inner")
-    df2.show()
     df2 = df2.sort(column("l.a"))
     table = pa.Table.from_batches(df2.collect())
 
diff --git a/python/tests/test_sql.py b/python/tests/test_sql.py
index 8f57992d1..8d1f30096 100644
--- a/python/tests/test_sql.py
+++ b/python/tests/test_sql.py
@@ -157,6 +157,9 @@ def test_register_parquet(ctx, tmp_path):
     assert result.to_pydict() == {"cnt": [100]}
 
 
+@pytest.mark.filterwarnings(
+    "ignore:using literals for table_partition_cols data types:DeprecationWarning"
+)
 @pytest.mark.parametrize(
     ("path_to_str", "legacy_data_type"), [(True, False), (False, False), (False, True)]
 )
diff --git a/src/dataframe.rs b/src/dataframe.rs
index a93aa0185..187bb0acf 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -629,6 +629,7 @@ impl PyDataFrame {
         how: &str,
         left_on: Vec<PyBackedStr>,
         right_on: Vec<PyBackedStr>,
+        drop_duplicate_keys: bool,
     ) -> PyDataFusionResult<Self> {
         let join_type = match how {
             "inner" => JoinType::Inner,
@@ -647,13 +648,46 @@ impl PyDataFrame {
         let left_keys = left_on.iter().map(|s| s.as_ref()).collect::<Vec<&str>>();
         let right_keys = right_on.iter().map(|s| s.as_ref()).collect::<Vec<&str>>();
 
-        let df = self.df.as_ref().clone().join(
+        let mut df = self.df.as_ref().clone().join(
             right.df.as_ref().clone(),
             join_type,
             &left_keys,
             &right_keys,
             None,
         )?;
+
+        if drop_duplicate_keys {
+            let mutual_keys = left_keys
+                .iter()
+                .zip(right_keys.iter())
+                .filter(|(l, r)| l == r)
+                .map(|(key, _)| *key)
+                .collect::<Vec<_>>();
+
+            let fields_to_drop = mutual_keys
+                .iter()
+                .map(|name| {
+                    df.logical_plan()
+                        .schema()
+                        .qualified_fields_with_unqualified_name(name)
+                })
+                .filter(|r| r.len() == 2)
+                .map(|r| r[1])
+                .collect::<Vec<_>>();
+
+            let expr: Vec<Expr> = df
+                .logical_plan()
+                .schema()
+                .fields()
+                .into_iter()
+                .enumerate()
+                .map(|(idx, _)| df.logical_plan().schema().qualified_field(idx))
+                .filter(|(qualifier, f)| !fields_to_drop.contains(&(*qualifier, f)))
+                .map(|(qualifier, field)| Expr::Column(Column::from((qualifier, field))))
+                .collect();
+            df = df.select(expr)?;
+        }
+
         Ok(Self::new(df))
     }
 

From f1b3029db6443c20e6f4c5d2ed0cc7b4217ce256 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Thu, 13 Nov 2025 11:33:30 -0500
Subject: [PATCH 14/65] Add function collect_column to dataframe (#1302)

---
 Cargo.lock                                 |  1 +
 Cargo.toml                                 |  1 +
 docs/source/user-guide/dataframe/index.rst |  7 ++++--
 python/datafusion/dataframe.py             |  4 ++++
 python/tests/test_dataframe.py             | 12 ++++++++++
 src/dataframe.rs                           | 26 +++++++++++++++++++++-
 6 files changed, 48 insertions(+), 3 deletions(-)

diff --git a/Cargo.lock b/Cargo.lock
index 2e345e71b..a291189fc 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1596,6 +1596,7 @@ name = "datafusion-python"
 version = "50.1.0"
 dependencies = [
  "arrow",
+ "arrow-select",
  "async-trait",
  "cstr",
  "datafusion",
diff --git a/Cargo.toml b/Cargo.toml
index 3b7a4caaa..1e8c3366d 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -56,6 +56,7 @@ pyo3 = { version = "0.25", features = [
 pyo3-async-runtimes = { version = "0.25", features = ["tokio-runtime"] }
 pyo3-log = "0.12.4"
 arrow = { version = "56", features = ["pyarrow"] }
+arrow-select = { version = "56" }
 datafusion = { version = "50", features = ["avro", "unicode_expressions"] }
 datafusion-substrait = { version = "50", optional = true }
 datafusion-proto = { version = "50" }
diff --git a/docs/source/user-guide/dataframe/index.rst b/docs/source/user-guide/dataframe/index.rst
index 659589cf0..510bcbc68 100644
--- a/docs/source/user-guide/dataframe/index.rst
+++ b/docs/source/user-guide/dataframe/index.rst
@@ -200,6 +200,9 @@ To materialize the results of your DataFrame operations:
     # Count rows
     count = df.count()
 
+    # Collect a single column of data as a PyArrow Array
+    arr = df.collect_column("age")
+
 Zero-copy streaming to Arrow-based Python libraries
 ---------------------------------------------------
 
@@ -238,7 +241,7 @@ PyArrow:
 
 Each batch exposes ``to_pyarrow()``, allowing conversion to a PyArrow
 table. ``pa.table(df)`` collects the entire DataFrame eagerly into a
-PyArrow table::
+PyArrow table:
 
 .. code-block:: python
 
@@ -246,7 +249,7 @@ PyArrow table::
     table = pa.table(df)
 
 Asynchronous iteration is supported as well, allowing integration with
-``asyncio`` event loops::
+``asyncio`` event loops:
 
 .. code-block:: python
 
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index b3b48e963..12f1145a8 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -728,6 +728,10 @@ def collect(self) -> list[pa.RecordBatch]:
         """
         return self.df.collect()
 
+    def collect_column(self, column_name: str) -> pa.Array | pa.ChunkedArray:
+        """Executes this :py:class:`DataFrame` for a single column."""
+        return self.df.collect_column(column_name)
+
     def cache(self) -> DataFrame:
         """Cache the DataFrame as a memory table.
 
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index 8292e258e..486159165 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -1745,6 +1745,18 @@ def test_collect_partitioned():
     assert [[batch]] == ctx.create_dataframe([[batch]]).collect_partitioned()
 
 
+def test_collect_column(ctx: SessionContext):
+    batch_1 = pa.RecordBatch.from_pydict({"a": [1, 2, 3]})
+    batch_2 = pa.RecordBatch.from_pydict({"a": [4, 5, 6]})
+    batch_3 = pa.RecordBatch.from_pydict({"a": [7, 8, 9]})
+
+    ctx.register_record_batches("t", [[batch_1, batch_2], [batch_3]])
+
+    result = ctx.table("t").sort(column("a")).collect_column("a")
+    expected = pa.array([1, 2, 3, 4, 5, 6, 7, 8, 9])
+    assert result == expected
+
+
 def test_union(ctx):
     batch = pa.RecordBatch.from_arrays(
         [pa.array([1, 2, 3]), pa.array([4, 5, 6])],
diff --git a/src/dataframe.rs b/src/dataframe.rs
index 187bb0acf..9071d580d 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -20,7 +20,7 @@ use std::collections::HashMap;
 use std::ffi::{CStr, CString};
 use std::sync::Arc;
 
-use arrow::array::{new_null_array, RecordBatch, RecordBatchReader};
+use arrow::array::{new_null_array, Array, ArrayRef, RecordBatch, RecordBatchReader};
 use arrow::compute::can_cast_types;
 use arrow::error::ArrowError;
 use arrow::ffi::FFI_ArrowSchema;
@@ -343,6 +343,23 @@ impl PyDataFrame {
 
         Ok(html_str)
     }
+
+    async fn collect_column_inner(&self, column: &str) -> Result<ArrayRef, DataFusionError> {
+        let batches = self
+            .df
+            .as_ref()
+            .clone()
+            .select_columns(&[column])?
+            .collect()
+            .await?;
+
+        let arrays = batches
+            .iter()
+            .map(|b| b.column(0).as_ref())
+            .collect::<Vec<_>>();
+
+        arrow_select::concat::concat(&arrays).map_err(Into::into)
+    }
 }
 
 /// Synchronous wrapper around partitioned [`SendableRecordBatchStream`]s used
@@ -610,6 +627,13 @@ impl PyDataFrame {
             .collect()
     }
 
+    fn collect_column(&self, py: Python, column: &str) -> PyResult<PyObject> {
+        wait_for_future(py, self.collect_column_inner(column))?
+            .map_err(PyDataFusionError::from)?
+            .to_data()
+            .to_pyarrow(py)
+    }
+
     /// Print the result, 20 lines by default
     #[pyo3(signature = (num=20))]
     fn show(&self, py: Python, num: usize) -> PyDataFusionResult<()> {

From 276dc6a5b0b6a7ce946f3e61c8dabe59e9e0a2ec Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Tue, 18 Nov 2025 15:09:12 -0500
Subject: [PATCH 15/65] chore: apply cargo fmt with import organization (#1303)

* Apply nightly format to organize imports consistently

* Set matrix for cargo fmt

* Revert "Set matrix for cargo fmt"

This reverts commit 85119050e3da16d72cc5a7e4ebaa2e4a494dbcc4.

* Instead of creating a large matrix just add one workflow for nightly fmt

* Intentionally cause cargo fmt to fail in nightly

* Apply nightly fmt
---
 .github/workflows/test.yaml       | 20 +++++++++---
 .pre-commit-config.yaml           |  2 +-
 ci/scripts/rust_fmt.sh            |  2 +-
 rustfmt.toml                      | 19 +++++++++++
 src/catalog.rs                    | 25 ++++++++-------
 src/common/data_type.rs           |  4 +--
 src/common/schema.rs              | 13 ++++----
 src/config.rs                     |  5 ++-
 src/context.rs                    | 53 +++++++++++++++----------------
 src/dataframe.rs                  | 14 +++-----
 src/dataset.rs                    | 17 ++++------
 src/dataset_exec.rs               | 17 ++++------
 src/errors.rs                     |  3 +-
 src/expr.rs                       | 37 +++++++++++----------
 src/expr/aggregate.rs             |  6 ++--
 src/expr/aggregate_expr.rs        |  6 ++--
 src/expr/alias.rs                 |  5 +--
 src/expr/analyze.rs               |  6 ++--
 src/expr/between.rs               |  6 ++--
 src/expr/binary_expr.rs           |  3 +-
 src/expr/bool_expr.rs             |  3 +-
 src/expr/case.rs                  |  3 +-
 src/expr/cast.rs                  |  4 ++-
 src/expr/conditional_expr.rs      |  4 ++-
 src/expr/copy_to.rs               | 17 +++++-----
 src/expr/create_catalog.rs        | 13 ++++----
 src/expr/create_catalog_schema.rs | 13 ++++----
 src/expr/create_external_table.rs | 19 +++++------
 src/expr/create_function.rs       | 12 +++----
 src/expr/create_index.rs          | 16 +++++-----
 src/expr/create_memory_table.rs   |  6 ++--
 src/expr/create_view.rs           |  7 ++--
 src/expr/describe_table.rs        | 16 +++++-----
 src/expr/distinct.rs              |  6 ++--
 src/expr/dml.rs                   |  9 +++---
 src/expr/drop_catalog_schema.rs   | 17 +++++-----
 src/expr/drop_function.rs         |  9 +++---
 src/expr/drop_table.rs            |  6 ++--
 src/expr/drop_view.rs             | 12 +++----
 src/expr/empty_relation.rs        |  9 ++++--
 src/expr/explain.rs               | 11 ++++---
 src/expr/extension.rs             |  6 ++--
 src/expr/filter.rs                |  6 ++--
 src/expr/in_list.rs               |  3 +-
 src/expr/in_subquery.rs           |  3 +-
 src/expr/join.rs                  |  9 ++++--
 src/expr/like.rs                  |  3 +-
 src/expr/limit.rs                 |  6 ++--
 src/expr/literal.rs               |  7 ++--
 src/expr/projection.rs            |  6 ++--
 src/expr/recursive_query.rs       |  6 ++--
 src/expr/repartition.rs           | 15 +++++----
 src/expr/sort.rs                  |  6 ++--
 src/expr/sort_expr.rs             |  6 ++--
 src/expr/statement.rs             | 10 +++---
 src/expr/subquery.rs              |  6 ++--
 src/expr/subquery_alias.rs        |  7 ++--
 src/expr/table_scan.rs            |  9 ++++--
 src/expr/union.rs                 |  6 ++--
 src/expr/unnest.rs                |  6 ++--
 src/expr/unnest_expr.rs           |  3 +-
 src/expr/values.rs                | 11 ++++---
 src/expr/window.rs                | 16 ++++++----
 src/functions.rs                  | 32 +++++++------------
 src/lib.rs                        | 15 ++++-----
 src/physical_plan.rs              | 11 ++++---
 src/pyarrow_filter_expression.rs  |  8 ++---
 src/record_batch.rs               |  5 +--
 src/sql/logical.rs                | 14 ++++----
 src/store.rs                      |  3 +-
 src/substrait.rs                  | 12 +++----
 src/table.rs                      | 12 ++++---
 src/udaf.rs                       | 14 ++++----
 src/udf.rs                        | 16 ++++------
 src/udtf.rs                       | 11 ++++---
 src/udwf.rs                       | 18 +++++------
 src/unparser/mod.rs               |  6 ++--
 src/utils.rs                      | 34 ++++++++++----------
 78 files changed, 455 insertions(+), 387 deletions(-)
 create mode 100644 rustfmt.toml

diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index ed5cae627..99457b872 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -79,10 +79,6 @@ jobs:
           path: ~/.cargo
           key: cargo-cache-${{ steps.rust-toolchain.outputs.cachekey }}-${{ hashFiles('Cargo.lock') }}
 
-      - name: Check Formatting
-        if: ${{ matrix.python-version == '3.10' && matrix.toolchain == 'stable' }}
-        run: cargo fmt -- --check
-
       - name: Run Clippy
         if: ${{ matrix.python-version == '3.10' && matrix.toolchain == 'stable' }}
         run: cargo clippy --all-targets --all-features -- -D clippy::all -D warnings -A clippy::redundant_closure
@@ -125,3 +121,19 @@ jobs:
           cd examples/tpch
           uv run --no-project python convert_data_to_parquet.py
           uv run --no-project pytest _tests.py
+
+  nightly-fmt:
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v5
+
+      - name: Setup Rust Toolchain
+        uses: dtolnay/rust-toolchain@stable
+        id: rust-toolchain
+        with:
+          toolchain: "nightly"
+          components: clippy,rustfmt
+
+      - name: Check Formatting
+        run: cargo +nightly fmt -- --check
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e8c451262..bcefa405d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -33,7 +33,7 @@ repos:
           - id: rust-fmt
             name: Rust fmt
             description: Run cargo fmt on files included in the commit. rustfmt should be installed before-hand.
-            entry: cargo fmt --all --
+            entry: cargo +nightly fmt --all --
             pass_filenames: true
             types: [file, rust]
             language: system
diff --git a/ci/scripts/rust_fmt.sh b/ci/scripts/rust_fmt.sh
index 9d8325877..05cb6b208 100755
--- a/ci/scripts/rust_fmt.sh
+++ b/ci/scripts/rust_fmt.sh
@@ -18,4 +18,4 @@
 # under the License.
 
 set -ex
-cargo fmt --all -- --check
+cargo +nightly fmt --all -- --check
diff --git a/rustfmt.toml b/rustfmt.toml
new file mode 100644
index 000000000..d04700d69
--- /dev/null
+++ b/rustfmt.toml
@@ -0,0 +1,19 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+group_imports = "StdExternalCrate"
+imports_granularity = "Module"
diff --git a/src/catalog.rs b/src/catalog.rs
index 398c5881f..6f949f8ca 100644
--- a/src/catalog.rs
+++ b/src/catalog.rs
@@ -15,25 +15,26 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::dataset::Dataset;
-use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionError, PyDataFusionResult};
-use crate::table::PyTable;
-use crate::utils::{validate_pycapsule, wait_for_future};
+use std::any::Any;
+use std::collections::HashSet;
+use std::sync::Arc;
+
 use async_trait::async_trait;
-use datafusion::catalog::{MemoryCatalogProvider, MemorySchemaProvider};
-use datafusion::common::DataFusionError;
-use datafusion::{
-    catalog::{CatalogProvider, SchemaProvider},
-    datasource::TableProvider,
+use datafusion::catalog::{
+    CatalogProvider, MemoryCatalogProvider, MemorySchemaProvider, SchemaProvider,
 };
+use datafusion::common::DataFusionError;
+use datafusion::datasource::TableProvider;
 use datafusion_ffi::schema_provider::{FFI_SchemaProvider, ForeignSchemaProvider};
 use pyo3::exceptions::PyKeyError;
 use pyo3::prelude::*;
 use pyo3::types::PyCapsule;
 use pyo3::IntoPyObjectExt;
-use std::any::Any;
-use std::collections::HashSet;
-use std::sync::Arc;
+
+use crate::dataset::Dataset;
+use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionError, PyDataFusionResult};
+use crate::table::PyTable;
+use crate::utils::{validate_pycapsule, wait_for_future};
 
 #[pyclass(frozen, name = "RawCatalog", module = "datafusion.catalog", subclass)]
 #[derive(Clone)]
diff --git a/src/common/data_type.rs b/src/common/data_type.rs
index 3cbe31332..69f686f78 100644
--- a/src/common/data_type.rs
+++ b/src/common/data_type.rs
@@ -19,8 +19,8 @@ use datafusion::arrow::array::Array;
 use datafusion::arrow::datatypes::{DataType, IntervalUnit, TimeUnit};
 use datafusion::common::ScalarValue;
 use datafusion::logical_expr::sqlparser::ast::NullTreatment as DFNullTreatment;
-use pyo3::exceptions::PyNotImplementedError;
-use pyo3::{exceptions::PyValueError, prelude::*};
+use pyo3::exceptions::{PyNotImplementedError, PyValueError};
+use pyo3::prelude::*;
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd)]
 pub struct PyScalarValue(pub ScalarValue);
diff --git a/src/common/schema.rs b/src/common/schema.rs
index 14ab630d3..4e46592aa 100644
--- a/src/common/schema.rs
+++ b/src/common/schema.rs
@@ -15,26 +15,25 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::any::Any;
+use std::borrow::Cow;
 use std::fmt::{self, Display, Formatter};
 use std::sync::Arc;
-use std::{any::Any, borrow::Cow};
 
 use arrow::datatypes::Schema;
 use arrow::pyarrow::PyArrowType;
 use datafusion::arrow::datatypes::SchemaRef;
 use datafusion::common::Constraints;
 use datafusion::datasource::TableType;
+use datafusion::logical_expr::utils::split_conjunction;
 use datafusion::logical_expr::{Expr, TableProviderFilterPushDown, TableSource};
+use parking_lot::RwLock;
 use pyo3::prelude::*;
 
-use datafusion::logical_expr::utils::split_conjunction;
-
+use super::data_type::DataTypeMap;
+use super::function::SqlFunction;
 use crate::sql::logical::PyLogicalPlan;
 
-use super::{data_type::DataTypeMap, function::SqlFunction};
-
-use parking_lot::RwLock;
-
 #[pyclass(name = "SqlSchema", module = "datafusion.common", subclass, frozen)]
 #[derive(Debug, Clone)]
 pub struct SqlSchema {
diff --git a/src/config.rs b/src/config.rs
index 1726e5d9b..a25a4072e 100644
--- a/src/config.rs
+++ b/src/config.rs
@@ -17,14 +17,13 @@
 
 use std::sync::Arc;
 
+use datafusion::config::ConfigOptions;
+use parking_lot::RwLock;
 use pyo3::prelude::*;
 use pyo3::types::*;
 
-use datafusion::config::ConfigOptions;
-
 use crate::errors::PyDataFusionResult;
 use crate::utils::py_obj_to_scalar_value;
-use parking_lot::RwLock;
 #[pyclass(name = "Config", module = "datafusion", subclass, frozen)]
 #[derive(Clone)]
 pub(crate) struct PyConfig {
diff --git a/src/context.rs b/src/context.rs
index e8d875800..f64cc1683 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -23,43 +23,17 @@ use std::sync::Arc;
 use arrow::array::RecordBatchReader;
 use arrow::ffi_stream::ArrowArrayStreamReader;
 use arrow::pyarrow::FromPyArrow;
-use datafusion::execution::session_state::SessionStateBuilder;
-use object_store::ObjectStore;
-use url::Url;
-use uuid::Uuid;
-
-use pyo3::exceptions::{PyKeyError, PyValueError};
-use pyo3::prelude::*;
-
-use crate::catalog::{PyCatalog, RustWrappedPyCatalogProvider};
-use crate::dataframe::PyDataFrame;
-use crate::dataset::Dataset;
-use crate::errors::{py_datafusion_err, PyDataFusionResult};
-use crate::expr::sort_expr::PySortExpr;
-use crate::physical_plan::PyExecutionPlan;
-use crate::record_batch::PyRecordBatchStream;
-use crate::sql::exceptions::py_value_err;
-use crate::sql::logical::PyLogicalPlan;
-use crate::store::StorageContexts;
-use crate::table::PyTable;
-use crate::udaf::PyAggregateUDF;
-use crate::udf::PyScalarUDF;
-use crate::udtf::PyTableFunction;
-use crate::udwf::PyWindowUDF;
-use crate::utils::{get_global_ctx, spawn_future, validate_pycapsule, wait_for_future};
 use datafusion::arrow::datatypes::{DataType, Schema, SchemaRef};
 use datafusion::arrow::pyarrow::PyArrowType;
 use datafusion::arrow::record_batch::RecordBatch;
 use datafusion::catalog::CatalogProvider;
-use datafusion::common::TableReference;
-use datafusion::common::{exec_err, ScalarValue};
+use datafusion::common::{exec_err, ScalarValue, TableReference};
 use datafusion::datasource::file_format::file_compression_type::FileCompressionType;
 use datafusion::datasource::file_format::parquet::ParquetFormat;
 use datafusion::datasource::listing::{
     ListingOptions, ListingTable, ListingTableConfig, ListingTableUrl,
 };
-use datafusion::datasource::MemTable;
-use datafusion::datasource::TableProvider;
+use datafusion::datasource::{MemTable, TableProvider};
 use datafusion::execution::context::{
     DataFilePaths, SQLOptions, SessionConfig, SessionContext, TaskContext,
 };
@@ -67,12 +41,35 @@ use datafusion::execution::disk_manager::DiskManagerMode;
 use datafusion::execution::memory_pool::{FairSpillPool, GreedyMemoryPool, UnboundedMemoryPool};
 use datafusion::execution::options::ReadOptions;
 use datafusion::execution::runtime_env::RuntimeEnvBuilder;
+use datafusion::execution::session_state::SessionStateBuilder;
 use datafusion::prelude::{
     AvroReadOptions, CsvReadOptions, DataFrame, NdJsonReadOptions, ParquetReadOptions,
 };
 use datafusion_ffi::catalog_provider::{FFI_CatalogProvider, ForeignCatalogProvider};
+use object_store::ObjectStore;
+use pyo3::exceptions::{PyKeyError, PyValueError};
+use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyDict, PyList, PyTuple, PyType};
 use pyo3::IntoPyObjectExt;
+use url::Url;
+use uuid::Uuid;
+
+use crate::catalog::{PyCatalog, RustWrappedPyCatalogProvider};
+use crate::dataframe::PyDataFrame;
+use crate::dataset::Dataset;
+use crate::errors::{py_datafusion_err, PyDataFusionResult};
+use crate::expr::sort_expr::PySortExpr;
+use crate::physical_plan::PyExecutionPlan;
+use crate::record_batch::PyRecordBatchStream;
+use crate::sql::exceptions::py_value_err;
+use crate::sql::logical::PyLogicalPlan;
+use crate::store::StorageContexts;
+use crate::table::PyTable;
+use crate::udaf::PyAggregateUDF;
+use crate::udf::PyScalarUDF;
+use crate::udtf::PyTableFunction;
+use crate::udwf::PyWindowUDF;
+use crate::utils::{get_global_ctx, spawn_future, validate_pycapsule, wait_for_future};
 
 /// Configuration options for a SessionContext
 #[pyclass(frozen, name = "SessionConfig", module = "datafusion", subclass)]
diff --git a/src/dataframe.rs b/src/dataframe.rs
index 9071d580d..21eb6e0e2 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -15,7 +15,6 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use cstr::cstr;
 use std::collections::HashMap;
 use std::ffi::{CStr, CString};
 use std::sync::Arc;
@@ -26,6 +25,7 @@ use arrow::error::ArrowError;
 use arrow::ffi::FFI_ArrowSchema;
 use arrow::ffi_stream::FFI_ArrowArrayStream;
 use arrow::pyarrow::FromPyArrow;
+use cstr::cstr;
 use datafusion::arrow::datatypes::{Schema, SchemaRef};
 use datafusion::arrow::pyarrow::{PyArrowType, ToPyArrow};
 use datafusion::arrow::util::pretty;
@@ -40,14 +40,16 @@ use datafusion::logical_expr::SortExpr;
 use datafusion::parquet::basic::{BrotliLevel, Compression, GzipLevel, ZstdLevel};
 use datafusion::prelude::*;
 use futures::{StreamExt, TryStreamExt};
+use parking_lot::Mutex;
 use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
 use pyo3::pybacked::PyBackedStr;
 use pyo3::types::{PyCapsule, PyList, PyTuple, PyTupleMethods};
 use pyo3::PyErr;
 
-use crate::errors::{py_datafusion_err, PyDataFusionError};
-use crate::expr::sort_expr::to_sort_expressions;
+use crate::errors::{py_datafusion_err, PyDataFusionError, PyDataFusionResult};
+use crate::expr::sort_expr::{to_sort_expressions, PySortExpr};
+use crate::expr::PyExpr;
 use crate::physical_plan::PyExecutionPlan;
 use crate::record_batch::{poll_next_batch, PyRecordBatchStream};
 use crate::sql::logical::PyLogicalPlan;
@@ -55,12 +57,6 @@ use crate::table::{PyTable, TempViewTable};
 use crate::utils::{
     is_ipython_env, py_obj_to_scalar_value, spawn_future, validate_pycapsule, wait_for_future,
 };
-use crate::{
-    errors::PyDataFusionResult,
-    expr::{sort_expr::PySortExpr, PyExpr},
-};
-
-use parking_lot::Mutex;
 
 /// File-level static CStr for the Arrow array stream capsule name.
 static ARROW_ARRAY_STREAM_NAME: &CStr = cstr!("arrow_array_stream");
diff --git a/src/dataset.rs b/src/dataset.rs
index 0baf4da2a..6abe8ae3b 100644
--- a/src/dataset.rs
+++ b/src/dataset.rs
@@ -15,25 +15,22 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use datafusion::catalog::Session;
-use pyo3::exceptions::PyValueError;
-/// Implements a Datafusion TableProvider that delegates to a PyArrow Dataset
-/// This allows us to use PyArrow Datasets as Datafusion tables while pushing down projections and filters
-use pyo3::prelude::*;
-use pyo3::types::PyType;
-
 use std::any::Any;
 use std::sync::Arc;
 
 use async_trait::async_trait;
-
 use datafusion::arrow::datatypes::SchemaRef;
 use datafusion::arrow::pyarrow::PyArrowType;
+use datafusion::catalog::Session;
 use datafusion::datasource::{TableProvider, TableType};
 use datafusion::error::{DataFusionError, Result as DFResult};
-use datafusion::logical_expr::Expr;
-use datafusion::logical_expr::TableProviderFilterPushDown;
+use datafusion::logical_expr::{Expr, TableProviderFilterPushDown};
 use datafusion::physical_plan::ExecutionPlan;
+use pyo3::exceptions::PyValueError;
+/// Implements a Datafusion TableProvider that delegates to a PyArrow Dataset
+/// This allows us to use PyArrow Datasets as Datafusion tables while pushing down projections and filters
+use pyo3::prelude::*;
+use pyo3::types::PyType;
 
 use crate::dataset_exec::DatasetExec;
 use crate::pyarrow_filter_expression::PyArrowFilterExpression;
diff --git a/src/dataset_exec.rs b/src/dataset_exec.rs
index aab8d7566..a35951394 100644
--- a/src/dataset_exec.rs
+++ b/src/dataset_exec.rs
@@ -15,20 +15,11 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use datafusion::physical_plan::execution_plan::{Boundedness, EmissionType};
-/// Implements a Datafusion physical ExecutionPlan that delegates to a PyArrow Dataset
-/// This actually performs the projection, filtering and scanning of a Dataset
-use pyo3::prelude::*;
-use pyo3::types::{PyDict, PyIterator, PyList};
-
 use std::any::Any;
 use std::sync::Arc;
 
-use futures::{stream, TryStreamExt};
-
 use datafusion::arrow::datatypes::SchemaRef;
-use datafusion::arrow::error::ArrowError;
-use datafusion::arrow::error::Result as ArrowResult;
+use datafusion::arrow::error::{ArrowError, Result as ArrowResult};
 use datafusion::arrow::pyarrow::PyArrowType;
 use datafusion::arrow::record_batch::RecordBatch;
 use datafusion::error::{DataFusionError as InnerDataFusionError, Result as DFResult};
@@ -36,11 +27,17 @@ use datafusion::execution::context::TaskContext;
 use datafusion::logical_expr::utils::conjunction;
 use datafusion::logical_expr::Expr;
 use datafusion::physical_expr::{EquivalenceProperties, LexOrdering};
+use datafusion::physical_plan::execution_plan::{Boundedness, EmissionType};
 use datafusion::physical_plan::stream::RecordBatchStreamAdapter;
 use datafusion::physical_plan::{
     DisplayAs, DisplayFormatType, ExecutionPlan, ExecutionPlanProperties, Partitioning,
     SendableRecordBatchStream, Statistics,
 };
+use futures::{stream, TryStreamExt};
+/// Implements a Datafusion physical ExecutionPlan that delegates to a PyArrow Dataset
+/// This actually performs the projection, filtering and scanning of a Dataset
+use pyo3::prelude::*;
+use pyo3::types::{PyDict, PyIterator, PyList};
 
 use crate::errors::PyDataFusionResult;
 use crate::pyarrow_filter_expression::PyArrowFilterExpression;
diff --git a/src/errors.rs b/src/errors.rs
index d4f4f221d..fc079eb6c 100644
--- a/src/errors.rs
+++ b/src/errors.rs
@@ -22,7 +22,8 @@ use std::fmt::Debug;
 use datafusion::arrow::error::ArrowError;
 use datafusion::error::DataFusionError as InnerDataFusionError;
 use prost::EncodeError;
-use pyo3::{exceptions::PyException, PyErr};
+use pyo3::exceptions::PyException;
+use pyo3::PyErr;
 
 pub type PyDataFusionResult<T> = std::result::Result<T, PyDataFusionError>;
 
diff --git a/src/expr.rs b/src/expr.rs
index c9eddaa2d..78bee3d4a 100644
--- a/src/expr.rs
+++ b/src/expr.rs
@@ -15,27 +15,34 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use datafusion::logical_expr::expr::{AggregateFunctionParams, FieldMetadata};
-use datafusion::logical_expr::utils::exprlist_to_fields;
-use datafusion::logical_expr::{
-    lit_with_metadata, ExprFuncBuilder, ExprFunctionExt, LogicalPlan, WindowFunctionDefinition,
-};
-use pyo3::IntoPyObjectExt;
-use pyo3::{basic::CompareOp, prelude::*};
 use std::collections::HashMap;
 use std::convert::{From, Into};
 use std::sync::Arc;
-use window::PyWindowFrame;
 
 use datafusion::arrow::datatypes::{DataType, Field};
 use datafusion::arrow::pyarrow::PyArrowType;
 use datafusion::functions::core::expr_ext::FieldAccessor;
+use datafusion::logical_expr::expr::{
+    AggregateFunction, AggregateFunctionParams, FieldMetadata, InList, InSubquery, ScalarFunction,
+    WindowFunction,
+};
+use datafusion::logical_expr::utils::exprlist_to_fields;
 use datafusion::logical_expr::{
-    col,
-    expr::{AggregateFunction, InList, InSubquery, ScalarFunction, WindowFunction},
-    lit, Between, BinaryExpr, Case, Cast, Expr, Like, Operator, TryCast,
+    col, lit, lit_with_metadata, Between, BinaryExpr, Case, Cast, Expr, ExprFuncBuilder,
+    ExprFunctionExt, Like, LogicalPlan, Operator, TryCast, WindowFunctionDefinition,
 };
+use pyo3::basic::CompareOp;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+use window::PyWindowFrame;
 
+use self::alias::PyAlias;
+use self::bool_expr::{
+    PyIsFalse, PyIsNotFalse, PyIsNotNull, PyIsNotTrue, PyIsNotUnknown, PyIsNull, PyIsTrue,
+    PyIsUnknown, PyNegative, PyNot,
+};
+use self::like::{PyILike, PyLike, PySimilarTo};
+use self::scalar_variable::PyScalarVariable;
 use crate::common::data_type::{DataTypeMap, NullTreatment, PyScalarValue, RexType};
 use crate::errors::{py_runtime_err, py_type_err, py_unsupported_variant_err, PyDataFusionResult};
 use crate::expr::aggregate_expr::PyAggregateFunction;
@@ -46,14 +53,6 @@ use crate::functions::add_builder_fns_to_window;
 use crate::pyarrow_util::scalar_to_pyarrow;
 use crate::sql::logical::PyLogicalPlan;
 
-use self::alias::PyAlias;
-use self::bool_expr::{
-    PyIsFalse, PyIsNotFalse, PyIsNotNull, PyIsNotTrue, PyIsNotUnknown, PyIsNull, PyIsTrue,
-    PyIsUnknown, PyNegative, PyNot,
-};
-use self::like::{PyILike, PyLike, PySimilarTo};
-use self::scalar_variable::PyScalarVariable;
-
 pub mod aggregate;
 pub mod aggregate_expr;
 pub mod alias;
diff --git a/src/expr/aggregate.rs b/src/expr/aggregate.rs
index 4af7c755a..4cb41b26a 100644
--- a/src/expr/aggregate.rs
+++ b/src/expr/aggregate.rs
@@ -15,12 +15,14 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::common::DataFusionError;
 use datafusion::logical_expr::expr::{AggregateFunction, AggregateFunctionParams, Alias};
 use datafusion::logical_expr::logical_plan::Aggregate;
 use datafusion::logical_expr::Expr;
-use pyo3::{prelude::*, IntoPyObjectExt};
-use std::fmt::{self, Display, Formatter};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/aggregate_expr.rs b/src/expr/aggregate_expr.rs
index 72ba0638f..d3b695a27 100644
--- a/src/expr/aggregate_expr.rs
+++ b/src/expr/aggregate_expr.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::expr::PyExpr;
+use std::fmt::{Display, Formatter};
+
 use datafusion::logical_expr::expr::AggregateFunction;
 use pyo3::prelude::*;
-use std::fmt::{Display, Formatter};
+
+use crate::expr::PyExpr;
 
 #[pyclass(
     frozen,
diff --git a/src/expr/alias.rs b/src/expr/alias.rs
index 588c00fdf..c6d486284 100644
--- a/src/expr/alias.rs
+++ b/src/expr/alias.rs
@@ -15,11 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::expr::PyExpr;
-use pyo3::prelude::*;
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::expr::Alias;
+use pyo3::prelude::*;
+
+use crate::expr::PyExpr;
 
 #[pyclass(frozen, name = "Alias", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/analyze.rs b/src/expr/analyze.rs
index c7caeebc8..05ec8dc22 100644
--- a/src/expr/analyze.rs
+++ b/src/expr/analyze.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use datafusion::logical_expr::logical_plan::Analyze;
-use pyo3::{prelude::*, IntoPyObjectExt};
 use std::fmt::{self, Display, Formatter};
 
+use datafusion::logical_expr::logical_plan::Analyze;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/between.rs b/src/expr/between.rs
index 1f61599a3..4f0b34add 100644
--- a/src/expr/between.rs
+++ b/src/expr/between.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::expr::PyExpr;
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::logical_expr::expr::Between;
 use pyo3::prelude::*;
-use std::fmt::{self, Display, Formatter};
+
+use crate::expr::PyExpr;
 
 #[pyclass(frozen, name = "Between", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/binary_expr.rs b/src/expr/binary_expr.rs
index 94379583c..f67a08c7c 100644
--- a/src/expr/binary_expr.rs
+++ b/src/expr/binary_expr.rs
@@ -15,10 +15,11 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::expr::PyExpr;
 use datafusion::logical_expr::BinaryExpr;
 use pyo3::prelude::*;
 
+use crate::expr::PyExpr;
+
 #[pyclass(frozen, name = "BinaryExpr", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
 pub struct PyBinaryExpr {
diff --git a/src/expr/bool_expr.rs b/src/expr/bool_expr.rs
index 0d2b051e6..abd259409 100644
--- a/src/expr/bool_expr.rs
+++ b/src/expr/bool_expr.rs
@@ -15,9 +15,10 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::logical_expr::Expr;
 use pyo3::prelude::*;
-use std::fmt::{self, Display, Formatter};
 
 use super::PyExpr;
 
diff --git a/src/expr/case.rs b/src/expr/case.rs
index 1a7369826..b49c19081 100644
--- a/src/expr/case.rs
+++ b/src/expr/case.rs
@@ -15,10 +15,11 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::expr::PyExpr;
 use datafusion::logical_expr::Case;
 use pyo3::prelude::*;
 
+use crate::expr::PyExpr;
+
 #[pyclass(frozen, name = "Case", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
 pub struct PyCase {
diff --git a/src/expr/cast.rs b/src/expr/cast.rs
index 03e2b8476..1aca9ea95 100644
--- a/src/expr/cast.rs
+++ b/src/expr/cast.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::{common::data_type::PyDataType, expr::PyExpr};
 use datafusion::logical_expr::{Cast, TryCast};
 use pyo3::prelude::*;
 
+use crate::common::data_type::PyDataType;
+use crate::expr::PyExpr;
+
 #[pyclass(frozen, name = "Cast", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
 pub struct PyCast {
diff --git a/src/expr/conditional_expr.rs b/src/expr/conditional_expr.rs
index 21f538ba0..da6102dbf 100644
--- a/src/expr/conditional_expr.rs
+++ b/src/expr/conditional_expr.rs
@@ -15,11 +15,13 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::{errors::PyDataFusionResult, expr::PyExpr};
 use datafusion::logical_expr::conditional_expressions::CaseBuilder;
 use datafusion::prelude::Expr;
 use pyo3::prelude::*;
 
+use crate::errors::PyDataFusionResult;
+use crate::expr::PyExpr;
+
 // TODO(tsaucer) replace this all with CaseBuilder after it implements Clone
 #[derive(Clone, Debug)]
 #[pyclass(name = "CaseBuilder", module = "datafusion.expr", subclass, frozen)]
diff --git a/src/expr/copy_to.rs b/src/expr/copy_to.rs
index 422ab77f4..0b874e37d 100644
--- a/src/expr/copy_to.rs
+++ b/src/expr/copy_to.rs
@@ -15,18 +15,17 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use std::{
-    collections::HashMap,
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::collections::HashMap;
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
-use datafusion::{common::file_options::file_type::FileType, logical_expr::dml::CopyTo};
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::sql::logical::PyLogicalPlan;
+use datafusion::common::file_options::file_type::FileType;
+use datafusion::logical_expr::dml::CopyTo;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "CopyTo", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/create_catalog.rs b/src/expr/create_catalog.rs
index 361387894..400246a82 100644
--- a/src/expr/create_catalog.rs
+++ b/src/expr/create_catalog.rs
@@ -15,17 +15,16 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use std::{
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
 use datafusion::logical_expr::CreateCatalog;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::{common::df_schema::PyDFSchema, sql::logical::PyLogicalPlan};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::common::df_schema::PyDFSchema;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "CreateCatalog", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/create_catalog_schema.rs b/src/expr/create_catalog_schema.rs
index cb3be2d30..641e2116d 100644
--- a/src/expr/create_catalog_schema.rs
+++ b/src/expr/create_catalog_schema.rs
@@ -15,17 +15,16 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use std::{
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
 use datafusion::logical_expr::CreateCatalogSchema;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::{common::df_schema::PyDFSchema, sql::logical::PyLogicalPlan};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::common::df_schema::PyDFSchema;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
     frozen,
diff --git a/src/expr/create_external_table.rs b/src/expr/create_external_table.rs
index 920d0d613..1bd37b376 100644
--- a/src/expr/create_external_table.rs
+++ b/src/expr/create_external_table.rs
@@ -15,19 +15,20 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::{common::schema::PyConstraints, expr::PyExpr, sql::logical::PyLogicalPlan};
-use std::{
-    collections::HashMap,
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::collections::HashMap;
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
 use datafusion::logical_expr::CreateExternalTable;
-use pyo3::{prelude::*, IntoPyObjectExt};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
+use super::logical_node::LogicalNode;
+use super::sort_expr::PySortExpr;
 use crate::common::df_schema::PyDFSchema;
-
-use super::{logical_node::LogicalNode, sort_expr::PySortExpr};
+use crate::common::schema::PyConstraints;
+use crate::expr::PyExpr;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
     frozen,
diff --git a/src/expr/create_function.rs b/src/expr/create_function.rs
index 1b663b466..2a35635c2 100644
--- a/src/expr/create_function.rs
+++ b/src/expr/create_function.rs
@@ -15,19 +15,19 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use std::{
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
 use datafusion::logical_expr::{
     CreateFunction, CreateFunctionBody, OperateFunctionArg, Volatility,
 };
-use pyo3::{prelude::*, IntoPyObjectExt};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
 use super::PyExpr;
-use crate::common::{data_type::PyDataType, df_schema::PyDFSchema};
+use crate::common::data_type::PyDataType;
+use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "CreateFunction", module = "datafusion.expr", subclass)]
diff --git a/src/expr/create_index.rs b/src/expr/create_index.rs
index 7b68df305..5c378332c 100644
--- a/src/expr/create_index.rs
+++ b/src/expr/create_index.rs
@@ -15,17 +15,17 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use std::{
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
 use datafusion::logical_expr::CreateIndex;
-use pyo3::{prelude::*, IntoPyObjectExt};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
-use crate::{common::df_schema::PyDFSchema, sql::logical::PyLogicalPlan};
-
-use super::{logical_node::LogicalNode, sort_expr::PySortExpr};
+use super::logical_node::LogicalNode;
+use super::sort_expr::PySortExpr;
+use crate::common::df_schema::PyDFSchema;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "CreateIndex", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/create_memory_table.rs b/src/expr/create_memory_table.rs
index 15aaa810b..7759eb420 100644
--- a/src/expr/create_memory_table.rs
+++ b/src/expr/create_memory_table.rs
@@ -18,11 +18,11 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::CreateMemoryTable;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::sql::logical::PyLogicalPlan;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
     frozen,
diff --git a/src/expr/create_view.rs b/src/expr/create_view.rs
index 49b3b6199..16faaf9d5 100644
--- a/src/expr/create_view.rs
+++ b/src/expr/create_view.rs
@@ -18,11 +18,12 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::{CreateView, DdlStatement, LogicalPlan};
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::{errors::py_type_err, sql::logical::PyLogicalPlan};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::errors::py_type_err;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "CreateView", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/describe_table.rs b/src/expr/describe_table.rs
index 315026fef..9b139ed3b 100644
--- a/src/expr/describe_table.rs
+++ b/src/expr/describe_table.rs
@@ -15,18 +15,18 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use std::{
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
-use arrow::{datatypes::Schema, pyarrow::PyArrowType};
+use arrow::datatypes::Schema;
+use arrow::pyarrow::PyArrowType;
 use datafusion::logical_expr::DescribeTable;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::{common::df_schema::PyDFSchema, sql::logical::PyLogicalPlan};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::common::df_schema::PyDFSchema;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "DescribeTable", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/distinct.rs b/src/expr/distinct.rs
index 5770b849d..1505ec3e6 100644
--- a/src/expr/distinct.rs
+++ b/src/expr/distinct.rs
@@ -18,11 +18,11 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::Distinct;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::sql::logical::PyLogicalPlan;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "Distinct", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/dml.rs b/src/expr/dml.rs
index 4437a9de9..091dcbc18 100644
--- a/src/expr/dml.rs
+++ b/src/expr/dml.rs
@@ -17,12 +17,13 @@
 
 use datafusion::logical_expr::dml::InsertOp;
 use datafusion::logical_expr::{DmlStatement, WriteOp};
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::common::schema::PyTableSource;
-use crate::{common::df_schema::PyDFSchema, sql::logical::PyLogicalPlan};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::common::df_schema::PyDFSchema;
+use crate::common::schema::PyTableSource;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "DmlStatement", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/drop_catalog_schema.rs b/src/expr/drop_catalog_schema.rs
index 7008bcd24..db6041a1b 100644
--- a/src/expr/drop_catalog_schema.rs
+++ b/src/expr/drop_catalog_schema.rs
@@ -15,17 +15,18 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use std::{
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
-use datafusion::{common::SchemaReference, logical_expr::DropCatalogSchema, sql::TableReference};
-use pyo3::{exceptions::PyValueError, prelude::*, IntoPyObjectExt};
-
-use crate::common::df_schema::PyDFSchema;
+use datafusion::common::SchemaReference;
+use datafusion::logical_expr::DropCatalogSchema;
+use datafusion::sql::TableReference;
+use pyo3::exceptions::PyValueError;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
diff --git a/src/expr/drop_function.rs b/src/expr/drop_function.rs
index 42ad3e1fe..070d15783 100644
--- a/src/expr/drop_function.rs
+++ b/src/expr/drop_function.rs
@@ -15,13 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use std::{
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
 use datafusion::logical_expr::DropFunction;
-use pyo3::{prelude::*, IntoPyObjectExt};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/drop_table.rs b/src/expr/drop_table.rs
index 6ff4f01c4..ffb56e4ed 100644
--- a/src/expr/drop_table.rs
+++ b/src/expr/drop_table.rs
@@ -18,11 +18,11 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::logical_plan::DropTable;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::sql::logical::PyLogicalPlan;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "DropTable", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/drop_view.rs b/src/expr/drop_view.rs
index b2aff4e9b..9d72f2077 100644
--- a/src/expr/drop_view.rs
+++ b/src/expr/drop_view.rs
@@ -15,17 +15,15 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use std::{
-    fmt::{self, Display, Formatter},
-    sync::Arc,
-};
+use std::fmt::{self, Display, Formatter};
+use std::sync::Arc;
 
 use datafusion::logical_expr::DropView;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::common::df_schema::PyDFSchema;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "DropView", module = "datafusion.expr", subclass)]
diff --git a/src/expr/empty_relation.rs b/src/expr/empty_relation.rs
index 797a8c02d..35c3fa79b 100644
--- a/src/expr/empty_relation.rs
+++ b/src/expr/empty_relation.rs
@@ -15,12 +15,15 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::{common::df_schema::PyDFSchema, sql::logical::PyLogicalPlan};
-use datafusion::logical_expr::EmptyRelation;
-use pyo3::{prelude::*, IntoPyObjectExt};
 use std::fmt::{self, Display, Formatter};
 
+use datafusion::logical_expr::EmptyRelation;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+
 use super::logical_node::LogicalNode;
+use crate::common::df_schema::PyDFSchema;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "EmptyRelation", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/explain.rs b/src/expr/explain.rs
index 71b7b2c13..c6884e98a 100644
--- a/src/expr/explain.rs
+++ b/src/expr/explain.rs
@@ -17,12 +17,15 @@
 
 use std::fmt::{self, Display, Formatter};
 
-use datafusion::logical_expr::{logical_plan::Explain, LogicalPlan};
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::{common::df_schema::PyDFSchema, errors::py_type_err, sql::logical::PyLogicalPlan};
+use datafusion::logical_expr::logical_plan::Explain;
+use datafusion::logical_expr::LogicalPlan;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::common::df_schema::PyDFSchema;
+use crate::errors::py_type_err;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "Explain", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/extension.rs b/src/expr/extension.rs
index 7d913ff8c..b4c688bd0 100644
--- a/src/expr/extension.rs
+++ b/src/expr/extension.rs
@@ -16,11 +16,11 @@
 // under the License.
 
 use datafusion::logical_expr::Extension;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::sql::logical::PyLogicalPlan;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "Extension", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/filter.rs b/src/expr/filter.rs
index 76338d139..25a1e76b3 100644
--- a/src/expr/filter.rs
+++ b/src/expr/filter.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use datafusion::logical_expr::logical_plan::Filter;
-use pyo3::{prelude::*, IntoPyObjectExt};
 use std::fmt::{self, Display, Formatter};
 
+use datafusion::logical_expr::logical_plan::Filter;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
 use crate::expr::PyExpr;
diff --git a/src/expr/in_list.rs b/src/expr/in_list.rs
index e2e6d7832..128c3f4c2 100644
--- a/src/expr/in_list.rs
+++ b/src/expr/in_list.rs
@@ -15,10 +15,11 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::expr::PyExpr;
 use datafusion::logical_expr::expr::InList;
 use pyo3::prelude::*;
 
+use crate::expr::PyExpr;
+
 #[pyclass(frozen, name = "InList", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
 pub struct PyInList {
diff --git a/src/expr/in_subquery.rs b/src/expr/in_subquery.rs
index 6d4a38e49..5cff86c06 100644
--- a/src/expr/in_subquery.rs
+++ b/src/expr/in_subquery.rs
@@ -18,7 +18,8 @@
 use datafusion::logical_expr::expr::InSubquery;
 use pyo3::prelude::*;
 
-use super::{subquery::PySubquery, PyExpr};
+use super::subquery::PySubquery;
+use super::PyExpr;
 
 #[pyclass(frozen, name = "InSubquery", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/join.rs b/src/expr/join.rs
index 3fde874d5..82cc2a607 100644
--- a/src/expr/join.rs
+++ b/src/expr/join.rs
@@ -15,13 +15,16 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::common::NullEquality;
 use datafusion::logical_expr::logical_plan::{Join, JoinConstraint, JoinType};
-use pyo3::{prelude::*, IntoPyObjectExt};
-use std::fmt::{self, Display, Formatter};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use crate::common::df_schema::PyDFSchema;
-use crate::expr::{logical_node::LogicalNode, PyExpr};
+use crate::expr::logical_node::LogicalNode;
+use crate::expr::PyExpr;
 use crate::sql::logical::PyLogicalPlan;
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash)]
diff --git a/src/expr/like.rs b/src/expr/like.rs
index 0a36dcd92..94860bd6c 100644
--- a/src/expr/like.rs
+++ b/src/expr/like.rs
@@ -15,9 +15,10 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::logical_expr::expr::Like;
 use pyo3::prelude::*;
-use std::fmt::{self, Display, Formatter};
 
 use crate::expr::PyExpr;
 
diff --git a/src/expr/limit.rs b/src/expr/limit.rs
index cf6971fb3..9318eff97 100644
--- a/src/expr/limit.rs
+++ b/src/expr/limit.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use datafusion::logical_expr::logical_plan::Limit;
-use pyo3::{prelude::*, IntoPyObjectExt};
 use std::fmt::{self, Display, Formatter};
 
+use datafusion::logical_expr::logical_plan::Limit;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/literal.rs b/src/expr/literal.rs
index 8a589b55a..3e8e229f9 100644
--- a/src/expr/literal.rs
+++ b/src/expr/literal.rs
@@ -15,9 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use datafusion::common::ScalarValue;
+use datafusion::logical_expr::expr::FieldMetadata;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+
 use crate::errors::PyDataFusionError;
-use datafusion::{common::ScalarValue, logical_expr::expr::FieldMetadata};
-use pyo3::{prelude::*, IntoPyObjectExt};
 
 #[pyclass(name = "Literal", module = "datafusion.expr", subclass, frozen)]
 #[derive(Clone)]
diff --git a/src/expr/projection.rs b/src/expr/projection.rs
index b2d5db79b..bd21418a2 100644
--- a/src/expr/projection.rs
+++ b/src/expr/projection.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::logical_expr::logical_plan::Projection;
 use datafusion::logical_expr::Expr;
-use pyo3::{prelude::*, IntoPyObjectExt};
-use std::fmt::{self, Display, Formatter};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
diff --git a/src/expr/recursive_query.rs b/src/expr/recursive_query.rs
index fe047315e..0e1171ea9 100644
--- a/src/expr/recursive_query.rs
+++ b/src/expr/recursive_query.rs
@@ -18,11 +18,11 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::RecursiveQuery;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::sql::logical::PyLogicalPlan;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "RecursiveQuery", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/repartition.rs b/src/expr/repartition.rs
index ee6d1dc45..0b3cc4b2b 100644
--- a/src/expr/repartition.rs
+++ b/src/expr/repartition.rs
@@ -17,12 +17,15 @@
 
 use std::fmt::{self, Display, Formatter};
 
-use datafusion::logical_expr::{logical_plan::Repartition, Expr, Partitioning};
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::{errors::py_type_err, sql::logical::PyLogicalPlan};
-
-use super::{logical_node::LogicalNode, PyExpr};
+use datafusion::logical_expr::logical_plan::Repartition;
+use datafusion::logical_expr::{Expr, Partitioning};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+
+use super::logical_node::LogicalNode;
+use super::PyExpr;
+use crate::errors::py_type_err;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "Repartition", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/sort.rs b/src/expr/sort.rs
index d5ea07fdd..8914c8f93 100644
--- a/src/expr/sort.rs
+++ b/src/expr/sort.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::common::DataFusionError;
 use datafusion::logical_expr::logical_plan::Sort;
-use pyo3::{prelude::*, IntoPyObjectExt};
-use std::fmt::{self, Display, Formatter};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
diff --git a/src/expr/sort_expr.rs b/src/expr/sort_expr.rs
index 3f279027e..23c066156 100644
--- a/src/expr/sort_expr.rs
+++ b/src/expr/sort_expr.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::expr::PyExpr;
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::logical_expr::SortExpr;
 use pyo3::prelude::*;
-use std::fmt::{self, Display, Formatter};
+
+use crate::expr::PyExpr;
 
 #[pyclass(frozen, name = "SortExpr", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/statement.rs b/src/expr/statement.rs
index 1ea4f9f7f..47f5c4337 100644
--- a/src/expr/statement.rs
+++ b/src/expr/statement.rs
@@ -19,11 +19,13 @@ use datafusion::logical_expr::{
     Deallocate, Execute, Prepare, SetVariable, TransactionAccessMode, TransactionConclusion,
     TransactionEnd, TransactionIsolationLevel, TransactionStart,
 };
-use pyo3::{prelude::*, IntoPyObjectExt};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
-use crate::{common::data_type::PyDataType, sql::logical::PyLogicalPlan};
-
-use super::{logical_node::LogicalNode, PyExpr};
+use super::logical_node::LogicalNode;
+use super::PyExpr;
+use crate::common::data_type::PyDataType;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
     frozen,
diff --git a/src/expr/subquery.rs b/src/expr/subquery.rs
index 785cf7d1a..94c2583ba 100644
--- a/src/expr/subquery.rs
+++ b/src/expr/subquery.rs
@@ -18,11 +18,11 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::Subquery;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::sql::logical::PyLogicalPlan;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "Subquery", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/subquery_alias.rs b/src/expr/subquery_alias.rs
index ab1229bfe..9bf1c9c51 100644
--- a/src/expr/subquery_alias.rs
+++ b/src/expr/subquery_alias.rs
@@ -18,11 +18,12 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::SubqueryAlias;
-use pyo3::{prelude::*, IntoPyObjectExt};
-
-use crate::{common::df_schema::PyDFSchema, sql::logical::PyLogicalPlan};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
+use crate::common::df_schema::PyDFSchema;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "SubqueryAlias", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/table_scan.rs b/src/expr/table_scan.rs
index 34a140df3..bbf225f4c 100644
--- a/src/expr/table_scan.rs
+++ b/src/expr/table_scan.rs
@@ -15,14 +15,17 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::common::TableReference;
 use datafusion::logical_expr::logical_plan::TableScan;
-use pyo3::{prelude::*, IntoPyObjectExt};
-use std::fmt::{self, Display, Formatter};
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
+use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
+use crate::expr::PyExpr;
 use crate::sql::logical::PyLogicalPlan;
-use crate::{common::df_schema::PyDFSchema, expr::PyExpr};
 
 #[pyclass(frozen, name = "TableScan", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/union.rs b/src/expr/union.rs
index b7b589650..c74d170aa 100644
--- a/src/expr/union.rs
+++ b/src/expr/union.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use datafusion::logical_expr::logical_plan::Union;
-use pyo3::{prelude::*, IntoPyObjectExt};
 use std::fmt::{self, Display, Formatter};
 
+use datafusion::logical_expr::logical_plan::Union;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/unnest.rs b/src/expr/unnest.rs
index 7ed7919b1..7e68c15f4 100644
--- a/src/expr/unnest.rs
+++ b/src/expr/unnest.rs
@@ -15,10 +15,12 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use datafusion::logical_expr::logical_plan::Unnest;
-use pyo3::{prelude::*, IntoPyObjectExt};
 use std::fmt::{self, Display, Formatter};
 
+use datafusion::logical_expr::logical_plan::Unnest;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/unnest_expr.rs b/src/expr/unnest_expr.rs
index 2cdf46a59..dc6c4cb50 100644
--- a/src/expr/unnest_expr.rs
+++ b/src/expr/unnest_expr.rs
@@ -15,9 +15,10 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::fmt::{self, Display, Formatter};
+
 use datafusion::logical_expr::expr::Unnest;
 use pyo3::prelude::*;
-use std::fmt::{self, Display, Formatter};
 
 use super::PyExpr;
 
diff --git a/src/expr/values.rs b/src/expr/values.rs
index 63d94ce00..7ae7350fc 100644
--- a/src/expr/values.rs
+++ b/src/expr/values.rs
@@ -18,12 +18,13 @@
 use std::sync::Arc;
 
 use datafusion::logical_expr::Values;
-use pyo3::{prelude::*, IntoPyObjectExt};
-use pyo3::{pyclass, PyErr, PyResult, Python};
+use pyo3::prelude::*;
+use pyo3::{pyclass, IntoPyObjectExt, PyErr, PyResult, Python};
 
-use crate::{common::df_schema::PyDFSchema, sql::logical::PyLogicalPlan};
-
-use super::{logical_node::LogicalNode, PyExpr};
+use super::logical_node::LogicalNode;
+use super::PyExpr;
+use crate::common::df_schema::PyDFSchema;
+use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "Values", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/window.rs b/src/expr/window.rs
index 2723007ec..b93e813c4 100644
--- a/src/expr/window.rs
+++ b/src/expr/window.rs
@@ -15,6 +15,15 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::fmt::{self, Display, Formatter};
+
+use datafusion::common::{DataFusionError, ScalarValue};
+use datafusion::logical_expr::{Expr, Window, WindowFrame, WindowFrameBound, WindowFrameUnits};
+use pyo3::exceptions::PyNotImplementedError;
+use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
+
+use super::py_expr_list;
 use crate::common::data_type::PyScalarValue;
 use crate::common::df_schema::PyDFSchema;
 use crate::errors::{py_type_err, PyDataFusionResult};
@@ -22,13 +31,6 @@ use crate::expr::logical_node::LogicalNode;
 use crate::expr::sort_expr::{py_sort_expr_list, PySortExpr};
 use crate::expr::PyExpr;
 use crate::sql::logical::PyLogicalPlan;
-use datafusion::common::{DataFusionError, ScalarValue};
-use datafusion::logical_expr::{Expr, Window, WindowFrame, WindowFrameBound, WindowFrameUnits};
-use pyo3::exceptions::PyNotImplementedError;
-use pyo3::{prelude::*, IntoPyObjectExt};
-use std::fmt::{self, Display, Formatter};
-
-use super::py_expr_list;
 
 #[pyclass(frozen, name = "WindowExpr", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/functions.rs b/src/functions.rs
index 5956b67cf..38f54d1ff 100644
--- a/src/functions.rs
+++ b/src/functions.rs
@@ -17,32 +17,24 @@
 
 use std::collections::HashMap;
 
+use datafusion::common::{Column, ScalarValue, TableReference};
+use datafusion::execution::FunctionRegistry;
 use datafusion::functions_aggregate::all_default_aggregate_functions;
 use datafusion::functions_window::all_default_window_functions;
-use datafusion::logical_expr::expr::FieldMetadata;
-use datafusion::logical_expr::expr::WindowFunctionParams;
-use datafusion::logical_expr::ExprFunctionExt;
-use datafusion::logical_expr::WindowFrame;
-use pyo3::{prelude::*, wrap_pyfunction};
-
-use crate::common::data_type::NullTreatment;
-use crate::common::data_type::PyScalarValue;
+use datafusion::logical_expr::expr::{Alias, FieldMetadata, WindowFunction, WindowFunctionParams};
+use datafusion::logical_expr::sqlparser::ast::NullTreatment as DFNullTreatment;
+use datafusion::logical_expr::{lit, Expr, ExprFunctionExt, WindowFrame, WindowFunctionDefinition};
+use datafusion::{functions, functions_aggregate, functions_window};
+use pyo3::prelude::*;
+use pyo3::wrap_pyfunction;
+
+use crate::common::data_type::{NullTreatment, PyScalarValue};
 use crate::context::PySessionContext;
-use crate::errors::PyDataFusionError;
-use crate::errors::PyDataFusionResult;
+use crate::errors::{PyDataFusionError, PyDataFusionResult};
 use crate::expr::conditional_expr::PyCaseBuilder;
-use crate::expr::sort_expr::to_sort_expressions;
-use crate::expr::sort_expr::PySortExpr;
+use crate::expr::sort_expr::{to_sort_expressions, PySortExpr};
 use crate::expr::window::PyWindowFrame;
 use crate::expr::PyExpr;
-use datafusion::common::{Column, ScalarValue, TableReference};
-use datafusion::execution::FunctionRegistry;
-use datafusion::functions;
-use datafusion::functions_aggregate;
-use datafusion::functions_window;
-use datafusion::logical_expr::expr::Alias;
-use datafusion::logical_expr::sqlparser::ast::NullTreatment as DFNullTreatment;
-use datafusion::logical_expr::{expr::WindowFunction, lit, Expr, WindowFunctionDefinition};
 
 fn add_builder_fns_to_aggregate(
     agg_fn: Expr,
diff --git a/src/lib.rs b/src/lib.rs
index 4f816d887..9483a5252 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -15,19 +15,16 @@
 // specific language governing permissions and limitations
 // under the License.
 
-#[cfg(feature = "mimalloc")]
-use mimalloc::MiMalloc;
-use pyo3::prelude::*;
-
 // Re-export Apache Arrow DataFusion dependencies
 pub use datafusion;
-pub use datafusion::common as datafusion_common;
-pub use datafusion::logical_expr as datafusion_expr;
-pub use datafusion::optimizer;
-pub use datafusion::sql as datafusion_sql;
-
+pub use datafusion::{
+    common as datafusion_common, logical_expr as datafusion_expr, optimizer, sql as datafusion_sql,
+};
 #[cfg(feature = "substrait")]
 pub use datafusion_substrait;
+#[cfg(feature = "mimalloc")]
+use mimalloc::MiMalloc;
+use pyo3::prelude::*;
 
 #[allow(clippy::borrow_deref_ref)]
 pub mod catalog;
diff --git a/src/physical_plan.rs b/src/physical_plan.rs
index 4994b0114..62ec5e881 100644
--- a/src/physical_plan.rs
+++ b/src/physical_plan.rs
@@ -15,14 +15,17 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::sync::Arc;
+
 use datafusion::physical_plan::{displayable, ExecutionPlan, ExecutionPlanProperties};
 use datafusion_proto::physical_plan::{AsExecutionPlan, DefaultPhysicalExtensionCodec};
 use prost::Message;
-use std::sync::Arc;
-
-use pyo3::{exceptions::PyRuntimeError, prelude::*, types::PyBytes};
+use pyo3::exceptions::PyRuntimeError;
+use pyo3::prelude::*;
+use pyo3::types::PyBytes;
 
-use crate::{context::PySessionContext, errors::PyDataFusionResult};
+use crate::context::PySessionContext;
+use crate::errors::PyDataFusionResult;
 
 #[pyclass(frozen, name = "ExecutionPlan", module = "datafusion", subclass)]
 #[derive(Debug, Clone)]
diff --git a/src/pyarrow_filter_expression.rs b/src/pyarrow_filter_expression.rs
index 7fbb1dc2a..db6146955 100644
--- a/src/pyarrow_filter_expression.rs
+++ b/src/pyarrow_filter_expression.rs
@@ -15,14 +15,14 @@
 // specific language governing permissions and limitations
 // under the License.
 
-/// Converts a Datafusion logical plan expression (Expr) into a PyArrow compute expression
-use pyo3::{prelude::*, IntoPyObjectExt};
-
 use std::convert::TryFrom;
 use std::result::Result;
 
 use datafusion::common::{Column, ScalarValue};
-use datafusion::logical_expr::{expr::InList, Between, BinaryExpr, Expr, Operator};
+use datafusion::logical_expr::expr::InList;
+use datafusion::logical_expr::{Between, BinaryExpr, Expr, Operator};
+/// Converts a Datafusion logical plan expression (Expr) into a PyArrow compute expression
+use pyo3::{prelude::*, IntoPyObjectExt};
 
 use crate::errors::{PyDataFusionError, PyDataFusionResult};
 use crate::pyarrow_util::scalar_to_pyarrow;
diff --git a/src/record_batch.rs b/src/record_batch.rs
index 00d023b73..8c1933a1c 100644
--- a/src/record_batch.rs
+++ b/src/record_batch.rs
@@ -17,8 +17,6 @@
 
 use std::sync::Arc;
 
-use crate::errors::PyDataFusionError;
-use crate::utils::wait_for_future;
 use datafusion::arrow::pyarrow::ToPyArrow;
 use datafusion::arrow::record_batch::RecordBatch;
 use datafusion::physical_plan::SendableRecordBatchStream;
@@ -28,6 +26,9 @@ use pyo3::prelude::*;
 use pyo3::{pyclass, pymethods, PyObject, PyResult, Python};
 use tokio::sync::Mutex;
 
+use crate::errors::PyDataFusionError;
+use crate::utils::wait_for_future;
+
 #[pyclass(name = "RecordBatch", module = "datafusion", subclass, frozen)]
 pub struct PyRecordBatch {
     batch: RecordBatch,
diff --git a/src/sql/logical.rs b/src/sql/logical.rs
index 47ea39fdc..86373fc7c 100644
--- a/src/sql/logical.rs
+++ b/src/sql/logical.rs
@@ -17,6 +17,13 @@
 
 use std::sync::Arc;
 
+use datafusion::logical_expr::{DdlStatement, LogicalPlan, Statement};
+use datafusion_proto::logical_plan::{AsLogicalPlan, DefaultLogicalExtensionCodec};
+use prost::Message;
+use pyo3::exceptions::PyRuntimeError;
+use pyo3::prelude::*;
+use pyo3::types::PyBytes;
+
 use crate::context::PySessionContext;
 use crate::errors::PyDataFusionResult;
 use crate::expr::aggregate::PyAggregate;
@@ -42,6 +49,7 @@ use crate::expr::extension::PyExtension;
 use crate::expr::filter::PyFilter;
 use crate::expr::join::PyJoin;
 use crate::expr::limit::PyLimit;
+use crate::expr::logical_node::LogicalNode;
 use crate::expr::projection::PyProjection;
 use crate::expr::recursive_query::PyRecursiveQuery;
 use crate::expr::repartition::PyRepartition;
@@ -56,12 +64,6 @@ use crate::expr::union::PyUnion;
 use crate::expr::unnest::PyUnnest;
 use crate::expr::values::PyValues;
 use crate::expr::window::PyWindowExpr;
-use datafusion::logical_expr::{DdlStatement, LogicalPlan, Statement};
-use datafusion_proto::logical_plan::{AsLogicalPlan, DefaultLogicalExtensionCodec};
-use prost::Message;
-use pyo3::{exceptions::PyRuntimeError, prelude::*, types::PyBytes};
-
-use crate::expr::logical_node::LogicalNode;
 
 #[pyclass(frozen, name = "LogicalPlan", module = "datafusion", subclass)]
 #[derive(Debug, Clone)]
diff --git a/src/store.rs b/src/store.rs
index 08702e903..dcbcbd325 100644
--- a/src/store.rs
+++ b/src/store.rs
@@ -17,14 +17,13 @@
 
 use std::sync::Arc;
 
-use pyo3::prelude::*;
-
 use object_store::aws::{AmazonS3, AmazonS3Builder};
 use object_store::azure::{MicrosoftAzure, MicrosoftAzureBuilder};
 use object_store::gcp::{GoogleCloudStorage, GoogleCloudStorageBuilder};
 use object_store::http::{HttpBuilder, HttpStore};
 use object_store::local::LocalFileSystem;
 use pyo3::exceptions::PyValueError;
+use pyo3::prelude::*;
 use url::Url;
 
 #[derive(FromPyObject)]
diff --git a/src/substrait.rs b/src/substrait.rs
index 291892cf8..0e0305cfe 100644
--- a/src/substrait.rs
+++ b/src/substrait.rs
@@ -15,18 +15,18 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use pyo3::{prelude::*, types::PyBytes};
+use datafusion_substrait::logical_plan::{consumer, producer};
+use datafusion_substrait::serializer;
+use datafusion_substrait::substrait::proto::Plan;
+use prost::Message;
+use pyo3::prelude::*;
+use pyo3::types::PyBytes;
 
 use crate::context::PySessionContext;
 use crate::errors::{py_datafusion_err, PyDataFusionError, PyDataFusionResult};
 use crate::sql::logical::PyLogicalPlan;
 use crate::utils::wait_for_future;
 
-use datafusion_substrait::logical_plan::{consumer, producer};
-use datafusion_substrait::serializer;
-use datafusion_substrait::substrait::proto::Plan;
-use prost::Message;
-
 #[pyclass(frozen, name = "Plan", module = "datafusion.substrait", subclass)]
 #[derive(Debug, Clone)]
 pub struct PyPlan {
diff --git a/src/table.rs b/src/table.rs
index fdca4d3e6..1e8542134 100644
--- a/src/table.rs
+++ b/src/table.rs
@@ -15,9 +15,9 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::dataframe::PyDataFrame;
-use crate::dataset::Dataset;
-use crate::utils::table_provider_from_pycapsule;
+use std::any::Any;
+use std::sync::Arc;
+
 use arrow::datatypes::SchemaRef;
 use arrow::pyarrow::ToPyArrow;
 use async_trait::async_trait;
@@ -28,8 +28,10 @@ use datafusion::logical_expr::{Expr, LogicalPlanBuilder, TableProviderFilterPush
 use datafusion::physical_plan::ExecutionPlan;
 use datafusion::prelude::DataFrame;
 use pyo3::prelude::*;
-use std::any::Any;
-use std::sync::Arc;
+
+use crate::dataframe::PyDataFrame;
+use crate::dataset::Dataset;
+use crate::utils::table_provider_from_pycapsule;
 
 /// This struct is used as a common method for all TableProviders,
 /// whether they refer to an FFI provider, an internally known
diff --git a/src/udaf.rs b/src/udaf.rs
index e48e35f8d..b3d497557 100644
--- a/src/udaf.rs
+++ b/src/udaf.rs
@@ -17,12 +17,6 @@
 
 use std::sync::Arc;
 
-use pyo3::{prelude::*, types::PyTuple};
-
-use crate::common::data_type::PyScalarValue;
-use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionResult};
-use crate::expr::PyExpr;
-use crate::utils::{parse_volatility, validate_pycapsule};
 use datafusion::arrow::array::{Array, ArrayRef};
 use datafusion::arrow::datatypes::DataType;
 use datafusion::arrow::pyarrow::{PyArrowType, ToPyArrow};
@@ -32,7 +26,13 @@ use datafusion::logical_expr::{
     create_udaf, Accumulator, AccumulatorFactoryFunction, AggregateUDF,
 };
 use datafusion_ffi::udaf::{FFI_AggregateUDF, ForeignAggregateUDF};
-use pyo3::types::PyCapsule;
+use pyo3::prelude::*;
+use pyo3::types::{PyCapsule, PyTuple};
+
+use crate::common::data_type::PyScalarValue;
+use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionResult};
+use crate::expr::PyExpr;
+use crate::utils::{parse_volatility, validate_pycapsule};
 
 #[derive(Debug)]
 struct RustAccumulator {
diff --git a/src/udf.rs b/src/udf.rs
index a9249d6c8..25043d2ea 100644
--- a/src/udf.rs
+++ b/src/udf.rs
@@ -17,21 +17,17 @@
 
 use std::sync::Arc;
 
-use datafusion_ffi::udf::{FFI_ScalarUDF, ForeignScalarUDF};
-use pyo3::types::PyCapsule;
-use pyo3::{prelude::*, types::PyTuple};
-
 use datafusion::arrow::array::{make_array, Array, ArrayData, ArrayRef};
 use datafusion::arrow::datatypes::DataType;
-use datafusion::arrow::pyarrow::FromPyArrow;
-use datafusion::arrow::pyarrow::{PyArrowType, ToPyArrow};
+use datafusion::arrow::pyarrow::{FromPyArrow, PyArrowType, ToPyArrow};
 use datafusion::error::DataFusionError;
 use datafusion::logical_expr::function::ScalarFunctionImplementation;
-use datafusion::logical_expr::ScalarUDF;
-use datafusion::logical_expr::{create_udf, ColumnarValue};
+use datafusion::logical_expr::{create_udf, ColumnarValue, ScalarUDF};
+use datafusion_ffi::udf::{FFI_ScalarUDF, ForeignScalarUDF};
+use pyo3::prelude::*;
+use pyo3::types::{PyCapsule, PyTuple};
 
-use crate::errors::to_datafusion_err;
-use crate::errors::{py_datafusion_err, PyDataFusionResult};
+use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionResult};
 use crate::expr::PyExpr;
 use crate::utils::{parse_volatility, validate_pycapsule};
 
diff --git a/src/udtf.rs b/src/udtf.rs
index f6604e5bc..15006edf4 100644
--- a/src/udtf.rs
+++ b/src/udtf.rs
@@ -15,19 +15,20 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use pyo3::prelude::*;
 use std::sync::Arc;
 
-use crate::errors::{py_datafusion_err, to_datafusion_err};
-use crate::expr::PyExpr;
-use crate::table::PyTable;
-use crate::utils::validate_pycapsule;
 use datafusion::catalog::{TableFunctionImpl, TableProvider};
 use datafusion::error::Result as DataFusionResult;
 use datafusion::logical_expr::Expr;
 use datafusion_ffi::udtf::{FFI_TableFunction, ForeignTableFunction};
+use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
 
+use crate::errors::{py_datafusion_err, to_datafusion_err};
+use crate::expr::PyExpr;
+use crate::table::PyTable;
+use crate::utils::validate_pycapsule;
+
 /// Represents a user defined table function
 #[pyclass(frozen, name = "TableFunction", module = "datafusion")]
 #[derive(Debug, Clone)]
diff --git a/src/udwf.rs b/src/udwf.rs
index ceeaa0ef1..aae9f4c4c 100644
--- a/src/udwf.rs
+++ b/src/udwf.rs
@@ -20,25 +20,25 @@ use std::ops::Range;
 use std::sync::Arc;
 
 use arrow::array::{make_array, Array, ArrayData, ArrayRef};
+use datafusion::arrow::datatypes::DataType;
+use datafusion::arrow::pyarrow::{FromPyArrow, PyArrowType, ToPyArrow};
+use datafusion::error::{DataFusionError, Result};
 use datafusion::logical_expr::function::{PartitionEvaluatorArgs, WindowUDFFieldArgs};
+use datafusion::logical_expr::ptr_eq::PtrEq;
 use datafusion::logical_expr::window_state::WindowAggState;
+use datafusion::logical_expr::{
+    PartitionEvaluator, PartitionEvaluatorFactory, Signature, Volatility, WindowUDF, WindowUDFImpl,
+};
 use datafusion::scalar::ScalarValue;
+use datafusion_ffi::udwf::{FFI_WindowUDF, ForeignWindowUDF};
 use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
+use pyo3::types::{PyCapsule, PyList, PyTuple};
 
 use crate::common::data_type::PyScalarValue;
 use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionResult};
 use crate::expr::PyExpr;
 use crate::utils::{parse_volatility, validate_pycapsule};
-use datafusion::arrow::datatypes::DataType;
-use datafusion::arrow::pyarrow::{FromPyArrow, PyArrowType, ToPyArrow};
-use datafusion::error::{DataFusionError, Result};
-use datafusion::logical_expr::ptr_eq::PtrEq;
-use datafusion::logical_expr::{
-    PartitionEvaluator, PartitionEvaluatorFactory, Signature, Volatility, WindowUDF, WindowUDFImpl,
-};
-use datafusion_ffi::udwf::{FFI_WindowUDF, ForeignWindowUDF};
-use pyo3::types::{PyCapsule, PyList, PyTuple};
 
 #[derive(Debug)]
 struct RustPartitionEvaluator {
diff --git a/src/unparser/mod.rs b/src/unparser/mod.rs
index f234345a7..908b59d3b 100644
--- a/src/unparser/mod.rs
+++ b/src/unparser/mod.rs
@@ -19,9 +19,11 @@ mod dialect;
 
 use std::sync::Arc;
 
-use datafusion::sql::unparser::{dialect::Dialect, Unparser};
+use datafusion::sql::unparser::dialect::Dialect;
+use datafusion::sql::unparser::Unparser;
 use dialect::PyDialect;
-use pyo3::{exceptions::PyValueError, prelude::*};
+use pyo3::exceptions::PyValueError;
+use pyo3::prelude::*;
 
 use crate::sql::logical::PyLogicalPlan;
 
diff --git a/src/utils.rs b/src/utils.rs
index 9624f7d77..ce7395e95 100644
--- a/src/utils.rs
+++ b/src/utils.rs
@@ -15,25 +15,25 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::errors::py_datafusion_err;
-use crate::{
-    common::data_type::PyScalarValue,
-    errors::{to_datafusion_err, PyDataFusionError, PyDataFusionResult},
-    TokioRuntime,
-};
-use datafusion::{
-    common::ScalarValue, datasource::TableProvider, execution::context::SessionContext,
-    logical_expr::Volatility,
-};
+use std::future::Future;
+use std::sync::{Arc, OnceLock};
+use std::time::Duration;
+
+use datafusion::common::ScalarValue;
+use datafusion::datasource::TableProvider;
+use datafusion::execution::context::SessionContext;
+use datafusion::logical_expr::Volatility;
 use datafusion_ffi::table_provider::{FFI_TableProvider, ForeignTableProvider};
+use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
-use pyo3::{exceptions::PyValueError, types::PyCapsule};
-use std::{
-    future::Future,
-    sync::{Arc, OnceLock},
-    time::Duration,
-};
-use tokio::{runtime::Runtime, task::JoinHandle, time::sleep};
+use pyo3::types::PyCapsule;
+use tokio::runtime::Runtime;
+use tokio::task::JoinHandle;
+use tokio::time::sleep;
+
+use crate::common::data_type::PyScalarValue;
+use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionError, PyDataFusionResult};
+use crate::TokioRuntime;
 
 /// Utility to get the Tokio Runtime from Python
 #[inline]

From c141dd3aa8eaf499f6cf3b81dfc278b4f3a5981a Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Sun, 7 Dec 2025 17:25:12 +0100
Subject: [PATCH 16/65] Feat/parameterized sql queries (#964)

* Intermediate work on parameterizing queries

* Reworking to do token parsing of sql query instead of string manipulation

* Switching to explicit param_values or named parameters that will perform string replacement via parsed tokens

* Add additional unit tests for parameterized queries

* merge conflict

* license text

* Add documentation

* cargo clippy and fmt

* Need at least pyarrow 16 now

* add type hints

* Minor docstring update
---
 docs/source/user-guide/configuration.rst |  2 +
 docs/source/user-guide/sql.rst           | 91 ++++++++++++++++++++++--
 pyproject.toml                           |  2 +-
 python/datafusion/context.py             | 71 ++++++++++++++++--
 python/tests/test_sql.py                 | 45 +++++++++++-
 src/context.rs                           | 48 ++++++++-----
 src/sql.rs                               |  1 +
 src/sql/util.rs                          | 87 ++++++++++++++++++++++
 8 files changed, 319 insertions(+), 28 deletions(-)
 create mode 100644 src/sql/util.rs

diff --git a/docs/source/user-guide/configuration.rst b/docs/source/user-guide/configuration.rst
index 5425a040d..f8e613cd4 100644
--- a/docs/source/user-guide/configuration.rst
+++ b/docs/source/user-guide/configuration.rst
@@ -15,6 +15,8 @@
 .. specific language governing permissions and limitations
 .. under the License.
 
+.. _configuration:
+
 Configuration
 =============
 
diff --git a/docs/source/user-guide/sql.rst b/docs/source/user-guide/sql.rst
index 6fa7f0c6a..b4bfb9611 100644
--- a/docs/source/user-guide/sql.rst
+++ b/docs/source/user-guide/sql.rst
@@ -23,17 +23,100 @@ DataFusion also offers a SQL API, read the full reference `here <https://arrow.a
 .. ipython:: python
 
     import datafusion
-    from datafusion import col
-    import pyarrow
+    from datafusion import DataFrame, SessionContext
 
     # create a context
     ctx = datafusion.SessionContext()
 
     # register a CSV
-    ctx.register_csv('pokemon', 'pokemon.csv')
+    ctx.register_csv("pokemon", "pokemon.csv")
 
     # create a new statement via SQL
     df = ctx.sql('SELECT "Attack"+"Defense", "Attack"-"Defense" FROM pokemon')
 
     # collect and convert to pandas DataFrame
-    df.to_pandas()
\ No newline at end of file
+    df.to_pandas()
+
+Parameterized queries
+---------------------
+
+In DataFusion-Python 51.0.0 we introduced the ability to pass parameters
+in a SQL query. These are similar in concept to
+`prepared statements <https://datafusion.apache.org/user-guide/sql/prepared_statements.html>`_,
+but allow passing named parameters into a SQL query. Consider this simple
+example.
+
+.. ipython:: python
+
+    def show_attacks(ctx: SessionContext, threshold: int) -> None:
+        ctx.sql(
+            'SELECT "Name", "Attack" FROM pokemon WHERE "Attack" > $val', val=threshold
+        ).show(num=5)
+    show_attacks(ctx, 75)
+
+When passing parameters like the example above we convert the Python objects
+into their string representation. We also have special case handling
+for :py:class:`~datafusion.dataframe.DataFrame` objects, since they cannot simply
+be turned into string representations for an SQL query. In these cases we
+will register a temporary view in the :py:class:`~datafusion.context.SessionContext`
+using a generated table name.
+
+The formatting for passing string replacement objects is to precede the
+variable name with a single ``$``. This works for all dialects in
+the SQL parser except ``hive`` and ``mysql``. Since these dialects do not
+support named placeholders, we are unable to do this type of replacement.
+We recommend either switching to another dialect or using Python
+f-string style replacement.
+
+.. warning::
+
+    To support DataFrame parameterized queries, your session must support
+    registration of temporary views. The default
+    :py:class:`~datafusion.catalog.CatalogProvider` and
+    :py:class:`~datafusion.catalog.SchemaProvider` do have this capability.
+    If you have implemented custom providers, it is important that temporary
+    views do not persist across :py:class:`~datafusion.context.SessionContext`
+    or you may get unintended consequences.
+
+The following example shows passing in both a :py:class:`~datafusion.dataframe.DataFrame`
+object as well as a Python object to be used in parameterized replacement.
+
+.. ipython:: python
+
+    def show_column(
+        ctx: SessionContext, column: str, df: DataFrame, threshold: int
+    ) -> None:
+        ctx.sql(
+            'SELECT "Name", $col FROM $df WHERE $col > $val',
+            col=column,
+            df=df,
+            val=threshold,
+        ).show(num=5)
+    df = ctx.table("pokemon")
+    show_column(ctx, '"Defense"', df, 75)
+
+The approach implemented for conversion of variables into a SQL query
+relies on string conversion. This has the potential for data loss,
+specifically for cases like floating point numbers. If you need to pass
+variables into a parameterized query and it is important to maintain the
+original value without conversion to a string, then you can use the
+optional parameter ``param_values`` to specify these. This parameter
+expects a dictionary mapping from the parameter name to a Python
+object. Those objects will be cast into a
+`PyArrow Scalar Value <https://arrow.apache.org/docs/python/generated/pyarrow.Scalar.html>`_.
+
+Using ``param_values`` will rely on the SQL dialect you have configured
+for your session. This can be set using the :ref:`configuration options <configuration>`
+of your :py:class:`~datafusion.context.SessionContext`. Similar to how
+`prepared statements <https://datafusion.apache.org/user-guide/sql/prepared_statements.html>`_
+work, these parameters are limited to places where you would pass in a
+scalar value, such as a comparison.
+
+.. ipython:: python
+
+    def param_attacks(ctx: SessionContext, threshold: int) -> None:
+        ctx.sql(
+            'SELECT "Name", "Attack" FROM pokemon WHERE "Attack" > $val',
+            param_values={"val": threshold},
+        ).show(num=5)
+    param_attacks(ctx, 75)
diff --git a/pyproject.toml b/pyproject.toml
index 25f30b8e4..9ad7dab8d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -44,7 +44,7 @@ classifiers = [
     "Programming Language :: Rust",
 ]
 dependencies = [
-    "pyarrow>=11.0.0;python_version<'3.14'",
+    "pyarrow>=16.0.0;python_version<'3.14'",
     "pyarrow>=22.0.0;python_version>='3.14'",
     "typing-extensions;python_version<'3.13'"
 ]
diff --git a/python/datafusion/context.py b/python/datafusion/context.py
index 0aa2f27c4..7dc06eb17 100644
--- a/python/datafusion/context.py
+++ b/python/datafusion/context.py
@@ -19,6 +19,7 @@
 
 from __future__ import annotations
 
+import uuid
 import warnings
 from typing import TYPE_CHECKING, Any, Protocol
 
@@ -27,6 +28,7 @@
 except ImportError:
     from typing_extensions import deprecated  # Python 3.12
 
+
 import pyarrow as pa
 
 from datafusion.catalog import Catalog
@@ -592,9 +594,19 @@ def register_listing_table(
             self._convert_file_sort_order(file_sort_order),
         )
 
-    def sql(self, query: str, options: SQLOptions | None = None) -> DataFrame:
+    def sql(
+        self,
+        query: str,
+        options: SQLOptions | None = None,
+        param_values: dict[str, Any] | None = None,
+        **named_params: Any,
+    ) -> DataFrame:
         """Create a :py:class:`~datafusion.DataFrame` from SQL query text.
 
+        See the online documentation for a description of how to perform
+        parameterized substitution via either the ``param_values`` option
+        or passing in ``named_params``.
+
         Note: This API implements DDL statements such as ``CREATE TABLE`` and
         ``CREATE VIEW`` and DML statements such as ``INSERT INTO`` with in-memory
         default implementation.See
@@ -603,15 +615,57 @@ def sql(self, query: str, options: SQLOptions | None = None) -> DataFrame:
         Args:
             query: SQL query text.
             options: If provided, the query will be validated against these options.
+            param_values: Provides substitution of scalar values in the query
+                after parsing.
+            named_params: Provides string or DataFrame substitution in the query string.
 
         Returns:
             DataFrame representation of the SQL query.
         """
-        if options is None:
-            return DataFrame(self.ctx.sql(query))
-        return DataFrame(self.ctx.sql_with_options(query, options.options_internal))
 
-    def sql_with_options(self, query: str, options: SQLOptions) -> DataFrame:
+        def value_to_scalar(value: Any) -> pa.Scalar:
+            if isinstance(value, pa.Scalar):
+                return value
+            return pa.scalar(value)
+
+        def value_to_string(value: Any) -> str:
+            if isinstance(value, DataFrame):
+                view_name = str(uuid.uuid4()).replace("-", "_")
+                view_name = f"view_{view_name}"
+                view = value.df.into_view(temporary=True)
+                self.ctx.register_table(view_name, view)
+                return view_name
+            return str(value)
+
+        param_values = (
+            {name: value_to_scalar(value) for (name, value) in param_values.items()}
+            if param_values is not None
+            else {}
+        )
+        param_strings = (
+            {name: value_to_string(value) for (name, value) in named_params.items()}
+            if named_params is not None
+            else {}
+        )
+
+        options_raw = options.options_internal if options is not None else None
+
+        return DataFrame(
+            self.ctx.sql_with_options(
+                query,
+                options=options_raw,
+                param_values=param_values,
+                param_strings=param_strings,
+            )
+        )
+
+    def sql_with_options(
+        self,
+        query: str,
+        options: SQLOptions,
+        param_values: dict[str, Any] | None = None,
+        **named_params: Any,
+    ) -> DataFrame:
         """Create a :py:class:`~datafusion.dataframe.DataFrame` from SQL query text.
 
         This function will first validate that the query is allowed by the
@@ -620,11 +674,16 @@ def sql_with_options(self, query: str, options: SQLOptions) -> DataFrame:
         Args:
             query: SQL query text.
             options: SQL options.
+            param_values: Provides substitution of scalar values in the query
+                after parsing.
+            named_params: Provides string or DataFrame substitution in the query string.
 
         Returns:
             DataFrame representation of the SQL query.
         """
-        return self.sql(query, options)
+        return self.sql(
+            query, options=options, param_values=param_values, **named_params
+        )
 
     def create_dataframe(
         self,
diff --git a/python/tests/test_sql.py b/python/tests/test_sql.py
index 8d1f30096..85afd021f 100644
--- a/python/tests/test_sql.py
+++ b/python/tests/test_sql.py
@@ -21,7 +21,7 @@
 import pyarrow as pa
 import pyarrow.dataset as ds
 import pytest
-from datafusion import col, udf
+from datafusion import SessionContext, col, udf
 from datafusion.object_store import Http
 from pyarrow.csv import write_csv
 
@@ -550,3 +550,46 @@ def test_register_listing_table(
 
     rd = result.to_pydict()
     assert dict(zip(rd["grp"], rd["count"], strict=False)) == {"a": 3, "b": 2}
+
+
+def test_parameterized_named_params(ctx, tmp_path) -> None:
+    path = helpers.write_parquet(tmp_path / "a.parquet", helpers.data())
+
+    df = ctx.read_parquet(path)
+    result = ctx.sql(
+        "SELECT COUNT(a) AS cnt, $lit_val as lit_val FROM $replaced_df",
+        lit_val=3,
+        replaced_df=df,
+    ).collect()
+    result = pa.Table.from_batches(result)
+    assert result.to_pydict() == {"cnt": [100], "lit_val": [3]}
+
+
+def test_parameterized_param_values(ctx: SessionContext) -> None:
+    # Test the parameters that should be handled by the parser rather
+    # than our manipulation of the query string by searching for tokens
+    batch = pa.RecordBatch.from_arrays(
+        [pa.array([1, 2, 3, 4])],
+        names=["a"],
+    )
+
+    ctx.register_record_batches("t", [[batch]])
+    result = ctx.sql("SELECT a FROM t WHERE a < $val", param_values={"val": 3})
+    assert result.to_pydict() == {"a": [1, 2]}
+
+
+def test_parameterized_mixed_query(ctx: SessionContext) -> None:
+    batch = pa.RecordBatch.from_arrays(
+        [pa.array([1, 2, 3, 4])],
+        names=["a"],
+    )
+    ctx.register_record_batches("t", [[batch]])
+    registered_df = ctx.table("t")
+
+    result = ctx.sql(
+        "SELECT $col_name FROM $df WHERE a < $val",
+        param_values={"val": 3},
+        df=registered_df,
+        col_name="a",
+    )
+    assert result.to_pydict() == {"a": [1, 2]}
diff --git a/src/context.rs b/src/context.rs
index f64cc1683..adc6f1582 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -55,14 +55,16 @@ use url::Url;
 use uuid::Uuid;
 
 use crate::catalog::{PyCatalog, RustWrappedPyCatalogProvider};
+use crate::common::data_type::PyScalarValue;
 use crate::dataframe::PyDataFrame;
 use crate::dataset::Dataset;
-use crate::errors::{py_datafusion_err, PyDataFusionResult};
+use crate::errors::{py_datafusion_err, PyDataFusionError, PyDataFusionResult};
 use crate::expr::sort_expr::PySortExpr;
 use crate::physical_plan::PyExecutionPlan;
 use crate::record_batch::PyRecordBatchStream;
 use crate::sql::exceptions::py_value_err;
 use crate::sql::logical::PyLogicalPlan;
+use crate::sql::util::replace_placeholders_with_strings;
 use crate::store::StorageContexts;
 use crate::table::PyTable;
 use crate::udaf::PyAggregateUDF;
@@ -422,27 +424,41 @@ impl PySessionContext {
         self.ctx.register_udtf(&name, func);
     }
 
-    /// Returns a PyDataFrame whose plan corresponds to the SQL statement.
-    pub fn sql(&self, query: &str, py: Python) -> PyDataFusionResult<PyDataFrame> {
-        let result = self.ctx.sql(query);
-        let df = wait_for_future(py, result)??;
-        Ok(PyDataFrame::new(df))
-    }
-
-    #[pyo3(signature = (query, options=None))]
+    #[pyo3(signature = (query, options=None, param_values=HashMap::default(), param_strings=HashMap::default()))]
     pub fn sql_with_options(
         &self,
-        query: &str,
-        options: Option<PySQLOptions>,
         py: Python,
+        mut query: String,
+        options: Option<PySQLOptions>,
+        param_values: HashMap<String, PyScalarValue>,
+        param_strings: HashMap<String, String>,
     ) -> PyDataFusionResult<PyDataFrame> {
         let options = if let Some(options) = options {
             options.options
         } else {
             SQLOptions::new()
         };
-        let result = self.ctx.sql_with_options(query, options);
-        let df = wait_for_future(py, result)??;
+
+        let param_values = param_values
+            .into_iter()
+            .map(|(name, value)| (name, ScalarValue::from(value)))
+            .collect::<HashMap<_, _>>();
+
+        let state = self.ctx.state();
+        let dialect = state.config().options().sql_parser.dialect.as_str();
+
+        if !param_strings.is_empty() {
+            query = replace_placeholders_with_strings(&query, dialect, param_strings)?;
+        }
+
+        let mut df = wait_for_future(py, async {
+            self.ctx.sql_with_options(&query, options).await
+        })??;
+
+        if !param_values.is_empty() {
+            df = df.with_param_values(param_values)?;
+        }
+
         Ok(PyDataFrame::new(df))
     }
 
@@ -550,7 +566,7 @@ impl PySessionContext {
 
                 (array.schema().as_ref().to_owned(), vec![array])
             } else {
-                return Err(crate::errors::PyDataFusionError::Common(
+                return Err(PyDataFusionError::Common(
                     "Expected either a Arrow Array or Arrow Stream in from_arrow().".to_string(),
                 ));
             };
@@ -714,7 +730,7 @@ impl PySessionContext {
     ) -> PyDataFusionResult<()> {
         let delimiter = delimiter.as_bytes();
         if delimiter.len() != 1 {
-            return Err(crate::errors::PyDataFusionError::PythonError(py_value_err(
+            return Err(PyDataFusionError::PythonError(py_value_err(
                 "Delimiter must be a single character",
             )));
         }
@@ -968,7 +984,7 @@ impl PySessionContext {
     ) -> PyDataFusionResult<PyDataFrame> {
         let delimiter = delimiter.as_bytes();
         if delimiter.len() != 1 {
-            return Err(crate::errors::PyDataFusionError::PythonError(py_value_err(
+            return Err(PyDataFusionError::PythonError(py_value_err(
                 "Delimiter must be a single character",
             )));
         };
diff --git a/src/sql.rs b/src/sql.rs
index 9f1fe81be..dea9b566a 100644
--- a/src/sql.rs
+++ b/src/sql.rs
@@ -17,3 +17,4 @@
 
 pub mod exceptions;
 pub mod logical;
+pub(crate) mod util;
diff --git a/src/sql/util.rs b/src/sql/util.rs
new file mode 100644
index 000000000..5edff006f
--- /dev/null
+++ b/src/sql/util.rs
@@ -0,0 +1,87 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+use std::collections::HashMap;
+
+use datafusion::common::{exec_err, plan_datafusion_err, DataFusionError};
+use datafusion::logical_expr::sqlparser::dialect::dialect_from_str;
+use datafusion::sql::sqlparser::dialect::Dialect;
+use datafusion::sql::sqlparser::parser::Parser;
+use datafusion::sql::sqlparser::tokenizer::{Token, Tokenizer};
+
+fn tokens_from_replacements(
+    placeholder: &str,
+    replacements: &HashMap<String, Vec<Token>>,
+) -> Option<Vec<Token>> {
+    if let Some(pattern) = placeholder.strip_prefix("$") {
+        replacements.get(pattern).cloned()
+    } else {
+        None
+    }
+}
+
+fn get_tokens_for_string_replacement(
+    dialect: &dyn Dialect,
+    replacements: HashMap<String, String>,
+) -> Result<HashMap<String, Vec<Token>>, DataFusionError> {
+    replacements
+        .into_iter()
+        .map(|(name, value)| {
+            let tokens = Tokenizer::new(dialect, &value)
+                .tokenize()
+                .map_err(|err| DataFusionError::External(err.into()))?;
+            Ok((name, tokens))
+        })
+        .collect()
+}
+
+pub(crate) fn replace_placeholders_with_strings(
+    query: &str,
+    dialect: &str,
+    replacements: HashMap<String, String>,
+) -> Result<String, DataFusionError> {
+    let dialect = dialect_from_str(dialect)
+        .ok_or_else(|| plan_datafusion_err!("Unsupported SQL dialect: {dialect}."))?;
+
+    let replacements = get_tokens_for_string_replacement(dialect.as_ref(), replacements)?;
+
+    let tokens = Tokenizer::new(dialect.as_ref(), query)
+        .tokenize()
+        .map_err(|err| DataFusionError::External(err.into()))?;
+
+    let replaced_tokens = tokens
+        .into_iter()
+        .flat_map(|token| {
+            if let Token::Placeholder(placeholder) = &token {
+                tokens_from_replacements(placeholder, &replacements).unwrap_or(vec![token])
+            } else {
+                vec![token]
+            }
+        })
+        .collect::<Vec<Token>>();
+
+    let statement = Parser::new(dialect.as_ref())
+        .with_tokens(replaced_tokens)
+        .parse_statements()
+        .map_err(|err| DataFusionError::External(Box::new(err)))?;
+
+    if statement.len() != 1 {
+        return exec_err!("placeholder replacement should return exactly one statement");
+    }
+
+    Ok(statement[0].to_string())
+}

From db3c6a0bc0abe28fd6b61daf65c94f192b4f3611 Mon Sep 17 00:00:00 2001
From: Nuno Faria <nunofpfaria@gmail.com>
Date: Tue, 23 Dec 2025 12:15:48 +0000
Subject: [PATCH 17/65] Upgrade to Datafusion 51 (#1311)

* Upgrade to Datafusion 51

* Fix clippy

* Upgrade to Datafusion 51

* Fix clippy

* Refactor test_arrow_c_stream_interrupted to handle exceptions in a separate thread

* Improve exception handling in wait_for_future

Updated wait_for_future to surface pending Python exceptions by
executing bytecode during signal checks, ensuring that asynchronous
interrupts are processed promptly. Enhanced PartitionedDataFrameStreamReader
to cancel remaining partition streams on projection errors or Python
interrupts, allowing for clean iteration stops. Added regression tests
to validate interrupted Arrow C stream reads and improve timing
for RecordBatchReader.read_all cancellations.

* Refactor signal checking in future collection to simplify error handling

* Simplify KeyboardInterrupt check in test_arrow_c_stream_interrupted

* rm test_record_batch_reader_interrupt_exits_quickly

* Refactor test_arrow_c_stream_interrupted to improve exception handling and readability

* Improve exception handling in test_arrow_c_stream_interrupted to check for KeyboardInterrupt

* Add comment - handle KeyboardInterrupt more effectively

* Remove unnecessary stream cancellation on error in PartitionedDataFrameStreamReader

* Add jupyter notebook for test

* Revert "Add jupyter notebook for test"

This reverts commit 784929d51e38124cd97a5d054fd6265fbd543343.

* Simplify error handling in PartitionedDataFrameStreamReader

* Fix ruff warnings

* Fix ruff warnings

* Update src/utils.rs

Co-authored-by: Tim Saucer <timsaucer@gmail.com>

* Fix clippy

---------

Co-authored-by: Siew Kam Onn <kosiew@gmail.com>
Co-authored-by: Tim Saucer <timsaucer@gmail.com>
---
 Cargo.lock                                 | 801 +++++++++++----------
 Cargo.toml                                 |  24 +-
 examples/datafusion-ffi-example/Cargo.lock | 707 +++++++++---------
 examples/datafusion-ffi-example/Cargo.toml |  14 +-
 python/datafusion/expr.py                  |   2 +-
 python/tests/test_dataframe.py             |  73 +-
 python/tests/test_expr.py                  |   8 +-
 python/tests/test_functions.py             |   2 +-
 src/catalog.rs                             |  36 +-
 src/common/data_type.rs                    |   8 +-
 src/config.rs                              |   4 +-
 src/context.rs                             |   4 +-
 src/dataframe.rs                           |  38 +-
 src/dataset.rs                             |   6 +-
 src/dataset_exec.rs                        |  12 +-
 src/expr.rs                                |   6 +-
 src/expr/create_external_table.rs          |   4 +-
 src/expr/placeholder.rs                    |  13 +-
 src/expr/statement.rs                      |  20 +-
 src/functions.rs                           |   5 +-
 src/physical_plan.rs                       |   2 +-
 src/pyarrow_filter_expression.rs           |   8 +-
 src/pyarrow_util.rs                        |   9 +-
 src/record_batch.rs                        |   4 +-
 src/sql/logical.rs                         |   2 +-
 src/substrait.rs                           |   4 +-
 src/table.rs                               |   4 +-
 src/udaf.rs                                |  24 +-
 src/udf.rs                                 |   8 +-
 src/udtf.rs                                |   6 +-
 src/udwf.rs                                |  28 +-
 src/utils.rs                               |  15 +-
 32 files changed, 974 insertions(+), 927 deletions(-)

diff --git a/Cargo.lock b/Cargo.lock
index a291189fc..97a17abb9 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -50,15 +50,6 @@ dependencies = [
  "core_extensions",
 ]
 
-[[package]]
-name = "addr2line"
-version = "0.24.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dfbe277e56a376000877090da837660b4427aad530e3028d44e0bffe4f89a1c1"
-dependencies = [
- "gimli",
-]
-
 [[package]]
 name = "adler2"
 version = "2.0.1"
@@ -132,7 +123,7 @@ checksum = "3a033b4ced7c585199fb78ef50fca7fe2f444369ec48080c5fd072efa1a03cc7"
 dependencies = [
  "bigdecimal",
  "bon",
- "bzip2 0.6.0",
+ "bzip2 0.6.1",
  "crc32fast",
  "digest",
  "log",
@@ -173,9 +164,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e833808ff2d94ed40d9379848a950d995043c7fb3e81a30b383f4c6033821cc"
+checksum = "4df8bb5b0bd64c0b9bc61317fcc480bad0f00e56d3bc32c69a4c8dada4786bae"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -195,23 +186,23 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ad08897b81588f60ba983e3ca39bda2b179bdd84dced378e7df81a5313802ef8"
+checksum = "a1a640186d3bd30a24cb42264c2dafb30e236a6f50d510e56d40b708c9582491"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
  "chrono",
- "num",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-array"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8548ca7c070d8db9ce7aa43f37393e4bfcf3f2d3681df278490772fd1673d08d"
+checksum = "219fe420e6800979744c8393b687afb0252b3f8a89b91027d27887b72aa36d31"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -221,25 +212,28 @@ dependencies = [
  "chrono-tz",
  "half",
  "hashbrown 0.16.0",
- "num",
+ "num-complex",
+ "num-integer",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-buffer"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e003216336f70446457e280807a73899dd822feaf02087d31febca1363e2fccc"
+checksum = "76885a2697a7edf6b59577f568b456afc94ce0e2edc15b784ce3685b6c3c5c27"
 dependencies = [
  "bytes",
  "half",
- "num",
+ "num-bigint",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-cast"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "919418a0681298d3a77d1a315f625916cb5678ad0d74b9c60108eb15fd083023"
+checksum = "9c9ebb4c987e6b3b236fb4a14b20b34835abfdd80acead3ccf1f9bf399e1f168"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -247,20 +241,20 @@ dependencies = [
  "arrow-schema",
  "arrow-select",
  "atoi",
- "base64 0.22.1",
+ "base64",
  "chrono",
  "comfy-table",
  "half",
  "lexical-core",
- "num",
+ "num-traits",
  "ryu",
 ]
 
 [[package]]
 name = "arrow-csv"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bfa9bf02705b5cf762b6f764c65f04ae9082c7cfc4e96e0c33548ee3f67012eb"
+checksum = "92386159c8d4bce96f8bd396b0642a0d544d471bdc2ef34d631aec80db40a09c"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -273,21 +267,22 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5c64fff1d142f833d78897a772f2e5b55b36cb3e6320376f0961ab0db7bd6d0"
+checksum = "727681b95de313b600eddc2a37e736dcb21980a40f640314dcf360e2f36bc89b"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
  "half",
- "num",
+ "num-integer",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-ipc"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d3594dcddccc7f20fd069bc8e9828ce37220372680ff638c5e00dea427d88f5"
+checksum = "da9ba92e3de170295c98a84e5af22e2b037f0c7b32449445e6c493b5fca27f27"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -301,9 +296,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "88cf36502b64a127dc659e3b305f1d993a544eab0d48cce704424e62074dc04b"
+checksum = "b969b4a421ae83828591c6bf5450bd52e6d489584142845ad6a861f42fe35df8"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -313,19 +308,21 @@ dependencies = [
  "chrono",
  "half",
  "indexmap",
+ "itoa",
  "lexical-core",
  "memchr",
- "num",
- "serde",
+ "num-traits",
+ "ryu",
+ "serde_core",
  "serde_json",
  "simdutf8",
 ]
 
 [[package]]
 name = "arrow-ord"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c8f82583eb4f8d84d4ee55fd1cb306720cddead7596edce95b50ee418edf66f"
+checksum = "141c05298b21d03e88062317a1f1a73f5ba7b6eb041b350015b1cd6aabc0519b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -336,9 +333,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-pyarrow"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d924b32e96f8bb74d94cd82bd97b313c432fcb0ea331689ef9e7c6b8be4b258"
+checksum = "cfcfb2be2e9096236f449c11f425cddde18c4cc540f516d90f066f10a29ed515"
 dependencies = [
  "arrow-array",
  "arrow-data",
@@ -348,9 +345,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d07ba24522229d9085031df6b94605e0f4b26e099fb7cdeec37abd941a73753"
+checksum = "c5f3c06a6abad6164508ed283c7a02151515cef3de4b4ff2cebbcaeb85533db2"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -361,34 +358,34 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b3aa9e59c611ebc291c28582077ef25c97f1975383f1479b12f3b9ffee2ffabe"
+checksum = "9cfa7a03d1eee2a4d061476e1840ad5c9867a544ca6c4c59256496af5d0a8be5"
 dependencies = [
  "bitflags",
- "serde",
+ "serde_core",
  "serde_json",
 ]
 
 [[package]]
 name = "arrow-select"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c41dbbd1e97bfcaee4fcb30e29105fb2c75e4d82ae4de70b792a5d3f66b2e7a"
+checksum = "bafa595babaad59f2455f4957d0f26448fb472722c186739f4fac0823a1bdb47"
 dependencies = [
  "ahash",
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
- "num",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-string"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53f5183c150fbc619eede22b861ea7c0eebed8eaac0333eaa7f6da5205fd504d"
+checksum = "32f46457dbbb99f2650ff3ac23e46a929e0ab81db809b02aa5511c258348bef2"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -396,7 +393,7 @@ dependencies = [
  "arrow-schema",
  "arrow-select",
  "memchr",
- "num",
+ "num-traits",
  "regex",
  "regex-syntax",
 ]
@@ -447,7 +444,7 @@ checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -458,7 +455,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -482,27 +479,6 @@ version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
 
-[[package]]
-name = "backtrace"
-version = "0.3.75"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6806a6321ec58106fea15becdad98371e28d92ccbc7c8f1b3b6dd724fe8f1002"
-dependencies = [
- "addr2line",
- "cfg-if",
- "libc",
- "miniz_oxide",
- "object",
- "rustc-demangle",
- "windows-targets 0.52.6",
-]
-
-[[package]]
-name = "base64"
-version = "0.21.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d297deb1925b89f2ccc13d7635fa0714f12c87adce1c75356b39ca9b7178567"
-
 [[package]]
 name = "base64"
 version = "0.22.1"
@@ -582,7 +558,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -635,9 +611,9 @@ dependencies = [
 
 [[package]]
 name = "bzip2"
-version = "0.6.0"
+version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bea8dcd42434048e4f7a304411d9273a411f647446c1234a65ce0554923f4cff"
+checksum = "f3a53fac24f34a81bc9954b5d6cfce0c21e18ec6959f44f56e8e90e4bb7c346c"
 dependencies = [
  "libbz2-rs-sys",
 ]
@@ -885,7 +861,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -896,7 +872,7 @@ checksum = "d38308df82d1080de0afee5d069fa14b0326a88c14f15c5ccda35b4a6c414c81"
 dependencies = [
  "darling_core",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -915,22 +891,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2af15bb3c6ffa33011ef579f6b0bcbe7c26584688bd6c994f548e44df67f011a"
+checksum = "8ba7cb113e9c0bedf9e9765926031e132fa05a1b09ba6e93a6d1a4d7044457b8"
 dependencies = [
  "arrow",
- "arrow-ipc",
  "arrow-schema",
  "async-trait",
  "bytes",
- "bzip2 0.6.0",
+ "bzip2 0.6.1",
  "chrono",
  "datafusion-catalog",
  "datafusion-catalog-listing",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
+ "datafusion-datasource-arrow",
  "datafusion-datasource-avro",
  "datafusion-datasource-csv",
  "datafusion-datasource-json",
@@ -953,13 +929,14 @@ dependencies = [
  "datafusion-sql",
  "flate2",
  "futures",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "object_store",
  "parking_lot",
  "parquet",
  "rand",
  "regex",
+ "rstest",
  "sqlparser",
  "tempfile",
  "tokio",
@@ -971,9 +948,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "187622262ad8f7d16d3be9202b4c1e0116f1c9aa387e5074245538b755261621"
+checksum = "66a3a799f914a59b1ea343906a0486f17061f39509af74e874a866428951130d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -986,9 +963,8 @@ dependencies = [
  "datafusion-physical-expr",
  "datafusion-physical-plan",
  "datafusion-session",
- "datafusion-sql",
  "futures",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "object_store",
  "parking_lot",
@@ -997,9 +973,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9657314f0a32efd0382b9a46fdeb2d233273ece64baa68a7c45f5a192daf0f83"
+checksum = "6db1b113c80d7a0febcd901476a57aef378e717c54517a163ed51417d87621b0"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1009,10 +985,11 @@ dependencies = [
  "datafusion-execution",
  "datafusion-expr",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
- "datafusion-session",
  "futures",
+ "itertools",
  "log",
  "object_store",
  "tokio",
@@ -1020,15 +997,14 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a83760d9a13122d025fbdb1d5d5aaf93dd9ada5e90ea229add92aa30898b2d1"
+checksum = "7c10f7659e96127d25e8366be7c8be4109595d6a2c3eac70421f380a7006a1b0"
 dependencies = [
  "ahash",
  "apache-avro",
  "arrow",
  "arrow-ipc",
- "base64 0.22.1",
  "chrono",
  "half",
  "hashbrown 0.14.5",
@@ -1046,9 +1022,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b6234a6c7173fe5db1c6c35c01a12b2aa0f803a3007feee53483218817f8b1e"
+checksum = "b92065bbc6532c6651e2f7dd30b55cba0c7a14f860c7e1d15f165c41a1868d95"
 dependencies = [
  "futures",
  "log",
@@ -1057,15 +1033,15 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7256c9cb27a78709dd42d0c80f0178494637209cac6e29d5c93edd09b6721b86"
+checksum = "fde13794244bc7581cd82f6fff217068ed79cdc344cafe4ab2c3a1c3510b38d6"
 dependencies = [
  "arrow",
  "async-compression",
  "async-trait",
  "bytes",
- "bzip2 0.6.0",
+ "bzip2 0.6.1",
  "chrono",
  "datafusion-common",
  "datafusion-common-runtime",
@@ -1079,12 +1055,10 @@ dependencies = [
  "flate2",
  "futures",
  "glob",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "object_store",
- "parquet",
  "rand",
- "tempfile",
  "tokio",
  "tokio-util",
  "url",
@@ -1092,47 +1066,64 @@ dependencies = [
  "zstd",
 ]
 
+[[package]]
+name = "datafusion-datasource-arrow"
+version = "51.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "804fa9b4ecf3157982021770617200ef7c1b2979d57bec9044748314775a9aea"
+dependencies = [
+ "arrow",
+ "arrow-ipc",
+ "async-trait",
+ "bytes",
+ "datafusion-common",
+ "datafusion-common-runtime",
+ "datafusion-datasource",
+ "datafusion-execution",
+ "datafusion-expr",
+ "datafusion-physical-expr-common",
+ "datafusion-physical-plan",
+ "datafusion-session",
+ "futures",
+ "itertools",
+ "object_store",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-datasource-avro"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "10d40b6953ebc9099b37adfd12fde97eb73ff0cee44355c6dea64b8a4537d561"
+checksum = "388ed8be535f562cc655b9c3d22edbfb0f1a50a25c242647a98b6d92a75b55a1"
 dependencies = [
  "apache-avro",
  "arrow",
  "async-trait",
  "bytes",
- "chrono",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-datasource",
- "datafusion-execution",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
  "futures",
  "num-traits",
  "object_store",
- "tokio",
 ]
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "64533a90f78e1684bfb113d200b540f18f268134622d7c96bbebc91354d04825"
+checksum = "61a1641a40b259bab38131c5e6f48fac0717bedb7dc93690e604142a849e0568"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
@@ -1144,73 +1135,67 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d7ebeb12c77df0aacad26f21b0d033aeede423a64b2b352f53048a75bf1d6e6"
+checksum = "adeacdb00c1d37271176f8fb6a1d8ce096baba16ea7a4b2671840c5c9c64fe85"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
  "futures",
  "object_store",
- "serde_json",
  "tokio",
 ]
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09e783c4c7d7faa1199af2df4761c68530634521b176a8d1331ddbc5a5c75133"
+checksum = "43d0b60ffd66f28bfb026565d62b0a6cbc416da09814766a3797bba7d85a3cd9"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-functions-aggregate",
+ "datafusion-functions-aggregate-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
- "datafusion-physical-optimizer",
  "datafusion-physical-plan",
  "datafusion-pruning",
  "datafusion-session",
  "futures",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "object_store",
  "parking_lot",
  "parquet",
- "rand",
  "tokio",
 ]
 
 [[package]]
 name = "datafusion-doc"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99ee6b1d9a80d13f9deb2291f45c07044b8e62fb540dbde2453a18be17a36429"
+checksum = "2b99e13947667b36ad713549237362afb054b2d8f8cc447751e23ec61202db07"
 
 [[package]]
 name = "datafusion-execution"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4cec0a57653bec7b933fb248d3ffa3fa3ab3bd33bd140dc917f714ac036f531"
+checksum = "63695643190679037bc946ad46a263b62016931547bf119859c511f7ff2f5178"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1228,9 +1213,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ef76910bdca909722586389156d0aa4da4020e1631994d50fadd8ad4b1aa05fe"
+checksum = "f9a4787cbf5feb1ab351f789063398f67654a6df75c4d37d7f637dc96f951a91"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1242,6 +1227,7 @@ dependencies = [
  "datafusion-functions-window-common",
  "datafusion-physical-expr-common",
  "indexmap",
+ "itertools",
  "paste",
  "recursive",
  "serde_json",
@@ -1250,22 +1236,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6d155ccbda29591ca71a1344dd6bed26c65a4438072b400df9db59447f590bb6"
+checksum = "5ce2fb1b8c15c9ac45b0863c30b268c69dc9ee7a1ee13ecf5d067738338173dc"
 dependencies = [
  "arrow",
  "datafusion-common",
  "indexmap",
- "itertools 0.14.0",
+ "itertools",
  "paste",
 ]
 
 [[package]]
 name = "datafusion-ffi"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "25ddb7c4e645df080c27dad13a198d191da328dd1c98e198664a7a0f64b335cc"
+checksum = "ec510e7787641279b0336e8b79e4b7bd1385d5976875ff9b97f4269ce5231a67"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -1273,6 +1259,7 @@ dependencies = [
  "async-ffi",
  "async-trait",
  "datafusion",
+ "datafusion-common",
  "datafusion-functions-aggregate-common",
  "datafusion-proto",
  "datafusion-proto-common",
@@ -1285,13 +1272,13 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7de2782136bd6014670fd84fe3b0ca3b3e4106c96403c3ae05c0598577139977"
+checksum = "794a9db7f7b96b3346fc007ff25e994f09b8f0511b4cf7dff651fadfe3ebb28f"
 dependencies = [
  "arrow",
  "arrow-buffer",
- "base64 0.22.1",
+ "base64",
  "blake2",
  "blake3",
  "chrono",
@@ -1302,9 +1289,10 @@ dependencies = [
  "datafusion-expr-common",
  "datafusion-macros",
  "hex",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "md-5",
+ "num-traits",
  "rand",
  "regex",
  "sha2",
@@ -1314,9 +1302,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07331fc13603a9da97b74fd8a273f4238222943dffdbbed1c4c6f862a30105bf"
+checksum = "1c25210520a9dcf9c2b2cbbce31ebd4131ef5af7fc60ee92b266dc7d159cb305"
 dependencies = [
  "ahash",
  "arrow",
@@ -1335,9 +1323,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b5951e572a8610b89968a09b5420515a121fbc305c0258651f318dc07c97ab17"
+checksum = "62f4a66f3b87300bb70f4124b55434d2ae3fe80455f3574701d0348da040b55d"
 dependencies = [
  "ahash",
  "arrow",
@@ -1348,9 +1336,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fdacca9302c3d8fc03f3e94f338767e786a88a33f5ebad6ffc0e7b50364b9ea3"
+checksum = "ae5c06eed03918dc7fe7a9f082a284050f0e9ecf95d72f57712d1496da03b8c4"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -1358,21 +1346,22 @@ dependencies = [
  "datafusion-doc",
  "datafusion-execution",
  "datafusion-expr",
+ "datafusion-expr-common",
  "datafusion-functions",
  "datafusion-functions-aggregate",
  "datafusion-functions-aggregate-common",
  "datafusion-macros",
  "datafusion-physical-expr-common",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "paste",
 ]
 
 [[package]]
 name = "datafusion-functions-table"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c37ff8a99434fbbad604a7e0669717c58c7c4f14c472d45067c4b016621d981"
+checksum = "db4fed1d71738fbe22e2712d71396db04c25de4111f1ec252b8f4c6d3b25d7f5"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1386,9 +1375,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48e2aea7c79c926cffabb13dc27309d4eaeb130f4a21c8ba91cdd241c813652b"
+checksum = "1d92206aa5ae21892f1552b4d61758a862a70956e6fd7a95cb85db1de74bc6d1"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1404,9 +1393,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0fead257ab5fd2ffc3b40fda64da307e20de0040fe43d49197241d9de82a487f"
+checksum = "53ae9bcc39800820d53a22d758b3b8726ff84a5a3e24cecef04ef4e5fdf1c7cc"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1414,20 +1403,20 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec6f637bce95efac05cdfb9b6c19579ed4aa5f6b94d951cfa5bb054b7bb4f730"
+checksum = "1063ad4c9e094b3f798acee16d9a47bd7372d9699be2de21b05c3bd3f34ab848"
 dependencies = [
- "datafusion-expr",
+ "datafusion-doc",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "datafusion-optimizer"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c6583ef666ae000a613a837e69e456681a9faa96347bf3877661e9e89e141d8a"
+checksum = "9f35f9ec5d08b87fd1893a30c2929f2559c2f9806ca072d8fefca5009dc0f06a"
 dependencies = [
  "arrow",
  "chrono",
@@ -1436,7 +1425,7 @@ dependencies = [
  "datafusion-expr-common",
  "datafusion-physical-expr",
  "indexmap",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "recursive",
  "regex",
@@ -1445,9 +1434,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c8668103361a272cbbe3a61f72eca60c9b7c706e87cc3565bcf21e2b277b84f6"
+checksum = "c30cc8012e9eedcb48bbe112c6eff4ae5ed19cf3003cb0f505662e88b7014c5d"
 dependencies = [
  "ahash",
  "arrow",
@@ -1459,18 +1448,17 @@ dependencies = [
  "half",
  "hashbrown 0.14.5",
  "indexmap",
- "itertools 0.14.0",
- "log",
+ "itertools",
  "parking_lot",
  "paste",
- "petgraph 0.8.2",
+ "petgraph 0.8.3",
 ]
 
 [[package]]
 name = "datafusion-physical-expr-adapter"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "815acced725d30601b397e39958e0e55630e0a10d66ef7769c14ae6597298bb0"
+checksum = "7f9ff2dbd476221b1f67337699eff432781c4e6e1713d2aefdaa517dfbf79768"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1478,28 +1466,28 @@ dependencies = [
  "datafusion-functions",
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
- "itertools 0.14.0",
+ "itertools",
 ]
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6652fe7b5bf87e85ed175f571745305565da2c0b599d98e697bcbedc7baa47c3"
+checksum = "90da43e1ec550b172f34c87ec68161986ced70fd05c8d2a2add66eef9c276f03"
 dependencies = [
  "ahash",
  "arrow",
  "datafusion-common",
  "datafusion-expr-common",
  "hashbrown 0.14.5",
- "itertools 0.14.0",
+ "itertools",
 ]
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "49b7d623eb6162a3332b564a0907ba00895c505d101b99af78345f1acf929b5c"
+checksum = "ce9804f799acd7daef3be7aaffe77c0033768ed8fdbf5fb82fc4c5f2e6bc14e6"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1510,16 +1498,15 @@ dependencies = [
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-pruning",
- "itertools 0.14.0",
- "log",
+ "itertools",
  "recursive",
 ]
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2f7f778a1a838dec124efb96eae6144237d546945587557c9e6936b3414558c"
+checksum = "0acf0ad6b6924c6b1aa7d213b181e012e2d3ec0a64ff5b10ee6282ab0f8532ac"
 dependencies = [
  "ahash",
  "arrow",
@@ -1539,7 +1526,7 @@ dependencies = [
  "half",
  "hashbrown 0.14.5",
  "indexmap",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "parking_lot",
  "pin-project-lite",
@@ -1548,15 +1535,26 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7df9f606892e6af45763d94d210634eec69b9bb6ced5353381682ff090028a3"
+checksum = "d368093a98a17d1449b1083ac22ed16b7128e4c67789991869480d8c4a40ecb9"
 dependencies = [
  "arrow",
  "chrono",
- "datafusion",
+ "datafusion-catalog",
+ "datafusion-catalog-listing",
  "datafusion-common",
+ "datafusion-datasource",
+ "datafusion-datasource-arrow",
+ "datafusion-datasource-csv",
+ "datafusion-datasource-json",
+ "datafusion-datasource-parquet",
+ "datafusion-execution",
  "datafusion-expr",
+ "datafusion-functions-table",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "datafusion-physical-plan",
  "datafusion-proto-common",
  "object_store",
  "prost",
@@ -1564,9 +1562,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b4b14f288ca4ef77743d9672cafecf3adfffff0b9b04af9af79ecbeaaf736901"
+checksum = "3b6aef3d5e5c1d2bc3114c4876730cb76a9bdc5a8df31ef1b6db48f0c1671895"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1575,19 +1573,18 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd1e59e2ca14fe3c30f141600b10ad8815e2856caa59ebbd0e3e07cd3d127a65"
+checksum = "ac2c2498a1f134a9e11a9f5ed202a2a7d7e9774bd9249295593053ea3be999db"
 dependencies = [
  "arrow",
- "arrow-schema",
  "datafusion-common",
  "datafusion-datasource",
  "datafusion-expr-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
- "itertools 0.14.0",
+ "itertools",
  "log",
 ]
 
@@ -1621,36 +1618,27 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21ef8e2745583619bd7a49474e8f45fbe98ebb31a133f27802217125a7b3d58d"
+checksum = "8f96eebd17555386f459037c65ab73aae8df09f464524c709d6a3134ad4f4776"
 dependencies = [
- "arrow",
  "async-trait",
- "dashmap",
  "datafusion-common",
- "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-plan",
- "datafusion-sql",
- "futures",
- "itertools 0.14.0",
- "log",
- "object_store",
  "parking_lot",
- "tokio",
 ]
 
 [[package]]
 name = "datafusion-sql"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89abd9868770386fede29e5a4b14f49c0bf48d652c3b9d7a8a0332329b87d50b"
+checksum = "3fc195fe60634b2c6ccfd131b487de46dc30eccae8a3c35a13f136e7f440414f"
 dependencies = [
  "arrow",
  "bigdecimal",
+ "chrono",
  "datafusion-common",
  "datafusion-expr",
  "indexmap",
@@ -1662,15 +1650,16 @@ dependencies = [
 
 [[package]]
 name = "datafusion-substrait"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eaa011a3814d91a03ab655ad41bbe5e57b203b2859281af8fe2c30aebbbcc5d9"
+checksum = "2505af06d103a55b4e8ded0c6aeb6c72a771948da939c0bd3f8eee67af475a9c"
 dependencies = [
  "async-recursion",
  "async-trait",
  "chrono",
  "datafusion",
- "itertools 0.14.0",
+ "half",
+ "itertools",
  "object_store",
  "pbjson-types",
  "prost",
@@ -1699,7 +1688,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1760,9 +1749,9 @@ dependencies = [
 
 [[package]]
 name = "flate2"
-version = "1.1.2"
+version = "1.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a3d7db9596fecd151c5f638c0ee5d5bd487b6e0ea232e5dc96d5250f6f94b1d"
+checksum = "bfe33edd8e85a12a67454e37f8c75e730830d83e313556ab9ebf9ee7fbeb3bfb"
 dependencies = [
  "crc32fast",
  "libz-rs-sys",
@@ -1846,7 +1835,7 @@ checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1861,6 +1850,12 @@ version = "0.3.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
 
+[[package]]
+name = "futures-timer"
+version = "3.0.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
+
 [[package]]
 name = "futures-util"
 version = "0.3.31"
@@ -1925,12 +1920,6 @@ dependencies = [
  "wasm-bindgen",
 ]
 
-[[package]]
-name = "gimli"
-version = "0.31.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07e28edb80900c19c28f1072f2e8aeca7fa06b23cd4169cefe1af5aa3260783f"
-
 [[package]]
 name = "glob"
 version = "0.3.3"
@@ -1958,13 +1947,14 @@ dependencies = [
 
 [[package]]
 name = "half"
-version = "2.6.0"
+version = "2.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "459196ed295495a68f7d7fe1d84f6c4b7ff0e21fe3017b2f283c6fac3ad803c9"
+checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
 dependencies = [
  "cfg-if",
  "crunchy",
  "num-traits",
+ "zerocopy",
 ]
 
 [[package]]
@@ -2097,7 +2087,7 @@ version = "0.1.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3c6995591a8f1380fcb4ba966a252a4b29188d51d2b89e3a252f5305be65aea8"
 dependencies = [
- "base64 0.22.1",
+ "base64",
  "bytes",
  "futures-channel",
  "futures-core",
@@ -2254,12 +2244,12 @@ dependencies = [
 
 [[package]]
 name = "indexmap"
-version = "2.11.3"
+version = "2.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "92119844f513ffa41556430369ab02c295a3578af21cf945caa3e9e0c2481ac3"
+checksum = "6717a8d2a5a929a1a2eb43a12812498ed141a0bcfb7e8f7844fbdbe4303bba9f"
 dependencies = [
  "equivalent",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
 ]
 
 [[package]]
@@ -2274,17 +2264,6 @@ version = "3.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8bb03732005da905c88227371639bf1ad885cc712789c011c31c5fb3ab3ccf02"
 
-[[package]]
-name = "io-uring"
-version = "0.7.10"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "046fa2d4d00aea763528b4950358d0ead425372445dc8ff86312b3c69ff7727b"
-dependencies = [
- "bitflags",
- "cfg-if",
- "libc",
-]
-
 [[package]]
 name = "ipnet"
 version = "2.11.0"
@@ -2301,15 +2280,6 @@ dependencies = [
  "serde",
 ]
 
-[[package]]
-name = "itertools"
-version = "0.13.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
-dependencies = [
- "either",
-]
-
 [[package]]
 name = "itertools"
 version = "0.14.0"
@@ -2417,9 +2387,9 @@ checksum = "2c4a545a15244c7d945065b5d392b2d2d7f21526fba56ce51467b06ed445e8f7"
 
 [[package]]
 name = "libc"
-version = "0.2.175"
+version = "0.2.177"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6a82ae493e598baaea5209805c49bbf2ea7de956d50d7da0da1164f9c6d28543"
+checksum = "2874a2af47a2325c2001a6e6fad9b16a53b802102b528163885171cf92b15976"
 
 [[package]]
 name = "libloading"
@@ -2550,6 +2520,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1fa76a2c86f704bdb222d66965fb3d63269ce38518b83cb0575fca855ebb6316"
 dependencies = [
  "adler2",
+ "simd-adler32",
 ]
 
 [[package]]
@@ -2569,20 +2540,6 @@ version = "0.10.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1d87ecb2933e8aeadb3e3a02b828fed80a7528047e68b4f424523a0981a3a084"
 
-[[package]]
-name = "num"
-version = "0.4.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
-dependencies = [
- "num-bigint",
- "num-complex",
- "num-integer",
- "num-iter",
- "num-rational",
- "num-traits",
-]
-
 [[package]]
 name = "num-bigint"
 version = "0.4.6"
@@ -2612,28 +2569,6 @@ dependencies = [
  "num-traits",
 ]
 
-[[package]]
-name = "num-iter"
-version = "0.1.45"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1429034a0490724d0075ebb2bc9e875d6503c3cf69e235a8941aa757d83ef5bf"
-dependencies = [
- "autocfg",
- "num-integer",
- "num-traits",
-]
-
-[[package]]
-name = "num-rational"
-version = "0.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f83d14da390562dca69fc84082e73e548e1ad308d24accdedd2720017cb37824"
-dependencies = [
- "num-bigint",
- "num-integer",
- "num-traits",
-]
-
 [[package]]
 name = "num-traits"
 version = "0.2.19"
@@ -2644,15 +2579,6 @@ dependencies = [
  "libm",
 ]
 
-[[package]]
-name = "object"
-version = "0.36.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62948e14d923ea95ea2c7c86c71013138b66525b86bdc08d2dcc262bdb497b87"
-dependencies = [
- "memchr",
-]
-
 [[package]]
 name = "object_store"
 version = "0.12.4"
@@ -2660,7 +2586,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4c1be0c6c22ec0817cdc77d3842f721a17fd30ab6965001415b5402a74e6b740"
 dependencies = [
  "async-trait",
- "base64 0.22.1",
+ "base64",
  "bytes",
  "chrono",
  "form_urlencoded",
@@ -2670,7 +2596,7 @@ dependencies = [
  "httparse",
  "humantime",
  "hyper",
- "itertools 0.14.0",
+ "itertools",
  "md-5",
  "parking_lot",
  "percent-encoding",
@@ -2737,9 +2663,9 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "56.1.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89b56b41d1bd36aae415e42f91cae70ee75cf6cba74416b14dce3e958d5990ec"
+checksum = "7a0f31027ef1af7549f7cec603a9a21dce706d3f8d7c2060a68f43c1773be95a"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -2749,20 +2675,20 @@ dependencies = [
  "arrow-ipc",
  "arrow-schema",
  "arrow-select",
- "base64 0.22.1",
+ "base64",
  "brotli",
  "bytes",
  "chrono",
  "flate2",
  "futures",
  "half",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
  "lz4_flex",
- "num",
  "num-bigint",
+ "num-integer",
+ "num-traits",
  "object_store",
  "paste",
- "ring",
  "seq-macro",
  "simdutf8",
  "snap",
@@ -2780,31 +2706,31 @@ checksum = "57c0d7b74b563b49d38dae00a0c37d4d6de9b432382b2892f0574ddcae73fd0a"
 
 [[package]]
 name = "pbjson"
-version = "0.7.0"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c7e6349fa080353f4a597daffd05cb81572a9c031a6d4fff7e504947496fcc68"
+checksum = "898bac3fa00d0ba57a4e8289837e965baa2dee8c3749f3b11d45a64b4223d9c3"
 dependencies = [
- "base64 0.21.7",
+ "base64",
  "serde",
 ]
 
 [[package]]
 name = "pbjson-build"
-version = "0.7.0"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6eea3058763d6e656105d1403cb04e0a41b7bbac6362d413e7c33be0c32279c9"
+checksum = "af22d08a625a2213a78dbb0ffa253318c5c79ce3133d32d296655a7bdfb02095"
 dependencies = [
  "heck",
- "itertools 0.13.0",
+ "itertools",
  "prost",
  "prost-types",
 ]
 
 [[package]]
 name = "pbjson-types"
-version = "0.7.0"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e54e5e7bfb1652f95bc361d76f3c780d8e526b134b85417e774166ee941f0887"
+checksum = "8e748e28374f10a330ee3bb9f29b828c0ac79831a32bab65015ad9b661ead526"
 dependencies = [
  "bytes",
  "chrono",
@@ -2833,9 +2759,9 @@ dependencies = [
 
 [[package]]
 name = "petgraph"
-version = "0.8.2"
+version = "0.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "54acf3a685220b533e437e264e4d932cfbdc4cc7ec0cd232ed73c08d03b8a7ca"
+checksum = "8701b58ea97060d5e5b155d383a69952a60943f0e6dfe30b04c287beb0b27455"
 dependencies = [
  "fixedbitset",
  "hashbrown 0.15.5",
@@ -2910,7 +2836,16 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.106",
+ "syn 2.0.111",
+]
+
+[[package]]
+name = "proc-macro-crate"
+version = "3.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "219cb19e96be00ab2e37d6e299658a0cfa83e52429179969b0f0121b4ac46983"
+dependencies = [
+ "toml_edit",
 ]
 
 [[package]]
@@ -2924,9 +2859,9 @@ dependencies = [
 
 [[package]]
 name = "prost"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2796faa41db3ec313a31f7624d9286acf277b52de526150b7e69f3debf891ee5"
+checksum = "7231bd9b3d3d33c86b58adbac74b5ec0ad9f496b19d22801d773636feaa95f3d"
 dependencies = [
  "bytes",
  "prost-derive",
@@ -2934,12 +2869,12 @@ dependencies = [
 
 [[package]]
 name = "prost-build"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "be769465445e8c1474e9c5dac2018218498557af32d9ed057325ec9a41ae81bf"
+checksum = "ac6c3320f9abac597dcbc668774ef006702672474aad53c6d596b62e487b40b1"
 dependencies = [
  "heck",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "multimap",
  "once_cell",
@@ -2948,28 +2883,28 @@ dependencies = [
  "prost",
  "prost-types",
  "regex",
- "syn 2.0.106",
+ "syn 2.0.111",
  "tempfile",
 ]
 
 [[package]]
 name = "prost-derive"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a56d757972c98b346a9b766e3f02746cde6dd1cd1d1d563472929fdd74bec4d"
+checksum = "9120690fafc389a67ba3803df527d0ec9cbbc9cc45e4cc20b332996dfb672425"
 dependencies = [
  "anyhow",
- "itertools 0.14.0",
+ "itertools",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "prost-types"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "52c2c1bf36ddb1a1c396b3601a3cec27c2462e45f07c386894ec3ccf5332bd16"
+checksum = "b9b4db3d6da204ed77bb26ba83b6122a73aeb2e87e25fbf7ad2e84c4ccbf8f72"
 dependencies = [
  "prost",
 ]
@@ -2994,9 +2929,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8970a78afe0628a3e3430376fc5fd76b6b45c4d43360ffd6cdd40bdde72b682a"
+checksum = "7ba0117f4212101ee6544044dae45abe1083d30ce7b29c4b5cbdfa2354e07383"
 dependencies = [
  "indoc",
  "libc",
@@ -3011,9 +2946,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-async-runtimes"
-version = "0.25.0"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d73cc6b1b7d8b3cef02101d37390dbdfe7e450dfea14921cae80a9534ba59ef2"
+checksum = "e6ee6d4cb3e8d5b925f5cdb38da183e0ff18122eb2048d4041c9e7034d026e23"
 dependencies = [
  "futures",
  "once_cell",
@@ -3024,19 +2959,18 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "458eb0c55e7ece017adeba38f2248ff3ac615e53660d7c71a238d7d2a01c7598"
+checksum = "4fc6ddaf24947d12a9aa31ac65431fb1b851b8f4365426e182901eabfb87df5f"
 dependencies = [
- "once_cell",
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7114fe5457c61b276ab77c5055f206295b812608083644a5c5b2640c3102565c"
+checksum = "025474d3928738efb38ac36d4744a74a400c901c7596199e20e45d98eb194105"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -3044,9 +2978,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-log"
-version = "0.12.4"
+version = "0.13.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "45192e5e4a4d2505587e27806c7b710c231c40c56f3bfc19535d0bb25df52264"
+checksum = "2f8bae9ad5ba08b0b0ed2bb9c2bdbaeccc69cafca96d78cf0fbcea0d45d122bb"
 dependencies = [
  "arc-swap",
  "log",
@@ -3055,27 +2989,27 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8725c0a622b374d6cb051d11a0983786448f7785336139c3c94f5aa6bef7e50"
+checksum = "2e64eb489f22fe1c95911b77c44cc41e7c19f3082fc81cce90f657cdc42ffded"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4109984c22491085343c05b0dbc54ddc405c3cf7b4374fc533f5c3313a572ccc"
+checksum = "100246c0ecf400b475341b8455a9213344569af29a3c841d29270e53102e0fcf"
 dependencies = [
  "heck",
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3151,9 +3085,9 @@ dependencies = [
 
 [[package]]
 name = "quote"
-version = "1.0.40"
+version = "1.0.42"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1885c039570dc00dcb4ff087a89e185fd56bae234ddc7f056a945bf36467248d"
+checksum = "a338cc41d27e6cc6dce6cefc13a0729dfbb81c262b1f519331575dd80ef3067f"
 dependencies = [
  "proc-macro2",
 ]
@@ -3210,7 +3144,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3224,9 +3158,9 @@ dependencies = [
 
 [[package]]
 name = "regex"
-version = "1.11.2"
+version = "1.12.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "23d7fd106d8c02486a8d64e778353d1cffe08ce79ac2e82f540c86d0facf6912"
+checksum = "843bc0191f75f3e22651ae5f1e72939ab2f72a4bc30fa80a066bd66edefc24d4"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -3236,9 +3170,9 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.10"
+version = "0.4.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6b9458fa0bfeeac22b5ca447c63aaf45f28439a709ccd244698632f9aa6394d6"
+checksum = "5276caf25ac86c8d810222b3dbb938e512c55c6831a10f3e6ed1c93b84041f1c"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -3267,6 +3201,12 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "relative-path"
+version = "1.9.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ba39f3699c378cd8970968dcbff9c43159ea4cfbd88d43c00b22f2ef10a435d2"
+
 [[package]]
 name = "repr_offset"
 version = "0.2.2"
@@ -3282,7 +3222,7 @@ version = "0.12.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d429f34c8092b2d42c7c93cec323bb4adeb7c67698f70839adec842ec10c7ceb"
 dependencies = [
- "base64 0.22.1",
+ "base64",
  "bytes",
  "futures-core",
  "futures-util",
@@ -3333,10 +3273,33 @@ dependencies = [
 ]
 
 [[package]]
-name = "rustc-demangle"
-version = "0.1.26"
+name = "rstest"
+version = "0.26.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56f7d92ca342cea22a06f2121d944b4fd82af56988c270852495420f961d4ace"
+checksum = "f5a3193c063baaa2a95a33f03035c8a72b83d97a54916055ba22d35ed3839d49"
+dependencies = [
+ "futures-timer",
+ "futures-util",
+ "rstest_macros",
+]
+
+[[package]]
+name = "rstest_macros"
+version = "0.26.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9c845311f0ff7951c5506121a9ad75aec44d083c31583b2ea5a30bcb0b0abba0"
+dependencies = [
+ "cfg-if",
+ "glob",
+ "proc-macro-crate",
+ "proc-macro2",
+ "quote",
+ "regex",
+ "relative-path",
+ "rustc_version",
+ "syn 2.0.111",
+ "unicode-ident",
+]
 
 [[package]]
 name = "rustc-hash"
@@ -3473,7 +3436,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde_derive_internals",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3523,9 +3486,9 @@ checksum = "1bc711410fbe7399f390ca1c3b60ad0f53f80e95c5eb935e52268a0e2cd49acc"
 
 [[package]]
 name = "serde"
-version = "1.0.225"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fd6c24dee235d0da097043389623fb913daddf92c76e9f5a1db88607a0bcbd1d"
+checksum = "9a8e94ea7f378bd32cbbd37198a4a91436180c5bb472411e48b5ec2e2124ae9e"
 dependencies = [
  "serde_core",
  "serde_derive",
@@ -3543,22 +3506,22 @@ dependencies = [
 
 [[package]]
 name = "serde_core"
-version = "1.0.225"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "659356f9a0cb1e529b24c01e43ad2bdf520ec4ceaf83047b83ddcc2251f96383"
+checksum = "41d385c7d4ca58e59fc732af25c3983b67ac852c1a25000afe1175de458b67ad"
 dependencies = [
  "serde_derive",
 ]
 
 [[package]]
 name = "serde_derive"
-version = "1.0.225"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0ea936adf78b1f766949a4977b91d2f5595825bd6ec079aa9543ad2685fc4516"
+checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3569,7 +3532,7 @@ checksum = "18d26a20a969b9e3fdf2fc2d9f21eda6c40e2de84c9408bb5d3b05d499aae711"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3594,7 +3557,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3639,6 +3602,12 @@ version = "1.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
+[[package]]
+name = "simd-adler32"
+version = "0.3.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
+
 [[package]]
 name = "simdutf8"
 version = "0.1.5"
@@ -3681,9 +3650,9 @@ dependencies = [
 
 [[package]]
 name = "sqlparser"
-version = "0.58.0"
+version = "0.59.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec4b661c54b1e4b603b37873a18c59920e4c51ea8ea2cf527d925424dbd4437c"
+checksum = "4591acadbcf52f0af60eafbb2c003232b2b4cd8de5f0e9437cb8b1b59046cc0f"
 dependencies = [
  "log",
  "recursive",
@@ -3698,7 +3667,7 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3754,7 +3723,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3766,14 +3735,14 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "substrait"
-version = "0.58.0"
+version = "0.62.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "de6d24c270c6c672a86c183c3a8439ba46c1936f93cf7296aa692de3b0ff0228"
+checksum = "21f1cb6d0bcd097a39fc25f7236236be29881fe122e282e4173d6d007a929927"
 dependencies = [
  "heck",
  "pbjson",
@@ -3790,7 +3759,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_yaml",
- "syn 2.0.106",
+ "syn 2.0.111",
  "typify",
  "walkdir",
 ]
@@ -3814,9 +3783,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.106"
+version = "2.0.111"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ede7c438028d4436d71104916910f5bb611972c5cfd7f89b8300a8186e6fada6"
+checksum = "390cc9a294ab71bdb1aa2e99d13be9c753cd2d7bd6560c77118597410c4d2e87"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -3840,7 +3809,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3864,22 +3833,22 @@ dependencies = [
 
 [[package]]
 name = "thiserror"
-version = "2.0.16"
+version = "2.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3467d614147380f2e4e374161426ff399c91084acd2363eaf549172b3d5e60c0"
+checksum = "f63587ca0f12b72a0600bcba1d40081f830876000bb46dd2337a3051618f4fc8"
 dependencies = [
  "thiserror-impl",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.16"
+version = "2.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6c5e1be1c48b9172ee610da68fd9cd2770e7a4056cb3fc98710ee6906f0c7960"
+checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3929,31 +3898,28 @@ checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
 
 [[package]]
 name = "tokio"
-version = "1.47.1"
+version = "1.48.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89e49afdadebb872d3145a5638b59eb0691ea23e46ca484037cfab3b76b95038"
+checksum = "ff360e02eab121e0bc37a2d3b4d4dc622e6eda3a8e5253d5435ecf5bd4c68408"
 dependencies = [
- "backtrace",
  "bytes",
- "io-uring",
  "libc",
  "mio",
  "pin-project-lite",
- "slab",
  "socket2",
  "tokio-macros",
- "windows-sys 0.59.0",
+ "windows-sys 0.61.0",
 ]
 
 [[package]]
 name = "tokio-macros"
-version = "2.5.0"
+version = "2.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e06d43f1345a3bcd39f6a56dbb7dcab2ba47e68e8ac134855e7e2bdbaf8cab8"
+checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3979,6 +3945,36 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "toml_datetime"
+version = "0.7.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f2cdb639ebbc97961c51720f858597f7f24c4fc295327923af55b74c3c724533"
+dependencies = [
+ "serde_core",
+]
+
+[[package]]
+name = "toml_edit"
+version = "0.23.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6485ef6d0d9b5d0ec17244ff7eb05310113c3f316f2d14200d4de56b3cb98f8d"
+dependencies = [
+ "indexmap",
+ "toml_datetime",
+ "toml_parser",
+ "winnow",
+]
+
+[[package]]
+name = "toml_parser"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c0cbe268d35bdb4bb5a56a2de88d0ad0eb70af5384a99d648cd4b3d04039800e"
+dependencies = [
+ "winnow",
+]
+
 [[package]]
 name = "tower"
 version = "0.5.2"
@@ -4043,7 +4039,7 @@ checksum = "81383ab64e72a7a8b8e13130c49e3dab29def6d0c7d76a03087b3cf71c5c6903"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -4102,9 +4098,9 @@ checksum = "f8c1ae7cc0fdb8b842d65d127cb981574b0d2b249b74d1c7a2986863dc134f71"
 
 [[package]]
 name = "typify"
-version = "0.4.3"
+version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7144144e97e987c94758a3017c920a027feac0799df325d6df4fc8f08d02068e"
+checksum = "e6d5bcc6f62eb1fa8aa4098f39b29f93dcb914e17158b76c50360911257aa629"
 dependencies = [
  "typify-impl",
  "typify-macro",
@@ -4112,9 +4108,9 @@ dependencies = [
 
 [[package]]
 name = "typify-impl"
-version = "0.4.3"
+version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "062879d46aa4c9dfe0d33b035bbaf512da192131645d05deacb7033ec8581a09"
+checksum = "a1eb359f7ffa4f9ebe947fa11a1b2da054564502968db5f317b7e37693cb2240"
 dependencies = [
  "heck",
  "log",
@@ -4125,16 +4121,16 @@ dependencies = [
  "semver",
  "serde",
  "serde_json",
- "syn 2.0.106",
+ "syn 2.0.111",
  "thiserror",
  "unicode-ident",
 ]
 
 [[package]]
 name = "typify-macro"
-version = "0.4.3"
+version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9708a3ceb6660ba3f8d2b8f0567e7d4b8b198e2b94d093b8a6077a751425de9e"
+checksum = "911c32f3c8514b048c1b228361bebb5e6d73aeec01696e8cc0e82e2ffef8ab7a"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -4143,7 +4139,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_tokenstream",
- "syn 2.0.106",
+ "syn 2.0.111",
  "typify-impl",
 ]
 
@@ -4285,7 +4281,7 @@ dependencies = [
  "log",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
  "wasm-bindgen-shared",
 ]
 
@@ -4320,7 +4316,7 @@ checksum = "7bb4ce89b08211f923caf51d527662b75bdc9c9c7aab40f86dcb9fb85ac552aa"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
  "wasm-bindgen-backend",
  "wasm-bindgen-shared",
 ]
@@ -4419,7 +4415,7 @@ checksum = "a47fddd13af08290e67f4acabf4b459f647552718f683a7b415d290ac744a836"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -4430,7 +4426,7 @@ checksum = "bd9211b69f8dcdfa817bfd14bf1c97c9188afa36f4750130fcdf3f400eca9fa8"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -4628,6 +4624,15 @@ version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "271414315aff87387382ec3d271b52d7ae78726f5d44ac98b4f4030c91880486"
 
+[[package]]
+name = "winnow"
+version = "0.7.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "21a0236b59786fed61e2a80582dd500fe61f18b5dca67a4a067d0bc9039339cf"
+dependencies = [
+ "memchr",
+]
+
 [[package]]
 name = "wit-bindgen"
 version = "0.46.0"
@@ -4669,7 +4674,7 @@ checksum = "38da3c9736e16c5d3c8c597a9aaa5d1fa565d0532ae05e27c24aa62fb32c0ab6"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
  "synstructure",
 ]
 
@@ -4690,7 +4695,7 @@ checksum = "88d2b8d9c68ad2b9e4340d7832716a4d21a22a1154777ad56ea55c51a9cf3831"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -4710,7 +4715,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
  "synstructure",
 ]
 
@@ -4750,7 +4755,7 @@ checksum = "5b96237efa0c878c64bd89c436f661be4e46b2f3eff1ebb976f7ef2321d2f58f"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
diff --git a/Cargo.toml b/Cargo.toml
index 1e8c3366d..095ba9b3e 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -48,20 +48,20 @@ tokio = { version = "1.47", features = [
     "rt-multi-thread",
     "sync",
 ] }
-pyo3 = { version = "0.25", features = [
+pyo3 = { version = "0.26", features = [
     "extension-module",
     "abi3",
     "abi3-py310",
 ] }
-pyo3-async-runtimes = { version = "0.25", features = ["tokio-runtime"] }
-pyo3-log = "0.12.4"
-arrow = { version = "56", features = ["pyarrow"] }
-arrow-select = { version = "56" }
-datafusion = { version = "50", features = ["avro", "unicode_expressions"] }
-datafusion-substrait = { version = "50", optional = true }
-datafusion-proto = { version = "50" }
-datafusion-ffi = { version = "50" }
-prost = "0.13.1" # keep in line with `datafusion-substrait`
+pyo3-async-runtimes = { version = "0.26", features = ["tokio-runtime"] }
+pyo3-log = "0.13.2"
+arrow = { version = "57", features = ["pyarrow"] }
+arrow-select = { version = "57" }
+datafusion = { version = "51", features = ["avro", "unicode_expressions"] }
+datafusion-substrait = { version = "51", optional = true }
+datafusion-proto = { version = "51" }
+datafusion-ffi = { version = "51" }
+prost = "0.14.1" # keep in line with `datafusion-substrait`
 uuid = { version = "1.18", features = ["v4"] }
 mimalloc = { version = "0.1", optional = true, default-features = false, features = [
     "local_dynamic_tls",
@@ -80,8 +80,8 @@ log = "0.4.27"
 parking_lot = "0.12"
 
 [build-dependencies]
-prost-types = "0.13.1"     # keep in line with `datafusion-substrait`
-pyo3-build-config = "0.25"
+prost-types = "0.14.1"     # keep in line with `datafusion-substrait`
+pyo3-build-config = "0.26"
 
 [lib]
 name = "datafusion_python"
diff --git a/examples/datafusion-ffi-example/Cargo.lock b/examples/datafusion-ffi-example/Cargo.lock
index b2d8a3d52..148c05edd 100644
--- a/examples/datafusion-ffi-example/Cargo.lock
+++ b/examples/datafusion-ffi-example/Cargo.lock
@@ -50,15 +50,6 @@ dependencies = [
  "core_extensions",
 ]
 
-[[package]]
-name = "addr2line"
-version = "0.24.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dfbe277e56a376000877090da837660b4427aad530e3028d44e0bffe4f89a1c1"
-dependencies = [
- "gimli",
-]
-
 [[package]]
 name = "adler2"
 version = "2.0.1"
@@ -109,12 +100,6 @@ version = "0.2.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "683d7910e743518b0e34f1186f92494becacb047c7b6bf616c96772180fef923"
 
-[[package]]
-name = "android-tzdata"
-version = "0.1.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e999941b234f3131b00bc13c22d06e8c5ff726d1b6318ac7eb276997bbb4fef0"
-
 [[package]]
 name = "android_system_properties"
 version = "0.1.5"
@@ -144,9 +129,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e833808ff2d94ed40d9379848a950d995043c7fb3e81a30b383f4c6033821cc"
+checksum = "4df8bb5b0bd64c0b9bc61317fcc480bad0f00e56d3bc32c69a4c8dada4786bae"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -165,23 +150,23 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ad08897b81588f60ba983e3ca39bda2b179bdd84dced378e7df81a5313802ef8"
+checksum = "a1a640186d3bd30a24cb42264c2dafb30e236a6f50d510e56d40b708c9582491"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
  "chrono",
- "num",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-array"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8548ca7c070d8db9ce7aa43f37393e4bfcf3f2d3681df278490772fd1673d08d"
+checksum = "219fe420e6800979744c8393b687afb0252b3f8a89b91027d27887b72aa36d31"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -191,25 +176,28 @@ dependencies = [
  "chrono-tz",
  "half",
  "hashbrown 0.16.0",
- "num",
+ "num-complex",
+ "num-integer",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-buffer"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e003216336f70446457e280807a73899dd822feaf02087d31febca1363e2fccc"
+checksum = "76885a2697a7edf6b59577f568b456afc94ce0e2edc15b784ce3685b6c3c5c27"
 dependencies = [
  "bytes",
  "half",
- "num",
+ "num-bigint",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-cast"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "919418a0681298d3a77d1a315f625916cb5678ad0d74b9c60108eb15fd083023"
+checksum = "9c9ebb4c987e6b3b236fb4a14b20b34835abfdd80acead3ccf1f9bf399e1f168"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -222,15 +210,15 @@ dependencies = [
  "comfy-table",
  "half",
  "lexical-core",
- "num",
+ "num-traits",
  "ryu",
 ]
 
 [[package]]
 name = "arrow-csv"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bfa9bf02705b5cf762b6f764c65f04ae9082c7cfc4e96e0c33548ee3f67012eb"
+checksum = "92386159c8d4bce96f8bd396b0642a0d544d471bdc2ef34d631aec80db40a09c"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -243,21 +231,22 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5c64fff1d142f833d78897a772f2e5b55b36cb3e6320376f0961ab0db7bd6d0"
+checksum = "727681b95de313b600eddc2a37e736dcb21980a40f640314dcf360e2f36bc89b"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
  "half",
- "num",
+ "num-integer",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-ipc"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d3594dcddccc7f20fd069bc8e9828ce37220372680ff638c5e00dea427d88f5"
+checksum = "da9ba92e3de170295c98a84e5af22e2b037f0c7b32449445e6c493b5fca27f27"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -271,9 +260,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "88cf36502b64a127dc659e3b305f1d993a544eab0d48cce704424e62074dc04b"
+checksum = "b969b4a421ae83828591c6bf5450bd52e6d489584142845ad6a861f42fe35df8"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -283,19 +272,21 @@ dependencies = [
  "chrono",
  "half",
  "indexmap",
+ "itoa",
  "lexical-core",
  "memchr",
- "num",
- "serde",
+ "num-traits",
+ "ryu",
+ "serde_core",
  "serde_json",
  "simdutf8",
 ]
 
 [[package]]
 name = "arrow-ord"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c8f82583eb4f8d84d4ee55fd1cb306720cddead7596edce95b50ee418edf66f"
+checksum = "141c05298b21d03e88062317a1f1a73f5ba7b6eb041b350015b1cd6aabc0519b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -306,9 +297,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d07ba24522229d9085031df6b94605e0f4b26e099fb7cdeec37abd941a73753"
+checksum = "c5f3c06a6abad6164508ed283c7a02151515cef3de4b4ff2cebbcaeb85533db2"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -319,34 +310,34 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b3aa9e59c611ebc291c28582077ef25c97f1975383f1479b12f3b9ffee2ffabe"
+checksum = "9cfa7a03d1eee2a4d061476e1840ad5c9867a544ca6c4c59256496af5d0a8be5"
 dependencies = [
  "bitflags",
- "serde",
+ "serde_core",
  "serde_json",
 ]
 
 [[package]]
 name = "arrow-select"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c41dbbd1e97bfcaee4fcb30e29105fb2c75e4d82ae4de70b792a5d3f66b2e7a"
+checksum = "bafa595babaad59f2455f4957d0f26448fb472722c186739f4fac0823a1bdb47"
 dependencies = [
  "ahash",
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
- "num",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-string"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53f5183c150fbc619eede22b861ea7c0eebed8eaac0333eaa7f6da5205fd504d"
+checksum = "32f46457dbbb99f2650ff3ac23e46a929e0ab81db809b02aa5511c258348bef2"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -354,7 +345,7 @@ dependencies = [
  "arrow-schema",
  "arrow-select",
  "memchr",
- "num",
+ "num-traits",
  "regex",
  "regex-syntax",
 ]
@@ -405,7 +396,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -423,21 +414,6 @@ version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
 
-[[package]]
-name = "backtrace"
-version = "0.3.75"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6806a6321ec58106fea15becdad98371e28d92ccbc7c8f1b3b6dd724fe8f1002"
-dependencies = [
- "addr2line",
- "cfg-if",
- "libc",
- "miniz_oxide",
- "object",
- "rustc-demangle",
- "windows-targets 0.52.6",
-]
-
 [[package]]
 name = "base64"
 version = "0.22.1"
@@ -544,9 +520,9 @@ dependencies = [
 
 [[package]]
 name = "bzip2"
-version = "0.6.0"
+version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bea8dcd42434048e4f7a304411d9273a411f647446c1234a65ce0554923f4cff"
+checksum = "f3a53fac24f34a81bc9954b5d6cfce0c21e18ec6959f44f56e8e90e4bb7c346c"
 dependencies = [
  "libbz2-rs-sys",
 ]
@@ -580,14 +556,13 @@ checksum = "2fd1289c04a9ea8cb22300a459a72a385d7c73d3259e2ed7dcb2af674838cfa9"
 
 [[package]]
 name = "chrono"
-version = "0.4.41"
+version = "0.4.42"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c469d952047f47f91b68d1cba3f10d63c11d73e4636f24f08daf0278abf01c4d"
+checksum = "145052bdd345b87320e369255277e3fb5152762ad123a901ef5c262dd38fe8d2"
 dependencies = [
- "android-tzdata",
  "iana-time-zone",
  "num-traits",
- "windows-link",
+ "windows-link 0.2.1",
 ]
 
 [[package]]
@@ -753,22 +728,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2af15bb3c6ffa33011ef579f6b0bcbe7c26584688bd6c994f548e44df67f011a"
+checksum = "8ba7cb113e9c0bedf9e9765926031e132fa05a1b09ba6e93a6d1a4d7044457b8"
 dependencies = [
  "arrow",
- "arrow-ipc",
  "arrow-schema",
  "async-trait",
  "bytes",
- "bzip2 0.6.0",
+ "bzip2 0.6.1",
  "chrono",
  "datafusion-catalog",
  "datafusion-catalog-listing",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
+ "datafusion-datasource-arrow",
  "datafusion-datasource-csv",
  "datafusion-datasource-json",
  "datafusion-datasource-parquet",
@@ -797,6 +772,7 @@ dependencies = [
  "parquet",
  "rand",
  "regex",
+ "rstest",
  "sqlparser",
  "tempfile",
  "tokio",
@@ -808,9 +784,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "187622262ad8f7d16d3be9202b4c1e0116f1c9aa387e5074245538b755261621"
+checksum = "66a3a799f914a59b1ea343906a0486f17061f39509af74e874a866428951130d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -823,7 +799,6 @@ dependencies = [
  "datafusion-physical-expr",
  "datafusion-physical-plan",
  "datafusion-session",
- "datafusion-sql",
  "futures",
  "itertools",
  "log",
@@ -834,9 +809,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9657314f0a32efd0382b9a46fdeb2d233273ece64baa68a7c45f5a192daf0f83"
+checksum = "6db1b113c80d7a0febcd901476a57aef378e717c54517a163ed51417d87621b0"
 dependencies = [
  "arrow",
  "async-trait",
@@ -846,10 +821,11 @@ dependencies = [
  "datafusion-execution",
  "datafusion-expr",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
- "datafusion-session",
  "futures",
+ "itertools",
  "log",
  "object_store",
  "tokio",
@@ -857,14 +833,13 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a83760d9a13122d025fbdb1d5d5aaf93dd9ada5e90ea229add92aa30898b2d1"
+checksum = "7c10f7659e96127d25e8366be7c8be4109595d6a2c3eac70421f380a7006a1b0"
 dependencies = [
  "ahash",
  "arrow",
  "arrow-ipc",
- "base64",
  "chrono",
  "half",
  "hashbrown 0.14.5",
@@ -882,9 +857,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b6234a6c7173fe5db1c6c35c01a12b2aa0f803a3007feee53483218817f8b1e"
+checksum = "b92065bbc6532c6651e2f7dd30b55cba0c7a14f860c7e1d15f165c41a1868d95"
 dependencies = [
  "futures",
  "log",
@@ -893,15 +868,15 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7256c9cb27a78709dd42d0c80f0178494637209cac6e29d5c93edd09b6721b86"
+checksum = "fde13794244bc7581cd82f6fff217068ed79cdc344cafe4ab2c3a1c3510b38d6"
 dependencies = [
  "arrow",
  "async-compression",
  "async-trait",
  "bytes",
- "bzip2 0.6.0",
+ "bzip2 0.6.1",
  "chrono",
  "datafusion-common",
  "datafusion-common-runtime",
@@ -918,9 +893,7 @@ dependencies = [
  "itertools",
  "log",
  "object_store",
- "parquet",
  "rand",
- "tempfile",
  "tokio",
  "tokio-util",
  "url",
@@ -928,22 +901,44 @@ dependencies = [
  "zstd",
 ]
 
+[[package]]
+name = "datafusion-datasource-arrow"
+version = "51.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "804fa9b4ecf3157982021770617200ef7c1b2979d57bec9044748314775a9aea"
+dependencies = [
+ "arrow",
+ "arrow-ipc",
+ "async-trait",
+ "bytes",
+ "datafusion-common",
+ "datafusion-common-runtime",
+ "datafusion-datasource",
+ "datafusion-execution",
+ "datafusion-expr",
+ "datafusion-physical-expr-common",
+ "datafusion-physical-plan",
+ "datafusion-session",
+ "futures",
+ "itertools",
+ "object_store",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-datasource-csv"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "64533a90f78e1684bfb113d200b540f18f268134622d7c96bbebc91354d04825"
+checksum = "61a1641a40b259bab38131c5e6f48fac0717bedb7dc93690e604142a849e0568"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
@@ -955,49 +950,44 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d7ebeb12c77df0aacad26f21b0d033aeede423a64b2b352f53048a75bf1d6e6"
+checksum = "adeacdb00c1d37271176f8fb6a1d8ce096baba16ea7a4b2671840c5c9c64fe85"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
  "futures",
  "object_store",
- "serde_json",
  "tokio",
 ]
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09e783c4c7d7faa1199af2df4761c68530634521b176a8d1331ddbc5a5c75133"
+checksum = "43d0b60ffd66f28bfb026565d62b0a6cbc416da09814766a3797bba7d85a3cd9"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-functions-aggregate",
+ "datafusion-functions-aggregate-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
- "datafusion-physical-optimizer",
  "datafusion-physical-plan",
  "datafusion-pruning",
  "datafusion-session",
@@ -1007,21 +997,20 @@ dependencies = [
  "object_store",
  "parking_lot",
  "parquet",
- "rand",
  "tokio",
 ]
 
 [[package]]
 name = "datafusion-doc"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99ee6b1d9a80d13f9deb2291f45c07044b8e62fb540dbde2453a18be17a36429"
+checksum = "2b99e13947667b36ad713549237362afb054b2d8f8cc447751e23ec61202db07"
 
 [[package]]
 name = "datafusion-execution"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4cec0a57653bec7b933fb248d3ffa3fa3ab3bd33bd140dc917f714ac036f531"
+checksum = "63695643190679037bc946ad46a263b62016931547bf119859c511f7ff2f5178"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1039,9 +1028,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ef76910bdca909722586389156d0aa4da4020e1631994d50fadd8ad4b1aa05fe"
+checksum = "f9a4787cbf5feb1ab351f789063398f67654a6df75c4d37d7f637dc96f951a91"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1053,6 +1042,7 @@ dependencies = [
  "datafusion-functions-window-common",
  "datafusion-physical-expr-common",
  "indexmap",
+ "itertools",
  "paste",
  "recursive",
  "serde_json",
@@ -1061,9 +1051,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6d155ccbda29591ca71a1344dd6bed26c65a4438072b400df9db59447f590bb6"
+checksum = "5ce2fb1b8c15c9ac45b0863c30b268c69dc9ee7a1ee13ecf5d067738338173dc"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1074,9 +1064,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-ffi"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "25ddb7c4e645df080c27dad13a198d191da328dd1c98e198664a7a0f64b335cc"
+checksum = "ec510e7787641279b0336e8b79e4b7bd1385d5976875ff9b97f4269ce5231a67"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -1084,6 +1074,7 @@ dependencies = [
  "async-ffi",
  "async-trait",
  "datafusion",
+ "datafusion-common",
  "datafusion-functions-aggregate-common",
  "datafusion-proto",
  "datafusion-proto-common",
@@ -1110,9 +1101,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7de2782136bd6014670fd84fe3b0ca3b3e4106c96403c3ae05c0598577139977"
+checksum = "794a9db7f7b96b3346fc007ff25e994f09b8f0511b4cf7dff651fadfe3ebb28f"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -1130,6 +1121,7 @@ dependencies = [
  "itertools",
  "log",
  "md-5",
+ "num-traits",
  "rand",
  "regex",
  "sha2",
@@ -1139,9 +1131,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07331fc13603a9da97b74fd8a273f4238222943dffdbbed1c4c6f862a30105bf"
+checksum = "1c25210520a9dcf9c2b2cbbce31ebd4131ef5af7fc60ee92b266dc7d159cb305"
 dependencies = [
  "ahash",
  "arrow",
@@ -1160,9 +1152,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b5951e572a8610b89968a09b5420515a121fbc305c0258651f318dc07c97ab17"
+checksum = "62f4a66f3b87300bb70f4124b55434d2ae3fe80455f3574701d0348da040b55d"
 dependencies = [
  "ahash",
  "arrow",
@@ -1173,9 +1165,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fdacca9302c3d8fc03f3e94f338767e786a88a33f5ebad6ffc0e7b50364b9ea3"
+checksum = "ae5c06eed03918dc7fe7a9f082a284050f0e9ecf95d72f57712d1496da03b8c4"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -1183,6 +1175,7 @@ dependencies = [
  "datafusion-doc",
  "datafusion-execution",
  "datafusion-expr",
+ "datafusion-expr-common",
  "datafusion-functions",
  "datafusion-functions-aggregate",
  "datafusion-functions-aggregate-common",
@@ -1195,9 +1188,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-table"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c37ff8a99434fbbad604a7e0669717c58c7c4f14c472d45067c4b016621d981"
+checksum = "db4fed1d71738fbe22e2712d71396db04c25de4111f1ec252b8f4c6d3b25d7f5"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1211,9 +1204,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48e2aea7c79c926cffabb13dc27309d4eaeb130f4a21c8ba91cdd241c813652b"
+checksum = "1d92206aa5ae21892f1552b4d61758a862a70956e6fd7a95cb85db1de74bc6d1"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1229,9 +1222,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0fead257ab5fd2ffc3b40fda64da307e20de0040fe43d49197241d9de82a487f"
+checksum = "53ae9bcc39800820d53a22d758b3b8726ff84a5a3e24cecef04ef4e5fdf1c7cc"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1239,20 +1232,20 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec6f637bce95efac05cdfb9b6c19579ed4aa5f6b94d951cfa5bb054b7bb4f730"
+checksum = "1063ad4c9e094b3f798acee16d9a47bd7372d9699be2de21b05c3bd3f34ab848"
 dependencies = [
- "datafusion-expr",
+ "datafusion-doc",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "datafusion-optimizer"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c6583ef666ae000a613a837e69e456681a9faa96347bf3877661e9e89e141d8a"
+checksum = "9f35f9ec5d08b87fd1893a30c2929f2559c2f9806ca072d8fefca5009dc0f06a"
 dependencies = [
  "arrow",
  "chrono",
@@ -1270,9 +1263,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c8668103361a272cbbe3a61f72eca60c9b7c706e87cc3565bcf21e2b277b84f6"
+checksum = "c30cc8012e9eedcb48bbe112c6eff4ae5ed19cf3003cb0f505662e88b7014c5d"
 dependencies = [
  "ahash",
  "arrow",
@@ -1285,7 +1278,6 @@ dependencies = [
  "hashbrown 0.14.5",
  "indexmap",
  "itertools",
- "log",
  "parking_lot",
  "paste",
  "petgraph",
@@ -1293,9 +1285,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-adapter"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "815acced725d30601b397e39958e0e55630e0a10d66ef7769c14ae6597298bb0"
+checksum = "7f9ff2dbd476221b1f67337699eff432781c4e6e1713d2aefdaa517dfbf79768"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1308,9 +1300,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6652fe7b5bf87e85ed175f571745305565da2c0b599d98e697bcbedc7baa47c3"
+checksum = "90da43e1ec550b172f34c87ec68161986ced70fd05c8d2a2add66eef9c276f03"
 dependencies = [
  "ahash",
  "arrow",
@@ -1322,9 +1314,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "49b7d623eb6162a3332b564a0907ba00895c505d101b99af78345f1acf929b5c"
+checksum = "ce9804f799acd7daef3be7aaffe77c0033768ed8fdbf5fb82fc4c5f2e6bc14e6"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1336,15 +1328,14 @@ dependencies = [
  "datafusion-physical-plan",
  "datafusion-pruning",
  "itertools",
- "log",
  "recursive",
 ]
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2f7f778a1a838dec124efb96eae6144237d546945587557c9e6936b3414558c"
+checksum = "0acf0ad6b6924c6b1aa7d213b181e012e2d3ec0a64ff5b10ee6282ab0f8532ac"
 dependencies = [
  "ahash",
  "arrow",
@@ -1373,15 +1364,26 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7df9f606892e6af45763d94d210634eec69b9bb6ced5353381682ff090028a3"
+checksum = "d368093a98a17d1449b1083ac22ed16b7128e4c67789991869480d8c4a40ecb9"
 dependencies = [
  "arrow",
  "chrono",
- "datafusion",
+ "datafusion-catalog",
+ "datafusion-catalog-listing",
  "datafusion-common",
+ "datafusion-datasource",
+ "datafusion-datasource-arrow",
+ "datafusion-datasource-csv",
+ "datafusion-datasource-json",
+ "datafusion-datasource-parquet",
+ "datafusion-execution",
  "datafusion-expr",
+ "datafusion-functions-table",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "datafusion-physical-plan",
  "datafusion-proto-common",
  "object_store",
  "prost",
@@ -1389,9 +1391,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b4b14f288ca4ef77743d9672cafecf3adfffff0b9b04af9af79ecbeaaf736901"
+checksum = "3b6aef3d5e5c1d2bc3114c4876730cb76a9bdc5a8df31ef1b6db48f0c1671895"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1400,12 +1402,11 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd1e59e2ca14fe3c30f141600b10ad8815e2856caa59ebbd0e3e07cd3d127a65"
+checksum = "ac2c2498a1f134a9e11a9f5ed202a2a7d7e9774bd9249295593053ea3be999db"
 dependencies = [
  "arrow",
- "arrow-schema",
  "datafusion-common",
  "datafusion-datasource",
  "datafusion-expr-common",
@@ -1418,36 +1419,27 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21ef8e2745583619bd7a49474e8f45fbe98ebb31a133f27802217125a7b3d58d"
+checksum = "8f96eebd17555386f459037c65ab73aae8df09f464524c709d6a3134ad4f4776"
 dependencies = [
- "arrow",
  "async-trait",
- "dashmap",
  "datafusion-common",
- "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-plan",
- "datafusion-sql",
- "futures",
- "itertools",
- "log",
- "object_store",
  "parking_lot",
- "tokio",
 ]
 
 [[package]]
 name = "datafusion-sql"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89abd9868770386fede29e5a4b14f49c0bf48d652c3b9d7a8a0332329b87d50b"
+checksum = "3fc195fe60634b2c6ccfd131b487de46dc30eccae8a3c35a13f136e7f440414f"
 dependencies = [
  "arrow",
  "bigdecimal",
+ "chrono",
  "datafusion-common",
  "datafusion-expr",
  "indexmap",
@@ -1476,7 +1468,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1525,9 +1517,9 @@ dependencies = [
 
 [[package]]
 name = "flate2"
-version = "1.1.2"
+version = "1.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a3d7db9596fecd151c5f638c0ee5d5bd487b6e0ea232e5dc96d5250f6f94b1d"
+checksum = "bfe33edd8e85a12a67454e37f8c75e730830d83e313556ab9ebf9ee7fbeb3bfb"
 dependencies = [
  "crc32fast",
  "libz-rs-sys",
@@ -1611,7 +1603,7 @@ checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1626,6 +1618,12 @@ version = "0.3.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
 
+[[package]]
+name = "futures-timer"
+version = "3.0.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
+
 [[package]]
 name = "futures-util"
 version = "0.3.31"
@@ -1670,10 +1668,8 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "335ff9f135e4384c8150d6f27c6daed433577f86b4750418338c01a1a2528592"
 dependencies = [
  "cfg-if",
- "js-sys",
  "libc",
  "wasi 0.11.1+wasi-snapshot-preview1",
- "wasm-bindgen",
 ]
 
 [[package]]
@@ -1688,12 +1684,6 @@ dependencies = [
  "wasi 0.14.2+wasi-0.2.4",
 ]
 
-[[package]]
-name = "gimli"
-version = "0.31.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07e28edb80900c19c28f1072f2e8aeca7fa06b23cd4169cefe1af5aa3260783f"
-
 [[package]]
 name = "glob"
 version = "0.3.3"
@@ -1702,13 +1692,14 @@ checksum = "0cc23270f6e1808e30a928bdc84dea0b9b4136a8bc82338574f23baf47bbd280"
 
 [[package]]
 name = "half"
-version = "2.6.0"
+version = "2.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "459196ed295495a68f7d7fe1d84f6c4b7ff0e21fe3017b2f283c6fac3ad803c9"
+checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
 dependencies = [
  "cfg-if",
  "crunchy",
  "num-traits",
+ "zerocopy",
 ]
 
 [[package]]
@@ -1727,8 +1718,6 @@ version = "0.15.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
 dependencies = [
- "allocator-api2",
- "equivalent",
  "foldhash",
 ]
 
@@ -1900,12 +1889,12 @@ dependencies = [
 
 [[package]]
 name = "indexmap"
-version = "2.11.0"
+version = "2.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2481980430f9f78649238835720ddccc57e52df14ffce1c6f37391d61b563e9"
+checksum = "6717a8d2a5a929a1a2eb43a12812498ed141a0bcfb7e8f7844fbdbe4303bba9f"
 dependencies = [
  "equivalent",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
 ]
 
 [[package]]
@@ -1920,17 +1909,6 @@ version = "3.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8bb03732005da905c88227371639bf1ad885cc712789c011c31c5fb3ab3ccf02"
 
-[[package]]
-name = "io-uring"
-version = "0.7.10"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "046fa2d4d00aea763528b4950358d0ead425372445dc8ff86312b3c69ff7727b"
-dependencies = [
- "bitflags",
- "cfg-if",
- "libc",
-]
-
 [[package]]
 name = "itertools"
 version = "0.14.0"
@@ -2038,9 +2016,9 @@ checksum = "2c4a545a15244c7d945065b5d392b2d2d7f21526fba56ce51467b06ed445e8f7"
 
 [[package]]
 name = "libc"
-version = "0.2.175"
+version = "0.2.177"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6a82ae493e598baaea5209805c49bbf2ea7de956d50d7da0da1164f9c6d28543"
+checksum = "2874a2af47a2325c2001a6e6fad9b16a53b802102b528163885171cf92b15976"
 
 [[package]]
 name = "libloading"
@@ -2147,31 +2125,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1fa76a2c86f704bdb222d66965fb3d63269ce38518b83cb0575fca855ebb6316"
 dependencies = [
  "adler2",
-]
-
-[[package]]
-name = "mio"
-version = "1.0.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78bed444cc8a2160f01cbcf811ef18cac863ad68ae8ca62092e8db51d51c761c"
-dependencies = [
- "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
- "windows-sys 0.59.0",
-]
-
-[[package]]
-name = "num"
-version = "0.4.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
-dependencies = [
- "num-bigint",
- "num-complex",
- "num-integer",
- "num-iter",
- "num-rational",
- "num-traits",
+ "simd-adler32",
 ]
 
 [[package]]
@@ -2202,28 +2156,6 @@ dependencies = [
  "num-traits",
 ]
 
-[[package]]
-name = "num-iter"
-version = "0.1.45"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1429034a0490724d0075ebb2bc9e875d6503c3cf69e235a8941aa757d83ef5bf"
-dependencies = [
- "autocfg",
- "num-integer",
- "num-traits",
-]
-
-[[package]]
-name = "num-rational"
-version = "0.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f83d14da390562dca69fc84082e73e548e1ad308d24accdedd2720017cb37824"
-dependencies = [
- "num-bigint",
- "num-integer",
- "num-traits",
-]
-
 [[package]]
 name = "num-traits"
 version = "0.2.19"
@@ -2234,20 +2166,11 @@ dependencies = [
  "libm",
 ]
 
-[[package]]
-name = "object"
-version = "0.36.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62948e14d923ea95ea2c7c86c71013138b66525b86bdc08d2dcc262bdb497b87"
-dependencies = [
- "memchr",
-]
-
 [[package]]
 name = "object_store"
-version = "0.12.3"
+version = "0.12.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "efc4f07659e11cd45a341cd24d71e683e3be65d9ff1f8150061678fe60437496"
+checksum = "4c1be0c6c22ec0817cdc77d3842f721a17fd30ab6965001415b5402a74e6b740"
 dependencies = [
  "async-trait",
  "bytes",
@@ -2307,9 +2230,9 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f0dbd48ad52d7dccf8ea1b90a3ddbfaea4f69878dd7683e51c507d4bc52b5b27"
+checksum = "7a0f31027ef1af7549f7cec603a9a21dce706d3f8d7c2060a68f43c1773be95a"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -2328,11 +2251,11 @@ dependencies = [
  "half",
  "hashbrown 0.16.0",
  "lz4_flex",
- "num",
  "num-bigint",
+ "num-integer",
+ "num-traits",
  "object_store",
  "paste",
- "ring",
  "seq-macro",
  "simdutf8",
  "snap",
@@ -2356,9 +2279,9 @@ checksum = "9b4f627cb1b25917193a259e49bdad08f671f8d9708acfd5fe0a8c1455d87220"
 
 [[package]]
 name = "petgraph"
-version = "0.8.2"
+version = "0.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "54acf3a685220b533e437e264e4d932cfbdc4cc7ec0cd232ed73c08d03b8a7ca"
+checksum = "8701b58ea97060d5e5b155d383a69952a60943f0e6dfe30b04c287beb0b27455"
 dependencies = [
  "fixedbitset",
  "hashbrown 0.15.5",
@@ -2426,6 +2349,15 @@ dependencies = [
  "zerocopy",
 ]
 
+[[package]]
+name = "proc-macro-crate"
+version = "3.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "219cb19e96be00ab2e37d6e299658a0cfa83e52429179969b0f0121b4ac46983"
+dependencies = [
+ "toml_edit",
+]
+
 [[package]]
 name = "proc-macro2"
 version = "1.0.101"
@@ -2437,9 +2369,9 @@ dependencies = [
 
 [[package]]
 name = "prost"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2796faa41db3ec313a31f7624d9286acf277b52de526150b7e69f3debf891ee5"
+checksum = "7231bd9b3d3d33c86b58adbac74b5ec0ad9f496b19d22801d773636feaa95f3d"
 dependencies = [
  "bytes",
  "prost-derive",
@@ -2447,15 +2379,15 @@ dependencies = [
 
 [[package]]
 name = "prost-derive"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a56d757972c98b346a9b766e3f02746cde6dd1cd1d1d563472929fdd74bec4d"
+checksum = "9120690fafc389a67ba3803df527d0ec9cbbc9cc45e4cc20b332996dfb672425"
 dependencies = [
  "anyhow",
  "itertools",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2469,9 +2401,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.25.1"
+version = "0.27.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8970a78afe0628a3e3430376fc5fd76b6b45c4d43360ffd6cdd40bdde72b682a"
+checksum = "37a6df7eab65fc7bee654a421404947e10a0f7085b6951bf2ea395f4659fb0cf"
 dependencies = [
  "indoc",
  "libc",
@@ -2486,19 +2418,18 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.25.1"
+version = "0.27.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "458eb0c55e7ece017adeba38f2248ff3ac615e53660d7c71a238d7d2a01c7598"
+checksum = "f77d387774f6f6eec64a004eac0ed525aab7fa1966d94b42f743797b3e395afb"
 dependencies = [
- "once_cell",
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.25.1"
+version = "0.27.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7114fe5457c61b276ab77c5055f206295b812608083644a5c5b2640c3102565c"
+checksum = "2dd13844a4242793e02df3e2ec093f540d948299a6a77ea9ce7afd8623f542be"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -2506,34 +2437,34 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.25.1"
+version = "0.27.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8725c0a622b374d6cb051d11a0983786448f7785336139c3c94f5aa6bef7e50"
+checksum = "eaf8f9f1108270b90d3676b8679586385430e5c0bb78bb5f043f95499c821a71"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.25.1"
+version = "0.27.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4109984c22491085343c05b0dbc54ddc405c3cf7b4374fc533f5c3313a572ccc"
+checksum = "70a3b2274450ba5288bc9b8c1b69ff569d1d61189d4bff38f8d22e03d17f932b"
 dependencies = [
  "heck",
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "quote"
-version = "1.0.40"
+version = "1.0.42"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1885c039570dc00dcb4ff087a89e185fd56bae234ddc7f056a945bf36467248d"
+checksum = "a338cc41d27e6cc6dce6cefc13a0729dfbb81c262b1f519331575dd80ef3067f"
 dependencies = [
  "proc-macro2",
 ]
@@ -2590,7 +2521,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2604,9 +2535,9 @@ dependencies = [
 
 [[package]]
 name = "regex"
-version = "1.11.2"
+version = "1.12.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "23d7fd106d8c02486a8d64e778353d1cffe08ce79ac2e82f540c86d0facf6912"
+checksum = "843bc0191f75f3e22651ae5f1e72939ab2f72a4bc30fa80a066bd66edefc24d4"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -2616,9 +2547,9 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.10"
+version = "0.4.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6b9458fa0bfeeac22b5ca447c63aaf45f28439a709ccd244698632f9aa6394d6"
+checksum = "5276caf25ac86c8d810222b3dbb938e512c55c6831a10f3e6ed1c93b84041f1c"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -2631,6 +2562,12 @@ version = "0.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "caf4aa5b0f434c91fe5c7f1ecb6a5ece2130b02ad2a590589dda5146df959001"
 
+[[package]]
+name = "relative-path"
+version = "1.9.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ba39f3699c378cd8970968dcbff9c43159ea4cfbd88d43c00b22f2ef10a435d2"
+
 [[package]]
 name = "repr_offset"
 version = "0.2.2"
@@ -2641,24 +2578,33 @@ dependencies = [
 ]
 
 [[package]]
-name = "ring"
-version = "0.17.14"
+name = "rstest"
+version = "0.26.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4689e6c2294d81e88dc6261c768b63bc4fcdb852be6d1352498b114f61383b7"
+checksum = "f5a3193c063baaa2a95a33f03035c8a72b83d97a54916055ba22d35ed3839d49"
 dependencies = [
- "cc",
- "cfg-if",
- "getrandom 0.2.16",
- "libc",
- "untrusted",
- "windows-sys 0.52.0",
+ "futures-timer",
+ "futures-util",
+ "rstest_macros",
 ]
 
 [[package]]
-name = "rustc-demangle"
-version = "0.1.26"
+name = "rstest_macros"
+version = "0.26.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56f7d92ca342cea22a06f2121d944b4fd82af56988c270852495420f961d4ace"
+checksum = "9c845311f0ff7951c5506121a9ad75aec44d083c31583b2ea5a30bcb0b0abba0"
+dependencies = [
+ "cfg-if",
+ "glob",
+ "proc-macro-crate",
+ "proc-macro2",
+ "quote",
+ "regex",
+ "relative-path",
+ "rustc_version",
+ "syn 2.0.111",
+ "unicode-ident",
+]
 
 [[package]]
 name = "rustc_version"
@@ -2711,9 +2657,9 @@ checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
 
 [[package]]
 name = "semver"
-version = "1.0.26"
+version = "1.0.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56e6fa9c48d24d85fb3de5ad847117517440f6beceb7798af16b4a87d616b8d0"
+checksum = "d767eb0aabc880b29956c35734170f26ed551a859dbd361d140cdbeca61ab1e2"
 
 [[package]]
 name = "seq-macro"
@@ -2723,22 +2669,32 @@ checksum = "1bc711410fbe7399f390ca1c3b60ad0f53f80e95c5eb935e52268a0e2cd49acc"
 
 [[package]]
 name = "serde"
-version = "1.0.219"
+version = "1.0.228"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9a8e94ea7f378bd32cbbd37198a4a91436180c5bb472411e48b5ec2e2124ae9e"
+dependencies = [
+ "serde_core",
+ "serde_derive",
+]
+
+[[package]]
+name = "serde_core"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f0e2c6ed6606019b4e29e69dbaba95b11854410e5347d525002456dbbb786b6"
+checksum = "41d385c7d4ca58e59fc732af25c3983b67ac852c1a25000afe1175de458b67ad"
 dependencies = [
  "serde_derive",
 ]
 
 [[package]]
 name = "serde_derive"
-version = "1.0.219"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b0276cf7f2c73365f7157c8123c21cd9a50fbbd844757af28ca1f5925fc2a00"
+checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2770,6 +2726,12 @@ version = "1.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
+[[package]]
+name = "simd-adler32"
+version = "0.3.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
+
 [[package]]
 name = "simdutf8"
 version = "0.1.5"
@@ -2802,9 +2764,9 @@ checksum = "1b6b67fb9a61334225b5b790716f609cd58395f895b3fe8b328786812a40bc3b"
 
 [[package]]
 name = "sqlparser"
-version = "0.58.0"
+version = "0.59.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec4b661c54b1e4b603b37873a18c59920e4c51ea8ea2cf527d925424dbd4437c"
+checksum = "4591acadbcf52f0af60eafbb2c003232b2b4cd8de5f0e9437cb8b1b59046cc0f"
 dependencies = [
  "log",
  "recursive",
@@ -2819,7 +2781,7 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2863,7 +2825,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2885,9 +2847,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.106"
+version = "2.0.111"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ede7c438028d4436d71104916910f5bb611972c5cfd7f89b8300a8186e6fada6"
+checksum = "390cc9a294ab71bdb1aa2e99d13be9c753cd2d7bd6560c77118597410c4d2e87"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2902,7 +2864,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2941,7 +2903,7 @@ checksum = "6c5e1be1c48b9172ee610da68fd9cd2770e7a4056cb3fc98710ee6906f0c7960"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2976,29 +2938,24 @@ dependencies = [
 
 [[package]]
 name = "tokio"
-version = "1.47.1"
+version = "1.48.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89e49afdadebb872d3145a5638b59eb0691ea23e46ca484037cfab3b76b95038"
+checksum = "ff360e02eab121e0bc37a2d3b4d4dc622e6eda3a8e5253d5435ecf5bd4c68408"
 dependencies = [
- "backtrace",
  "bytes",
- "io-uring",
- "libc",
- "mio",
  "pin-project-lite",
- "slab",
  "tokio-macros",
 ]
 
 [[package]]
 name = "tokio-macros"
-version = "2.5.0"
+version = "2.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e06d43f1345a3bcd39f6a56dbb7dcab2ba47e68e8ac134855e7e2bdbaf8cab8"
+checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3014,6 +2971,36 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "toml_datetime"
+version = "0.7.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f2cdb639ebbc97961c51720f858597f7f24c4fc295327923af55b74c3c724533"
+dependencies = [
+ "serde_core",
+]
+
+[[package]]
+name = "toml_edit"
+version = "0.23.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6485ef6d0d9b5d0ec17244ff7eb05310113c3f316f2d14200d4de56b3cb98f8d"
+dependencies = [
+ "indexmap",
+ "toml_datetime",
+ "toml_parser",
+ "winnow",
+]
+
+[[package]]
+name = "toml_parser"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c0cbe268d35bdb4bb5a56a2de88d0ad0eb70af5384a99d648cd4b3d04039800e"
+dependencies = [
+ "winnow",
+]
+
 [[package]]
 name = "tracing"
 version = "0.1.41"
@@ -3033,7 +3020,7 @@ checksum = "81383ab64e72a7a8b8e13130c49e3dab29def6d0c7d76a03087b3cf71c5c6903"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3108,12 +3095,6 @@ version = "0.2.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7264e107f553ccae879d21fbea1d6724ac785e8c3bfc762137959b5802826ef3"
 
-[[package]]
-name = "untrusted"
-version = "0.9.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8ecb6da28b8a351d773b68d5825ac39017e680750f980f3a1a85cd8dd28a47c1"
-
 [[package]]
 name = "url"
 version = "2.5.7"
@@ -3196,7 +3177,7 @@ dependencies = [
  "log",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
  "wasm-bindgen-shared",
 ]
 
@@ -3231,7 +3212,7 @@ checksum = "8ae87ea40c9f689fc23f209965b6fb8a99ad69aeeb0231408be24920604395de"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
  "wasm-bindgen-backend",
  "wasm-bindgen-shared",
 ]
@@ -3304,7 +3285,7 @@ checksum = "c0fdd3ddb90610c7638aa2b3a3ab2904fb9e5cdbecc643ddb3647212781c4ae3"
 dependencies = [
  "windows-implement",
  "windows-interface",
- "windows-link",
+ "windows-link 0.1.3",
  "windows-result",
  "windows-strings",
 ]
@@ -3317,7 +3298,7 @@ checksum = "a47fddd13af08290e67f4acabf4b459f647552718f683a7b415d290ac744a836"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3328,7 +3309,7 @@ checksum = "bd9211b69f8dcdfa817bfd14bf1c97c9188afa36f4750130fcdf3f400eca9fa8"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3337,13 +3318,19 @@ version = "0.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5e6ad25900d524eaabdbbb96d20b4311e1e7ae1699af4fb28c17ae66c80d798a"
 
+[[package]]
+name = "windows-link"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
+
 [[package]]
 name = "windows-result"
 version = "0.3.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "56f42bd332cc6c8eac5af113fc0c1fd6a8fd2aa08a0119358686e5160d0586c6"
 dependencies = [
- "windows-link",
+ "windows-link 0.1.3",
 ]
 
 [[package]]
@@ -3352,16 +3339,7 @@ version = "0.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "56e6c93f3a0c3b36176cb1327a4958a0353d5d166c2a35cb268ace15e91d3b57"
 dependencies = [
- "windows-link",
-]
-
-[[package]]
-name = "windows-sys"
-version = "0.52.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d"
-dependencies = [
- "windows-targets 0.52.6",
+ "windows-link 0.1.3",
 ]
 
 [[package]]
@@ -3404,7 +3382,7 @@ version = "0.53.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d5fe6031c4041849d7c496a8ded650796e7b6ecc19df1a431c1a363342e5dc91"
 dependencies = [
- "windows-link",
+ "windows-link 0.1.3",
  "windows_aarch64_gnullvm 0.53.0",
  "windows_aarch64_msvc 0.53.0",
  "windows_i686_gnu 0.53.0",
@@ -3511,6 +3489,15 @@ version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "271414315aff87387382ec3d271b52d7ae78726f5d44ac98b4f4030c91880486"
 
+[[package]]
+name = "winnow"
+version = "0.7.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "21a0236b59786fed61e2a80582dd500fe61f18b5dca67a4a067d0bc9039339cf"
+dependencies = [
+ "memchr",
+]
+
 [[package]]
 name = "wit-bindgen-rt"
 version = "0.39.0"
@@ -3555,7 +3542,7 @@ checksum = "38da3c9736e16c5d3c8c597a9aaa5d1fa565d0532ae05e27c24aa62fb32c0ab6"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
  "synstructure",
 ]
 
@@ -3576,7 +3563,7 @@ checksum = "9ecf5b4cc5364572d7f4c329661bcc82724222973f2cab6f050a4e5c22f75181"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3596,7 +3583,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
  "synstructure",
 ]
 
@@ -3630,7 +3617,7 @@ checksum = "5b96237efa0c878c64bd89c436f661be4e46b2f3eff1ebb976f7ef2321d2f58f"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.111",
 ]
 
 [[package]]
diff --git a/examples/datafusion-ffi-example/Cargo.toml b/examples/datafusion-ffi-example/Cargo.toml
index b47403f09..8150156d6 100644
--- a/examples/datafusion-ffi-example/Cargo.toml
+++ b/examples/datafusion-ffi-example/Cargo.toml
@@ -21,16 +21,16 @@ version = "0.2.0"
 edition = "2021"
 
 [dependencies]
-datafusion = { version = "50" }
-datafusion-ffi = { version = "50" }
-pyo3 = { version = "0.25", features = ["extension-module", "abi3", "abi3-py310"] }
-arrow = { version = "56" }
-arrow-array = { version = "56" }
-arrow-schema = { version = "56" }
+datafusion = { version = "51" }
+datafusion-ffi = { version = "51" }
+pyo3 = { version = "0.27", features = ["extension-module", "abi3", "abi3-py310"] }
+arrow = { version = "57" }
+arrow-array = { version = "57" }
+arrow-schema = { version = "57" }
 async-trait = "0.1.88"
 
 [build-dependencies]
-pyo3-build-config = "0.25"
+pyo3-build-config = "0.27"
 
 [lib]
 name = "datafusion_ffi_example"
diff --git a/python/datafusion/expr.py b/python/datafusion/expr.py
index 3a6d04413..695fe7c49 100644
--- a/python/datafusion/expr.py
+++ b/python/datafusion/expr.py
@@ -695,7 +695,7 @@ def types(self) -> DataTypeMap:
         return self.expr.types()
 
     def python_value(self) -> Any:
-        """Extracts the Expr value into a PyObject.
+        """Extracts the Expr value into `Any`.
 
         This is only valid for literal expressions.
 
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index 486159165..fa6a5fde7 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -3230,7 +3230,7 @@ def trigger_interrupt():
     interrupt_thread.join(timeout=1.0)
 
 
-def test_arrow_c_stream_interrupted():
+def test_arrow_c_stream_interrupted():  # noqa: C901 PLR0915
     """__arrow_c_stream__ responds to ``KeyboardInterrupt`` signals.
 
     Similar to ``test_collect_interrupted`` this test issues a long running
@@ -3286,50 +3286,71 @@ def test_arrow_c_stream_interrupted():
 
     reader = pa.RecordBatchReader.from_stream(df)
 
-    interrupted = False
-    interrupt_error = None
-    query_started = threading.Event()
+    read_started = threading.Event()
+    read_exception = []
+    read_thread_id = None
     max_wait_time = 5.0
 
     def trigger_interrupt():
-        start_time = time.time()
-        while not query_started.is_set():
-            time.sleep(0.1)
-            if time.time() - start_time > max_wait_time:
-                msg = f"Query did not start within {max_wait_time} seconds"
-                raise RuntimeError(msg)
+        """Wait for read to start, then raise KeyboardInterrupt in read thread."""
+        if not read_started.wait(timeout=max_wait_time):
+            msg = f"Read operation did not start within {max_wait_time} seconds"
+            raise RuntimeError(msg)
 
-        thread_id = threading.main_thread().ident
-        if thread_id is None:
-            msg = "Cannot get main thread ID"
+        if read_thread_id is None:
+            msg = "Cannot get read thread ID"
             raise RuntimeError(msg)
 
         exception = ctypes.py_object(KeyboardInterrupt)
         res = ctypes.pythonapi.PyThreadState_SetAsyncExc(
-            ctypes.c_long(thread_id), exception
+            ctypes.c_long(read_thread_id), exception
         )
         if res != 1:
             ctypes.pythonapi.PyThreadState_SetAsyncExc(
-                ctypes.c_long(thread_id), ctypes.py_object(0)
+                ctypes.c_long(read_thread_id), ctypes.py_object(0)
             )
-            msg = "Failed to raise KeyboardInterrupt in main thread"
+            msg = "Failed to raise KeyboardInterrupt in read thread"
             raise RuntimeError(msg)
 
+    def read_stream():
+        """Consume the reader, which should be interrupted."""
+        nonlocal read_thread_id
+        read_thread_id = threading.get_ident()
+        try:
+            read_started.set()
+            reader.read_all()
+            # If we get here, the read completed without interruption
+            read_exception.append(RuntimeError("Read completed without interruption"))
+        except KeyboardInterrupt:
+            read_exception.append(KeyboardInterrupt)
+        except Exception as e:
+            read_exception.append(e)
+
+    read_thread = threading.Thread(target=read_stream)
+    read_thread.daemon = True
+    read_thread.start()
+
     interrupt_thread = threading.Thread(target=trigger_interrupt)
     interrupt_thread.daemon = True
     interrupt_thread.start()
 
-    try:
-        query_started.set()
-        # consume the reader which should block and be interrupted
-        reader.read_all()
-    except KeyboardInterrupt:
-        interrupted = True
-    except Exception as e:  # pragma: no cover - unexpected errors
-        interrupt_error = e
+    # Wait for the read operation with a timeout
+    read_thread.join(timeout=10.0)
 
-    if not interrupted:
-        pytest.fail(f"Stream was not interrupted; got error: {interrupt_error}")
+    if read_thread.is_alive():
+        pytest.fail("Stream read operation timed out after 10 seconds")
+
+    # Verify we got the expected KeyboardInterrupt
+    if not read_exception:
+        pytest.fail("No exception was raised during stream read")
+
+    # Check if we got KeyboardInterrupt directly or wrapped in another exception
+    exception = read_exception[0]
+    if not (
+        isinstance(exception, type(KeyboardInterrupt))
+        or "KeyboardInterrupt" in str(exception)
+    ):
+        pytest.fail(f"Expected KeyboardInterrupt, got: {exception}")
 
     interrupt_thread.join(timeout=1.0)
 
diff --git a/python/tests/test_expr.py b/python/tests/test_expr.py
index 7847826ac..28c71549b 100644
--- a/python/tests/test_expr.py
+++ b/python/tests/test_expr.py
@@ -895,10 +895,10 @@ def test_alias_with_metadata(df):
             col("d").arrow_typeof(),
             pa.array(
                 [
-                    'List(Field { name: "item", data_type: Int64, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {} })',  # noqa: E501
-                    'List(Field { name: "item", data_type: Int64, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {} })',  # noqa: E501
-                    'List(Field { name: "item", data_type: Int64, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {} })',  # noqa: E501
-                    'List(Field { name: "item", data_type: Int64, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {} })',  # noqa: E501
+                    "List(nullable Int64)",
+                    "List(nullable Int64)",
+                    "List(nullable Int64)",
+                    "List(nullable Int64)",
                 ],
                 type=pa.string(),
             ),
diff --git a/python/tests/test_functions.py b/python/tests/test_functions.py
index 2b253051f..34c8c5c9f 100644
--- a/python/tests/test_functions.py
+++ b/python/tests/test_functions.py
@@ -766,7 +766,7 @@ def test_array_function_obj_tests(stmt, py_expr):
         ),
         (
             f.regexp_replace(column("a"), literal("(ell|orl)"), literal("-")),
-            pa.array(["H-o", "W-d", "!"]),
+            pa.array(["H-o", "W-d", "!"], type=pa.string_view()),
         ),
         (
             f.regexp_count(column("a"), literal("(ell|orl)"), literal(1)),
diff --git a/src/catalog.rs b/src/catalog.rs
index 6f949f8ca..f8b86ec6a 100644
--- a/src/catalog.rs
+++ b/src/catalog.rs
@@ -63,7 +63,7 @@ impl From<Arc<dyn SchemaProvider>> for PySchema {
 #[pymethods]
 impl PyCatalog {
     #[new]
-    fn new(catalog: PyObject) -> Self {
+    fn new(catalog: Py<PyAny>) -> Self {
         let catalog_provider =
             Arc::new(RustWrappedPyCatalogProvider::new(catalog)) as Arc<dyn CatalogProvider>;
         catalog_provider.into()
@@ -81,7 +81,7 @@ impl PyCatalog {
     }
 
     #[pyo3(signature = (name="public"))]
-    fn schema(&self, name: &str) -> PyResult<PyObject> {
+    fn schema(&self, name: &str) -> PyResult<Py<PyAny>> {
         let schema = self
             .catalog
             .schema(name)
@@ -89,7 +89,7 @@ impl PyCatalog {
                 "Schema with name {name} doesn't exist."
             )))?;
 
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             match schema
                 .as_any()
                 .downcast_ref::<RustWrappedPySchemaProvider>()
@@ -146,7 +146,7 @@ impl PyCatalog {
 #[pymethods]
 impl PySchema {
     #[new]
-    fn new(schema_provider: PyObject) -> Self {
+    fn new(schema_provider: Py<PyAny>) -> Self {
         let schema_provider =
             Arc::new(RustWrappedPySchemaProvider::new(schema_provider)) as Arc<dyn SchemaProvider>;
         schema_provider.into()
@@ -202,13 +202,13 @@ impl PySchema {
 
 #[derive(Debug)]
 pub(crate) struct RustWrappedPySchemaProvider {
-    schema_provider: PyObject,
+    schema_provider: Py<PyAny>,
     owner_name: Option<String>,
 }
 
 impl RustWrappedPySchemaProvider {
-    pub fn new(schema_provider: PyObject) -> Self {
-        let owner_name = Python::with_gil(|py| {
+    pub fn new(schema_provider: Py<PyAny>) -> Self {
+        let owner_name = Python::attach(|py| {
             schema_provider
                 .bind(py)
                 .getattr("owner_name")
@@ -223,7 +223,7 @@ impl RustWrappedPySchemaProvider {
     }
 
     fn table_inner(&self, name: &str) -> PyResult<Option<Arc<dyn TableProvider>>> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let provider = self.schema_provider.bind(py);
             let py_table_method = provider.getattr("table")?;
 
@@ -250,7 +250,7 @@ impl SchemaProvider for RustWrappedPySchemaProvider {
     }
 
     fn table_names(&self) -> Vec<String> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let provider = self.schema_provider.bind(py);
 
             provider
@@ -276,7 +276,7 @@ impl SchemaProvider for RustWrappedPySchemaProvider {
         table: Arc<dyn TableProvider>,
     ) -> datafusion::common::Result<Option<Arc<dyn TableProvider>>> {
         let py_table = PyTable::from(table);
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let provider = self.schema_provider.bind(py);
             let _ = provider
                 .call_method1("register_table", (name, py_table))
@@ -292,7 +292,7 @@ impl SchemaProvider for RustWrappedPySchemaProvider {
         &self,
         name: &str,
     ) -> datafusion::common::Result<Option<Arc<dyn TableProvider>>> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let provider = self.schema_provider.bind(py);
             let table = provider
                 .call_method1("deregister_table", (name,))
@@ -313,7 +313,7 @@ impl SchemaProvider for RustWrappedPySchemaProvider {
     }
 
     fn table_exist(&self, name: &str) -> bool {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let provider = self.schema_provider.bind(py);
             provider
                 .call_method1("table_exist", (name,))
@@ -325,16 +325,16 @@ impl SchemaProvider for RustWrappedPySchemaProvider {
 
 #[derive(Debug)]
 pub(crate) struct RustWrappedPyCatalogProvider {
-    pub(crate) catalog_provider: PyObject,
+    pub(crate) catalog_provider: Py<PyAny>,
 }
 
 impl RustWrappedPyCatalogProvider {
-    pub fn new(catalog_provider: PyObject) -> Self {
+    pub fn new(catalog_provider: Py<PyAny>) -> Self {
         Self { catalog_provider }
     }
 
     fn schema_inner(&self, name: &str) -> PyResult<Option<Arc<dyn SchemaProvider>>> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let provider = self.catalog_provider.bind(py);
 
             let py_schema = provider.call_method1("schema", (name,))?;
@@ -379,7 +379,7 @@ impl CatalogProvider for RustWrappedPyCatalogProvider {
     }
 
     fn schema_names(&self) -> Vec<String> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let provider = self.catalog_provider.bind(py);
             provider
                 .getattr("schema_names")
@@ -405,7 +405,7 @@ impl CatalogProvider for RustWrappedPyCatalogProvider {
     ) -> datafusion::common::Result<Option<Arc<dyn SchemaProvider>>> {
         // JRIGHT HERE
         // let py_schema: PySchema = schema.into();
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let py_schema = match schema
                 .as_any()
                 .downcast_ref::<RustWrappedPySchemaProvider>()
@@ -436,7 +436,7 @@ impl CatalogProvider for RustWrappedPyCatalogProvider {
         name: &str,
         cascade: bool,
     ) -> datafusion::common::Result<Option<Arc<dyn SchemaProvider>>> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let provider = self.catalog_provider.bind(py);
             let schema = provider
                 .call_method1("deregister_schema", (name, cascade))
diff --git a/src/common/data_type.rs b/src/common/data_type.rs
index 69f686f78..55848da5c 100644
--- a/src/common/data_type.rs
+++ b/src/common/data_type.rs
@@ -18,7 +18,7 @@
 use datafusion::arrow::array::Array;
 use datafusion::arrow::datatypes::{DataType, IntervalUnit, TimeUnit};
 use datafusion::common::ScalarValue;
-use datafusion::logical_expr::sqlparser::ast::NullTreatment as DFNullTreatment;
+use datafusion::logical_expr::expr::NullTreatment as DFNullTreatment;
 use pyo3::exceptions::{PyNotImplementedError, PyValueError};
 use pyo3::prelude::*;
 
@@ -261,6 +261,12 @@ impl DataTypeMap {
             ScalarValue::Float16(_) => Ok(DataType::Float16),
             ScalarValue::Float32(_) => Ok(DataType::Float32),
             ScalarValue::Float64(_) => Ok(DataType::Float64),
+            ScalarValue::Decimal32(_, precision, scale) => {
+                Ok(DataType::Decimal32(*precision, *scale))
+            }
+            ScalarValue::Decimal64(_, precision, scale) => {
+                Ok(DataType::Decimal64(*precision, *scale))
+            }
             ScalarValue::Decimal128(_, precision, scale) => {
                 Ok(DataType::Decimal128(*precision, *scale))
             }
diff --git a/src/config.rs b/src/config.rs
index a25a4072e..583dea7ef 100644
--- a/src/config.rs
+++ b/src/config.rs
@@ -64,7 +64,7 @@ impl PyConfig {
     }
 
     /// Set a configuration option
-    pub fn set(&self, key: &str, value: PyObject, py: Python) -> PyDataFusionResult<()> {
+    pub fn set(&self, key: &str, value: Py<PyAny>, py: Python) -> PyDataFusionResult<()> {
         let scalar_value = py_obj_to_scalar_value(py, value)?;
         let mut options = self.config.write();
         options.set(key, scalar_value.to_string().as_str())?;
@@ -72,7 +72,7 @@ impl PyConfig {
     }
 
     /// Get all configuration options
-    pub fn get_all(&self, py: Python) -> PyResult<PyObject> {
+    pub fn get_all(&self, py: Python) -> PyResult<Py<PyAny>> {
         let entries: Vec<(String, Option<String>)> = {
             let options = self.config.read();
             options
diff --git a/src/context.rs b/src/context.rs
index adc6f1582..0a04ab391 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -861,12 +861,12 @@ impl PySessionContext {
     }
 
     #[pyo3(signature = (name="datafusion"))]
-    pub fn catalog(&self, name: &str) -> PyResult<PyObject> {
+    pub fn catalog(&self, name: &str) -> PyResult<Py<PyAny>> {
         let catalog = self.ctx.catalog(name).ok_or(PyKeyError::new_err(format!(
             "Catalog with name {name} doesn't exist."
         )))?;
 
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             match catalog
                 .as_any()
                 .downcast_ref::<RustWrappedPyCatalogProvider>()
diff --git a/src/dataframe.rs b/src/dataframe.rs
index 21eb6e0e2..f8f3ee8e6 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -281,7 +281,11 @@ impl PyDataFrame {
         Arc::clone(&self.df)
     }
 
-    fn prepare_repr_string(&self, py: Python, as_html: bool) -> PyDataFusionResult<String> {
+    fn prepare_repr_string<'py>(
+        &self,
+        py: Python<'py>,
+        as_html: bool,
+    ) -> PyDataFusionResult<String> {
         // Get the Python formatter and config
         let PythonFormatter { formatter, config } = get_python_formatter_with_config(py)?;
 
@@ -309,11 +313,11 @@ impl PyDataFrame {
 
         let table_uuid = uuid::Uuid::new_v4().to_string();
 
-        // Convert record batches to PyObject list
+        // Convert record batches to Py<PyAny> list
         let py_batches = batches
             .iter()
             .map(|rb| rb.to_pyarrow(py))
-            .collect::<PyResult<Vec<PyObject>>>()?;
+            .collect::<PyResult<Vec<Bound<'py, PyAny>>>>()?;
 
         let py_schema = self.schema().into_pyobject(py)?;
 
@@ -378,7 +382,7 @@ impl Iterator for PartitionedDataFrameStreamReader {
         while self.current < self.streams.len() {
             let stream = &mut self.streams[self.current];
             let fut = poll_next_batch(stream);
-            let result = Python::with_gil(|py| wait_for_future(py, fut));
+            let result = Python::attach(|py| wait_for_future(py, fut));
 
             match result {
                 Ok(Ok(Some(batch))) => {
@@ -486,7 +490,7 @@ impl PyDataFrame {
 
     /// Returns the schema from the logical plan
     fn schema(&self) -> PyArrowType<Schema> {
-        PyArrowType(self.df.schema().into())
+        PyArrowType(self.df.schema().as_arrow().clone())
     }
 
     /// Convert this DataFrame into a Table Provider that can be used in register_table
@@ -597,7 +601,7 @@ impl PyDataFrame {
     /// Executes the plan, returning a list of `RecordBatch`es.
     /// Unless some order is specified in the plan, there is no
     /// guarantee of the order of the result.
-    fn collect(&self, py: Python) -> PyResult<Vec<PyObject>> {
+    fn collect<'py>(&self, py: Python<'py>) -> PyResult<Vec<Bound<'py, PyAny>>> {
         let batches = wait_for_future(py, self.df.as_ref().clone().collect())?
             .map_err(PyDataFusionError::from)?;
         // cannot use PyResult<Vec<RecordBatch>> return type due to
@@ -613,7 +617,7 @@ impl PyDataFrame {
 
     /// Executes this DataFrame and collects all results into a vector of vector of RecordBatch
     /// maintaining the input partitioning.
-    fn collect_partitioned(&self, py: Python) -> PyResult<Vec<Vec<PyObject>>> {
+    fn collect_partitioned<'py>(&self, py: Python<'py>) -> PyResult<Vec<Vec<Bound<'py, PyAny>>>> {
         let batches = wait_for_future(py, self.df.as_ref().clone().collect_partitioned())?
             .map_err(PyDataFusionError::from)?;
 
@@ -623,7 +627,7 @@ impl PyDataFrame {
             .collect()
     }
 
-    fn collect_column(&self, py: Python, column: &str) -> PyResult<PyObject> {
+    fn collect_column<'py>(&self, py: Python<'py>, column: &str) -> PyResult<Bound<'py, PyAny>> {
         wait_for_future(py, self.collect_column_inner(column))?
             .map_err(PyDataFusionError::from)?
             .to_data()
@@ -1022,14 +1026,14 @@ impl PyDataFrame {
 
     /// Convert to Arrow Table
     /// Collect the batches and pass to Arrow Table
-    fn to_arrow_table(&self, py: Python<'_>) -> PyResult<PyObject> {
+    fn to_arrow_table(&self, py: Python<'_>) -> PyResult<Py<PyAny>> {
         let batches = self.collect(py)?.into_pyobject(py)?;
         let schema = self.schema().into_pyobject(py)?;
 
         // Instantiate pyarrow Table object and use its from_batches method
         let table_class = py.import("pyarrow")?.getattr("Table")?;
         let args = PyTuple::new(py, &[batches, schema])?;
-        let table: PyObject = table_class.call_method1("from_batches", args)?.into();
+        let table: Py<PyAny> = table_class.call_method1("from_batches", args)?.into();
         Ok(table)
     }
 
@@ -1042,7 +1046,7 @@ impl PyDataFrame {
         let df = self.df.as_ref().clone();
         let streams = spawn_future(py, async move { df.execute_stream_partitioned().await })?;
 
-        let mut schema: Schema = self.df.schema().to_owned().into();
+        let mut schema: Schema = self.df.schema().to_owned().as_arrow().clone();
         let mut projection: Option<SchemaRef> = None;
 
         if let Some(schema_capsule) = requested_schema {
@@ -1088,7 +1092,7 @@ impl PyDataFrame {
 
     /// Convert to pandas dataframe with pyarrow
     /// Collect the batches, pass to Arrow Table & then convert to Pandas DataFrame
-    fn to_pandas(&self, py: Python<'_>) -> PyResult<PyObject> {
+    fn to_pandas(&self, py: Python<'_>) -> PyResult<Py<PyAny>> {
         let table = self.to_arrow_table(py)?;
 
         // See also: https://arrow.apache.org/docs/python/generated/pyarrow.Table.html#pyarrow.Table.to_pandas
@@ -1098,7 +1102,7 @@ impl PyDataFrame {
 
     /// Convert to Python list using pyarrow
     /// Each list item represents one row encoded as dictionary
-    fn to_pylist(&self, py: Python<'_>) -> PyResult<PyObject> {
+    fn to_pylist(&self, py: Python<'_>) -> PyResult<Py<PyAny>> {
         let table = self.to_arrow_table(py)?;
 
         // See also: https://arrow.apache.org/docs/python/generated/pyarrow.Table.html#pyarrow.Table.to_pylist
@@ -1108,7 +1112,7 @@ impl PyDataFrame {
 
     /// Convert to Python dictionary using pyarrow
     /// Each dictionary key is a column and the dictionary value represents the column values
-    fn to_pydict(&self, py: Python) -> PyResult<PyObject> {
+    fn to_pydict(&self, py: Python) -> PyResult<Py<PyAny>> {
         let table = self.to_arrow_table(py)?;
 
         // See also: https://arrow.apache.org/docs/python/generated/pyarrow.Table.html#pyarrow.Table.to_pydict
@@ -1118,11 +1122,11 @@ impl PyDataFrame {
 
     /// Convert to polars dataframe with pyarrow
     /// Collect the batches, pass to Arrow Table & then convert to polars DataFrame
-    fn to_polars(&self, py: Python<'_>) -> PyResult<PyObject> {
+    fn to_polars(&self, py: Python<'_>) -> PyResult<Py<PyAny>> {
         let table = self.to_arrow_table(py)?;
         let dataframe = py.import("polars")?.getattr("DataFrame")?;
         let args = PyTuple::new(py, &[table])?;
-        let result: PyObject = dataframe.call1(args)?.into();
+        let result: Py<PyAny> = dataframe.call1(args)?.into();
         Ok(result)
     }
 
@@ -1135,7 +1139,7 @@ impl PyDataFrame {
     #[pyo3(signature = (value, columns=None))]
     fn fill_null(
         &self,
-        value: PyObject,
+        value: Py<PyAny>,
         columns: Option<Vec<PyBackedStr>>,
         py: Python,
     ) -> PyDataFusionResult<Self> {
diff --git a/src/dataset.rs b/src/dataset.rs
index 6abe8ae3b..6a4fdb1fa 100644
--- a/src/dataset.rs
+++ b/src/dataset.rs
@@ -38,7 +38,7 @@ use crate::pyarrow_filter_expression::PyArrowFilterExpression;
 // Wraps a pyarrow.dataset.Dataset class and implements a Datafusion TableProvider around it
 #[derive(Debug)]
 pub(crate) struct Dataset {
-    dataset: PyObject,
+    dataset: Py<PyAny>,
 }
 
 impl Dataset {
@@ -70,7 +70,7 @@ impl TableProvider for Dataset {
 
     /// Get a reference to the schema for this table
     fn schema(&self) -> SchemaRef {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let dataset = self.dataset.bind(py);
             // This can panic but since we checked that self.dataset is a pyarrow.dataset.Dataset it should never
             Arc::new(
@@ -104,7 +104,7 @@ impl TableProvider for Dataset {
         // The datasource should return *at least* this number of rows if available.
         _limit: Option<usize>,
     ) -> DFResult<Arc<dyn ExecutionPlan>> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let plan: Arc<dyn ExecutionPlan> = Arc::new(
                 DatasetExec::new(py, self.dataset.bind(py), projection.cloned(), filters)
                     .map_err(|err| DataFusionError::External(Box::new(err)))?,
diff --git a/src/dataset_exec.rs b/src/dataset_exec.rs
index a35951394..a83b10941 100644
--- a/src/dataset_exec.rs
+++ b/src/dataset_exec.rs
@@ -50,7 +50,7 @@ impl Iterator for PyArrowBatchesAdapter {
     type Item = ArrowResult<RecordBatch>;
 
     fn next(&mut self) -> Option<Self::Item> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let mut batches = self.batches.clone_ref(py).into_bound(py);
             Some(
                 batches
@@ -65,11 +65,11 @@ impl Iterator for PyArrowBatchesAdapter {
 // Wraps a pyarrow.dataset.Dataset class and implements a Datafusion ExecutionPlan around it
 #[derive(Debug)]
 pub(crate) struct DatasetExec {
-    dataset: PyObject,
+    dataset: Py<PyAny>,
     schema: SchemaRef,
     fragments: Py<PyList>,
     columns: Option<Vec<String>>,
-    filter_expr: Option<PyObject>,
+    filter_expr: Option<Py<PyAny>>,
     projected_statistics: Statistics,
     plan_properties: datafusion::physical_plan::PlanProperties,
 }
@@ -94,7 +94,7 @@ impl DatasetExec {
                 .collect()
         });
         let columns: Option<Vec<String>> = columns.transpose()?;
-        let filter_expr: Option<PyObject> = conjunction(filters.to_owned())
+        let filter_expr: Option<Py<PyAny>> = conjunction(filters.to_owned())
             .map(|filters| {
                 PyArrowFilterExpression::try_from(&filters)
                     .map(|filter_expr| filter_expr.inner().clone_ref(py))
@@ -184,7 +184,7 @@ impl ExecutionPlan for DatasetExec {
         context: Arc<TaskContext>,
     ) -> DFResult<SendableRecordBatchStream> {
         let batch_size = context.session_config().batch_size();
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let dataset = self.dataset.bind(py);
             let fragments = self.fragments.bind(py);
             let fragment = fragments
@@ -269,7 +269,7 @@ impl ExecutionPlanProperties for DatasetExec {
 
 impl DisplayAs for DatasetExec {
     fn fmt_as(&self, t: DisplayFormatType, f: &mut std::fmt::Formatter) -> std::fmt::Result {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let number_of_fragments = self.fragments.bind(py).len();
             match t {
                 DisplayFormatType::Default
diff --git a/src/expr.rs b/src/expr.rs
index 78bee3d4a..fc8023b20 100644
--- a/src/expr.rs
+++ b/src/expr.rs
@@ -141,7 +141,7 @@ pub fn py_expr_list(expr: &[Expr]) -> PyResult<Vec<PyExpr>> {
 impl PyExpr {
     /// Return the specific expression
     fn to_variant<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyAny>> {
-        Python::with_gil(|_| {
+        Python::attach(|_| {
             match &self.expr {
             Expr::Alias(alias) => Ok(PyAlias::from(alias.clone()).into_bound_py_any(py)?),
             Expr::Column(col) => Ok(PyColumn::from(col.clone()).into_bound_py_any(py)?),
@@ -379,8 +379,8 @@ impl PyExpr {
         Self::_types(&self.expr)
     }
 
-    /// Extracts the Expr value into a PyObject that can be shared with Python
-    pub fn python_value(&self, py: Python) -> PyResult<PyObject> {
+    /// Extracts the Expr value into a Py<PyAny> that can be shared with Python
+    pub fn python_value<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyAny>> {
         match &self.expr {
             Expr::Literal(scalar_value, _) => scalar_to_pyarrow(scalar_value, py),
             _ => Err(py_type_err(format!(
diff --git a/src/expr/create_external_table.rs b/src/expr/create_external_table.rs
index 1bd37b376..05f9249b0 100644
--- a/src/expr/create_external_table.rs
+++ b/src/expr/create_external_table.rs
@@ -67,7 +67,7 @@ impl Display for PyCreateExternalTable {
 impl PyCreateExternalTable {
     #[allow(clippy::too_many_arguments)]
     #[new]
-    #[pyo3(signature = (schema, name, location, file_type, table_partition_cols, if_not_exists, temporary, order_exprs, unbounded, options, constraints, column_defaults, definition=None))]
+    #[pyo3(signature = (schema, name, location, file_type, table_partition_cols, if_not_exists, or_replace, temporary, order_exprs, unbounded, options, constraints, column_defaults, definition=None))]
     pub fn new(
         schema: PyDFSchema,
         name: String,
@@ -75,6 +75,7 @@ impl PyCreateExternalTable {
         file_type: String,
         table_partition_cols: Vec<String>,
         if_not_exists: bool,
+        or_replace: bool,
         temporary: bool,
         order_exprs: Vec<Vec<PySortExpr>>,
         unbounded: bool,
@@ -90,6 +91,7 @@ impl PyCreateExternalTable {
             file_type,
             table_partition_cols,
             if_not_exists,
+            or_replace,
             temporary,
             definition,
             order_exprs: order_exprs
diff --git a/src/expr/placeholder.rs b/src/expr/placeholder.rs
index 268263d41..f1e8694a9 100644
--- a/src/expr/placeholder.rs
+++ b/src/expr/placeholder.rs
@@ -15,6 +15,8 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use arrow::datatypes::Field;
+use arrow::pyarrow::PyArrowType;
 use datafusion::logical_expr::expr::Placeholder;
 use pyo3::prelude::*;
 
@@ -40,8 +42,15 @@ impl PyPlaceholder {
 
     fn data_type(&self) -> Option<PyDataType> {
         self.placeholder
-            .data_type
+            .field
             .as_ref()
-            .map(|e| e.clone().into())
+            .map(|f| f.data_type().clone().into())
+    }
+
+    fn field(&self) -> Option<PyArrowType<Field>> {
+        self.placeholder
+            .field
+            .as_ref()
+            .map(|f| f.as_ref().clone().into())
     }
 }
diff --git a/src/expr/statement.rs b/src/expr/statement.rs
index 47f5c4337..40666dd8b 100644
--- a/src/expr/statement.rs
+++ b/src/expr/statement.rs
@@ -15,6 +15,10 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::sync::Arc;
+
+use arrow::datatypes::Field;
+use arrow::pyarrow::PyArrowType;
 use datafusion::logical_expr::{
     Deallocate, Execute, Prepare, SetVariable, TransactionAccessMode, TransactionConclusion,
     TransactionEnd, TransactionIsolationLevel, TransactionStart,
@@ -24,7 +28,6 @@ use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
 use super::PyExpr;
-use crate::common::data_type::PyDataType;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
@@ -337,16 +340,13 @@ impl LogicalNode for PyPrepare {
 #[pymethods]
 impl PyPrepare {
     #[new]
-    pub fn new(name: String, data_types: Vec<PyDataType>, input: PyLogicalPlan) -> Self {
+    pub fn new(name: String, fields: Vec<PyArrowType<Field>>, input: PyLogicalPlan) -> Self {
         let input = input.plan().clone();
-        let data_types = data_types
-            .into_iter()
-            .map(|data_type| data_type.into())
-            .collect();
+        let fields = fields.into_iter().map(|field| Arc::new(field.0)).collect();
         PyPrepare {
             prepare: Prepare {
                 name,
-                data_types,
+                fields,
                 input,
             },
         }
@@ -356,12 +356,12 @@ impl PyPrepare {
         self.prepare.name.clone()
     }
 
-    pub fn data_types(&self) -> Vec<PyDataType> {
+    pub fn fields(&self) -> Vec<PyArrowType<Field>> {
         self.prepare
-            .data_types
+            .fields
             .clone()
             .into_iter()
-            .map(|t| t.into())
+            .map(|f| f.as_ref().clone().into())
             .collect()
     }
 
diff --git a/src/functions.rs b/src/functions.rs
index 38f54d1ff..e67781ccd 100644
--- a/src/functions.rs
+++ b/src/functions.rs
@@ -21,8 +21,9 @@ use datafusion::common::{Column, ScalarValue, TableReference};
 use datafusion::execution::FunctionRegistry;
 use datafusion::functions_aggregate::all_default_aggregate_functions;
 use datafusion::functions_window::all_default_window_functions;
-use datafusion::logical_expr::expr::{Alias, FieldMetadata, WindowFunction, WindowFunctionParams};
-use datafusion::logical_expr::sqlparser::ast::NullTreatment as DFNullTreatment;
+use datafusion::logical_expr::expr::{
+    Alias, FieldMetadata, NullTreatment as DFNullTreatment, WindowFunction, WindowFunctionParams,
+};
 use datafusion::logical_expr::{lit, Expr, ExprFunctionExt, WindowFrame, WindowFunctionDefinition};
 use datafusion::{functions, functions_aggregate, functions_window};
 use pyo3::prelude::*;
diff --git a/src/physical_plan.rs b/src/physical_plan.rs
index 62ec5e881..645649e2c 100644
--- a/src/physical_plan.rs
+++ b/src/physical_plan.rs
@@ -86,7 +86,7 @@ impl PyExecutionPlan {
             })?;
 
         let codec = DefaultPhysicalExtensionCodec {};
-        let plan = proto_plan.try_into_physical_plan(&ctx.ctx, &ctx.ctx.runtime_env(), &codec)?;
+        let plan = proto_plan.try_into_physical_plan(ctx.ctx.task_ctx().as_ref(), &codec)?;
         Ok(Self::new(plan))
     }
 
diff --git a/src/pyarrow_filter_expression.rs b/src/pyarrow_filter_expression.rs
index db6146955..c9d3df32d 100644
--- a/src/pyarrow_filter_expression.rs
+++ b/src/pyarrow_filter_expression.rs
@@ -29,7 +29,7 @@ use crate::pyarrow_util::scalar_to_pyarrow;
 
 #[derive(Debug)]
 #[repr(transparent)]
-pub(crate) struct PyArrowFilterExpression(PyObject);
+pub(crate) struct PyArrowFilterExpression(Py<PyAny>);
 
 fn operator_to_py<'py>(
     operator: &Operator,
@@ -88,7 +88,7 @@ fn extract_scalar_list<'py>(
 }
 
 impl PyArrowFilterExpression {
-    pub fn inner(&self) -> &PyObject {
+    pub fn inner(&self) -> &Py<PyAny> {
         &self.0
     }
 }
@@ -101,12 +101,12 @@ impl TryFrom<&Expr> for PyArrowFilterExpression {
     // isin, is_null, and is_valid (~is_null) are methods of pyarrow.dataset.Expression
     // https://arrow.apache.org/docs/python/generated/pyarrow.dataset.Expression.html#pyarrow-dataset-expression
     fn try_from(expr: &Expr) -> Result<Self, Self::Error> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let pc = Python::import(py, "pyarrow.compute")?;
             let op_module = Python::import(py, "operator")?;
             let pc_expr: PyDataFusionResult<Bound<'_, PyAny>> = match expr {
                 Expr::Column(Column { name, .. }) => Ok(pc.getattr("field")?.call1((name,))?),
-                Expr::Literal(scalar, _) => Ok(scalar_to_pyarrow(scalar, py)?.into_bound(py)),
+                Expr::Literal(scalar, _) => Ok(scalar_to_pyarrow(scalar, py)?),
                 Expr::BinaryExpr(BinaryExpr { left, op, right }) => {
                     let operator = operator_to_py(op, &op_module)?;
                     let left = PyArrowFilterExpression::try_from(left.as_ref())?.0;
diff --git a/src/pyarrow_util.rs b/src/pyarrow_util.rs
index cab708458..cd9e396ab 100644
--- a/src/pyarrow_util.rs
+++ b/src/pyarrow_util.rs
@@ -21,7 +21,7 @@ use arrow::array::{Array, ArrayData};
 use arrow::pyarrow::{FromPyArrow, ToPyArrow};
 use datafusion::scalar::ScalarValue;
 use pyo3::types::{PyAnyMethods, PyList};
-use pyo3::{Bound, FromPyObject, PyAny, PyObject, PyResult, Python};
+use pyo3::{Bound, FromPyObject, PyAny, PyResult, Python};
 
 use crate::common::data_type::PyScalarValue;
 use crate::errors::PyDataFusionError;
@@ -51,11 +51,14 @@ impl<'source> FromPyObject<'source> for PyScalarValue {
     }
 }
 
-pub fn scalar_to_pyarrow(scalar: &ScalarValue, py: Python) -> PyResult<PyObject> {
+pub fn scalar_to_pyarrow<'py>(
+    scalar: &ScalarValue,
+    py: Python<'py>,
+) -> PyResult<Bound<'py, PyAny>> {
     let array = scalar.to_array().map_err(PyDataFusionError::from)?;
     // convert to pyarrow array using C data interface
     let pyarray = array.to_data().to_pyarrow(py)?;
-    let pyscalar = pyarray.call_method1(py, "__getitem__", (0,))?;
+    let pyscalar = pyarray.call_method1("__getitem__", (0,))?;
 
     Ok(pyscalar)
 }
diff --git a/src/record_batch.rs b/src/record_batch.rs
index 8c1933a1c..2e50ba75e 100644
--- a/src/record_batch.rs
+++ b/src/record_batch.rs
@@ -23,7 +23,7 @@ use datafusion::physical_plan::SendableRecordBatchStream;
 use futures::StreamExt;
 use pyo3::exceptions::{PyStopAsyncIteration, PyStopIteration};
 use pyo3::prelude::*;
-use pyo3::{pyclass, pymethods, PyObject, PyResult, Python};
+use pyo3::{pyclass, pymethods, PyAny, PyResult, Python};
 use tokio::sync::Mutex;
 
 use crate::errors::PyDataFusionError;
@@ -36,7 +36,7 @@ pub struct PyRecordBatch {
 
 #[pymethods]
 impl PyRecordBatch {
-    fn to_pyarrow(&self, py: Python) -> PyResult<PyObject> {
+    fn to_pyarrow<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyAny>> {
         self.batch.to_pyarrow(py)
     }
 }
diff --git a/src/sql/logical.rs b/src/sql/logical.rs
index 86373fc7c..37f20d287 100644
--- a/src/sql/logical.rs
+++ b/src/sql/logical.rs
@@ -208,7 +208,7 @@ impl PyLogicalPlan {
             })?;
 
         let codec = DefaultLogicalExtensionCodec {};
-        let plan = proto_plan.try_into_logical_plan(&ctx.ctx, &codec)?;
+        let plan = proto_plan.try_into_logical_plan(&ctx.ctx.task_ctx(), &codec)?;
         Ok(Self::new(plan))
     }
 }
diff --git a/src/substrait.rs b/src/substrait.rs
index 0e0305cfe..7b06aff74 100644
--- a/src/substrait.rs
+++ b/src/substrait.rs
@@ -35,7 +35,7 @@ pub struct PyPlan {
 
 #[pymethods]
 impl PyPlan {
-    fn encode(&self, py: Python) -> PyResult<PyObject> {
+    fn encode(&self, py: Python) -> PyResult<Py<PyAny>> {
         let mut proto_bytes = Vec::<u8>::new();
         self.plan
             .encode(&mut proto_bytes)
@@ -93,7 +93,7 @@ impl PySubstraitSerializer {
         sql: &str,
         ctx: PySessionContext,
         py: Python,
-    ) -> PyDataFusionResult<PyObject> {
+    ) -> PyDataFusionResult<Py<PyAny>> {
         let proto_bytes: Vec<u8> =
             wait_for_future(py, serializer::serialize_bytes(sql, &ctx.ctx))??;
         Ok(PyBytes::new(py, &proto_bytes).into())
diff --git a/src/table.rs b/src/table.rs
index 1e8542134..0eec57f75 100644
--- a/src/table.rs
+++ b/src/table.rs
@@ -88,7 +88,7 @@ impl PyTable {
 
     /// Get a reference to the schema for this table
     #[getter]
-    fn schema(&self, py: Python) -> PyResult<PyObject> {
+    fn schema<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyAny>> {
         self.table.schema().to_pyarrow(py)
     }
 
@@ -136,7 +136,7 @@ impl TableProvider for TempViewTable {
     }
 
     fn schema(&self) -> SchemaRef {
-        Arc::new(self.df.schema().into())
+        Arc::new(self.df.schema().as_arrow().clone())
     }
 
     fn table_type(&self) -> TableType {
diff --git a/src/udaf.rs b/src/udaf.rs
index b3d497557..92857f9f7 100644
--- a/src/udaf.rs
+++ b/src/udaf.rs
@@ -36,18 +36,18 @@ use crate::utils::{parse_volatility, validate_pycapsule};
 
 #[derive(Debug)]
 struct RustAccumulator {
-    accum: PyObject,
+    accum: Py<PyAny>,
 }
 
 impl RustAccumulator {
-    fn new(accum: PyObject) -> Self {
+    fn new(accum: Py<PyAny>) -> Self {
         Self { accum }
     }
 }
 
 impl Accumulator for RustAccumulator {
     fn state(&mut self) -> Result<Vec<ScalarValue>> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             self.accum
                 .bind(py)
                 .call_method0("state")?
@@ -58,7 +58,7 @@ impl Accumulator for RustAccumulator {
     }
 
     fn evaluate(&mut self) -> Result<ScalarValue> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             self.accum
                 .bind(py)
                 .call_method0("evaluate")?
@@ -69,7 +69,7 @@ impl Accumulator for RustAccumulator {
     }
 
     fn update_batch(&mut self, values: &[ArrayRef]) -> Result<()> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             // 1. cast args to Pyarrow array
             let py_args = values
                 .iter()
@@ -88,9 +88,9 @@ impl Accumulator for RustAccumulator {
     }
 
     fn merge_batch(&mut self, states: &[ArrayRef]) -> Result<()> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             // // 1. cast states to Pyarrow arrays
-            let py_states: Result<Vec<PyObject>> = states
+            let py_states: Result<Vec<Bound<'_, PyAny>>> = states
                 .iter()
                 .map(|state| {
                     state
@@ -115,7 +115,7 @@ impl Accumulator for RustAccumulator {
     }
 
     fn retract_batch(&mut self, values: &[ArrayRef]) -> Result<()> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             // 1. cast args to Pyarrow array
             let py_args = values
                 .iter()
@@ -134,7 +134,7 @@ impl Accumulator for RustAccumulator {
     }
 
     fn supports_retract_batch(&self) -> bool {
-        Python::with_gil(
+        Python::attach(
             |py| match self.accum.bind(py).call_method0("supports_retract_batch") {
                 Ok(x) => x.extract().unwrap_or(false),
                 Err(_) => false,
@@ -143,9 +143,9 @@ impl Accumulator for RustAccumulator {
     }
 }
 
-pub fn to_rust_accumulator(accum: PyObject) -> AccumulatorFactoryFunction {
+pub fn to_rust_accumulator(accum: Py<PyAny>) -> AccumulatorFactoryFunction {
     Arc::new(move |_| -> Result<Box<dyn Accumulator>> {
-        let accum = Python::with_gil(|py| {
+        let accum = Python::attach(|py| {
             accum
                 .call0(py)
                 .map_err(|e| DataFusionError::Execution(format!("{e}")))
@@ -176,7 +176,7 @@ impl PyAggregateUDF {
     #[pyo3(signature=(name, accumulator, input_type, return_type, state_type, volatility))]
     fn new(
         name: &str,
-        accumulator: PyObject,
+        accumulator: Py<PyAny>,
         input_type: PyArrowType<Vec<DataType>>,
         return_type: PyArrowType<DataType>,
         state_type: PyArrowType<Vec<DataType>>,
diff --git a/src/udf.rs b/src/udf.rs
index 25043d2ea..5cf87c825 100644
--- a/src/udf.rs
+++ b/src/udf.rs
@@ -33,10 +33,10 @@ use crate::utils::{parse_volatility, validate_pycapsule};
 
 /// Create a Rust callable function from a python function that expects pyarrow arrays
 fn pyarrow_function_to_rust(
-    func: PyObject,
+    func: Py<PyAny>,
 ) -> impl Fn(&[ArrayRef]) -> Result<ArrayRef, DataFusionError> {
     move |args: &[ArrayRef]| -> Result<ArrayRef, DataFusionError> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             // 1. cast args to Pyarrow arrays
             let py_args = args
                 .iter()
@@ -64,7 +64,7 @@ fn pyarrow_function_to_rust(
 /// Create a DataFusion's UDF implementation from a python function
 /// that expects pyarrow arrays. This is more efficient as it performs
 /// a zero-copy of the contents.
-fn to_scalar_function_impl(func: PyObject) -> ScalarFunctionImplementation {
+fn to_scalar_function_impl(func: Py<PyAny>) -> ScalarFunctionImplementation {
     // Make the python function callable from rust
     let pyarrow_func = pyarrow_function_to_rust(func);
 
@@ -89,7 +89,7 @@ impl PyScalarUDF {
     #[pyo3(signature=(name, func, input_types, return_type, volatility))]
     fn new(
         name: &str,
-        func: PyObject,
+        func: Py<PyAny>,
         input_types: PyArrowType<Vec<DataType>>,
         return_type: PyArrowType<DataType>,
         volatility: &str,
diff --git a/src/udtf.rs b/src/udtf.rs
index 15006edf4..7226dbe92 100644
--- a/src/udtf.rs
+++ b/src/udtf.rs
@@ -40,7 +40,7 @@ pub struct PyTableFunction {
 // TODO: Implement pure python based user defined table functions
 #[derive(Debug, Clone)]
 pub(crate) enum PyTableFunctionInner {
-    PythonFunction(Arc<PyObject>),
+    PythonFunction(Arc<Py<PyAny>>),
     FFIFunction(Arc<dyn TableFunctionImpl>),
 }
 
@@ -84,7 +84,7 @@ impl PyTableFunction {
 
 #[allow(clippy::result_large_err)]
 fn call_python_table_function(
-    func: &Arc<PyObject>,
+    func: &Arc<Py<PyAny>>,
     args: &[Expr],
 ) -> DataFusionResult<Arc<dyn TableProvider>> {
     let args = args
@@ -93,7 +93,7 @@ fn call_python_table_function(
         .collect::<Vec<_>>();
 
     // move |args: &[ArrayRef]| -> Result<ArrayRef, DataFusionError> {
-    Python::with_gil(|py| {
+    Python::attach(|py| {
         let py_args = PyTuple::new(py, args)?;
         let provider_obj = func.call1(py, py_args)?;
         let provider = provider_obj.bind(py);
diff --git a/src/udwf.rs b/src/udwf.rs
index aae9f4c4c..d347ec0f1 100644
--- a/src/udwf.rs
+++ b/src/udwf.rs
@@ -42,23 +42,23 @@ use crate::utils::{parse_volatility, validate_pycapsule};
 
 #[derive(Debug)]
 struct RustPartitionEvaluator {
-    evaluator: PyObject,
+    evaluator: Py<PyAny>,
 }
 
 impl RustPartitionEvaluator {
-    fn new(evaluator: PyObject) -> Self {
+    fn new(evaluator: Py<PyAny>) -> Self {
         Self { evaluator }
     }
 }
 
 impl PartitionEvaluator for RustPartitionEvaluator {
     fn memoize(&mut self, _state: &mut WindowAggState) -> Result<()> {
-        Python::with_gil(|py| self.evaluator.bind(py).call_method0("memoize").map(|_| ()))
+        Python::attach(|py| self.evaluator.bind(py).call_method0("memoize").map(|_| ()))
             .map_err(|e| DataFusionError::Execution(format!("{e}")))
     }
 
     fn get_range(&self, idx: usize, n_rows: usize) -> Result<Range<usize>> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let py_args = vec![idx.into_pyobject(py)?, n_rows.into_pyobject(py)?];
             let py_args = PyTuple::new(py, py_args)?;
 
@@ -84,7 +84,7 @@ impl PartitionEvaluator for RustPartitionEvaluator {
     }
 
     fn is_causal(&self) -> bool {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             self.evaluator
                 .bind(py)
                 .call_method0("is_causal")
@@ -95,7 +95,7 @@ impl PartitionEvaluator for RustPartitionEvaluator {
 
     fn evaluate_all(&mut self, values: &[ArrayRef], num_rows: usize) -> Result<ArrayRef> {
         println!("evaluate all called with number of values {}", values.len());
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let py_values = PyList::new(
                 py,
                 values
@@ -117,7 +117,7 @@ impl PartitionEvaluator for RustPartitionEvaluator {
     }
 
     fn evaluate(&mut self, values: &[ArrayRef], range: &Range<usize>) -> Result<ScalarValue> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let py_values = PyList::new(
                 py,
                 values
@@ -141,7 +141,7 @@ impl PartitionEvaluator for RustPartitionEvaluator {
         num_rows: usize,
         ranks_in_partition: &[Range<usize>],
     ) -> Result<ArrayRef> {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             let ranks = ranks_in_partition
                 .iter()
                 .map(|r| PyTuple::new(py, vec![r.start, r.end]))
@@ -168,7 +168,7 @@ impl PartitionEvaluator for RustPartitionEvaluator {
     }
 
     fn supports_bounded_execution(&self) -> bool {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             self.evaluator
                 .bind(py)
                 .call_method0("supports_bounded_execution")
@@ -178,7 +178,7 @@ impl PartitionEvaluator for RustPartitionEvaluator {
     }
 
     fn uses_window_frame(&self) -> bool {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             self.evaluator
                 .bind(py)
                 .call_method0("uses_window_frame")
@@ -188,7 +188,7 @@ impl PartitionEvaluator for RustPartitionEvaluator {
     }
 
     fn include_rank(&self) -> bool {
-        Python::with_gil(|py| {
+        Python::attach(|py| {
             self.evaluator
                 .bind(py)
                 .call_method0("include_rank")
@@ -198,9 +198,9 @@ impl PartitionEvaluator for RustPartitionEvaluator {
     }
 }
 
-pub fn to_rust_partition_evaluator(evaluator: PyObject) -> PartitionEvaluatorFactory {
+pub fn to_rust_partition_evaluator(evaluator: Py<PyAny>) -> PartitionEvaluatorFactory {
     Arc::new(move || -> Result<Box<dyn PartitionEvaluator>> {
-        let evaluator = Python::with_gil(|py| {
+        let evaluator = Python::attach(|py| {
             evaluator
                 .call0(py)
                 .map_err(|e| DataFusionError::Execution(e.to_string()))
@@ -222,7 +222,7 @@ impl PyWindowUDF {
     #[pyo3(signature=(name, evaluator, input_types, return_type, volatility))]
     fn new(
         name: &str,
-        evaluator: PyObject,
+        evaluator: Py<PyAny>,
         input_types: Vec<PyArrowType<DataType>>,
         return_type: PyArrowType<DataType>,
         volatility: &str,
diff --git a/src/utils.rs b/src/utils.rs
index ce7395e95..cbc3d6d9b 100644
--- a/src/utils.rs
+++ b/src/utils.rs
@@ -77,14 +77,23 @@ where
     let runtime: &Runtime = &get_tokio_runtime().0;
     const INTERVAL_CHECK_SIGNALS: Duration = Duration::from_millis(1_000);
 
-    py.allow_threads(|| {
+    py.detach(|| {
         runtime.block_on(async {
             tokio::pin!(fut);
             loop {
                 tokio::select! {
                     res = &mut fut => break Ok(res),
                     _ = sleep(INTERVAL_CHECK_SIGNALS) => {
-                        Python::with_gil(|py| py.check_signals())?;
+                        Python::attach(|py| {
+                                // Execute a no-op Python statement to trigger signal processing.
+                                // This is necessary because py.check_signals() alone doesn't
+                                // actually check for signals - it only raises an exception if
+                                // a signal was already set during a previous Python API call.
+                                // Running even trivial Python code forces the interpreter to
+                                // process any pending signals (like KeyboardInterrupt).
+                                py.run(cr"pass", None, None)?;
+                                py.check_signals()
+                        })?;
                     }
                 }
             }
@@ -170,7 +179,7 @@ pub(crate) fn table_provider_from_pycapsule(
     }
 }
 
-pub(crate) fn py_obj_to_scalar_value(py: Python, obj: PyObject) -> PyResult<ScalarValue> {
+pub(crate) fn py_obj_to_scalar_value(py: Python, obj: Py<PyAny>) -> PyResult<ScalarValue> {
     // convert Python object to PyScalarValue to ScalarValue
 
     let pa = py.import("pyarrow")?;

From 6864d8013faa5f222063df61e5b6ff5368c4d252 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Tue, 23 Dec 2025 13:28:56 -0500
Subject: [PATCH 18/65] Minor build errors (#1325)

---
 src/context.rs   | 2 +-
 src/dataframe.rs | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/context.rs b/src/context.rs
index 0a04ab391..ad4fc36b1 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -445,7 +445,7 @@ impl PySessionContext {
             .collect::<HashMap<_, _>>();
 
         let state = self.ctx.state();
-        let dialect = state.config().options().sql_parser.dialect.as_str();
+        let dialect = state.config().options().sql_parser.dialect.as_ref();
 
         if !param_strings.is_empty() {
             query = replace_placeholders_with_strings(&query, dialect, param_strings)?;
diff --git a/src/dataframe.rs b/src/dataframe.rs
index f8f3ee8e6..0cf03d630 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -548,7 +548,7 @@ impl PyDataFrame {
         self.df
             .as_ref()
             .parse_sql_expr(&expr)
-            .map(|e| PyExpr::from(e))
+            .map(PyExpr::from)
             .map_err(PyDataFusionError::from)
     }
 

From fcd70567dedc580416c2931cc7f25e3960704ace Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Tue, 30 Dec 2025 08:47:07 -0500
Subject: [PATCH 19/65] Update build workflow link (#1330)

* Update link

* fix extension
---
 docs/README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/README.md b/docs/README.md
index 2bffea9bd..502f1c2a1 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -59,7 +59,7 @@ firefox docs/build/html/index.html
 This documentation is hosted at https://datafusion.apache.org/python
 
 When the PR is merged to the `main` branch of the DataFusion
-repository, a [github workflow](https://github.com/apache/datafusion-python/blob/main/.github/workflows/docs.yaml) which:
+repository, a [github workflow](https://github.com/apache/datafusion-python/blob/main/.github/workflows/build.yml) which:
 
 1. Builds the html content
 2. Pushes the html content to the [`asf-site`](https://github.com/apache/datafusion-python/tree/asf-site) branch in this repository.
@@ -67,4 +67,4 @@ repository, a [github workflow](https://github.com/apache/datafusion-python/blob
 The Apache Software Foundation provides https://arrow.apache.org/,
 which serves content based on the configuration in
 [.asf.yaml](https://github.com/apache/datafusion-python/blob/main/.asf.yaml),
-which specifies the target as https://datafusion.apache.org/python.
\ No newline at end of file
+which specifies the target as https://datafusion.apache.org/python.

From 474e9e67bfda3074dc435d3d653de538b0cafa7b Mon Sep 17 00:00:00 2001
From: Daniel Mesejo <mesejoleon@gmail.com>
Date: Mon, 5 Jan 2026 14:24:09 +0100
Subject: [PATCH 20/65] fix: use coalesce instead of drop_duplicate_keys for
 join (#1318)

* fix: use coalesce instead of drop_duplicate_keys for join

closes #1305

* fix(docs): join usage
---
 .../user-guide/common-operations/joins.rst    |  6 +--
 python/datafusion/dataframe.py                | 16 +++----
 python/tests/test_dataframe.py                | 43 ++++++++++++++++---
 src/dataframe.rs                              | 34 +++++++++++----
 4 files changed, 73 insertions(+), 26 deletions(-)

diff --git a/docs/source/user-guide/common-operations/joins.rst b/docs/source/user-guide/common-operations/joins.rst
index 035d7488d..1d9d70385 100644
--- a/docs/source/user-guide/common-operations/joins.rst
+++ b/docs/source/user-guide/common-operations/joins.rst
@@ -107,9 +107,9 @@ Duplicate Keys
 --------------
 
 It is common to join two DataFrames on a common column name. Starting in
-version 51.0.0, ``datafusion-python``` will now drop duplicate column names by
+version 51.0.0, ``datafusion-python``` will now coalesce on column with identical names by
 default. This reduces problems with ambiguous column selection after joins.
-You can disable this feature by setting the parameter ``drop_duplicate_keys``
+You can disable this feature by setting the parameter ``coalesce_duplicate_keys``
 to ``False``.
 
 .. ipython:: python
@@ -133,4 +133,4 @@ In contrast to the above example, if we wish to get both columns:
 
 .. ipython:: python
 
-    left.join(right, "id", how="inner", drop_duplicate_keys=False)
+    left.join(right, "id", how="inner", coalesce_duplicate_keys=False)
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index 12f1145a8..d302c12a5 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -778,7 +778,7 @@ def join(
         left_on: None = None,
         right_on: None = None,
         join_keys: None = None,
-        drop_duplicate_keys: bool = True,
+        coalesce_duplicate_keys: bool = True,
     ) -> DataFrame: ...
 
     @overload
@@ -791,7 +791,7 @@ def join(
         left_on: str | Sequence[str],
         right_on: str | Sequence[str],
         join_keys: tuple[list[str], list[str]] | None = None,
-        drop_duplicate_keys: bool = True,
+        coalesce_duplicate_keys: bool = True,
     ) -> DataFrame: ...
 
     @overload
@@ -804,7 +804,7 @@ def join(
         join_keys: tuple[list[str], list[str]],
         left_on: None = None,
         right_on: None = None,
-        drop_duplicate_keys: bool = True,
+        coalesce_duplicate_keys: bool = True,
     ) -> DataFrame: ...
 
     def join(
@@ -816,7 +816,7 @@ def join(
         left_on: str | Sequence[str] | None = None,
         right_on: str | Sequence[str] | None = None,
         join_keys: tuple[list[str], list[str]] | None = None,
-        drop_duplicate_keys: bool = True,
+        coalesce_duplicate_keys: bool = True,
     ) -> DataFrame:
         """Join this :py:class:`DataFrame` with another :py:class:`DataFrame`.
 
@@ -829,9 +829,9 @@ def join(
                 "right", "full", "semi", "anti".
             left_on: Join column of the left dataframe.
             right_on: Join column of the right dataframe.
-            drop_duplicate_keys: When True, the columns from the right DataFrame
-                that have identical names in the ``on`` fields to the left DataFrame
-                will be dropped.
+            coalesce_duplicate_keys: When True, coalesce the columns
+                from the right DataFrame and left DataFrame
+                that have identical names in the ``on`` fields.
             join_keys: Tuple of two lists of column names to join on. [Deprecated]
 
         Returns:
@@ -879,7 +879,7 @@ def join(
             right_on = [right_on]
 
         return DataFrame(
-            self.df.join(right.df, how, left_on, right_on, drop_duplicate_keys)
+            self.df.join(right.df, how, left_on, right_on, coalesce_duplicate_keys)
         )
 
     def join_on(
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index fa6a5fde7..b68493b65 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -663,7 +663,7 @@ def test_join():
     df1 = ctx.create_dataframe([[batch]], "r")
 
     df2 = df.join(df1, on="a", how="inner")
-    df2 = df2.sort(column("l.a"))
+    df2 = df2.sort(column("a"))
     table = pa.Table.from_batches(df2.collect())
 
     expected = {"a": [1, 2], "c": [8, 10], "b": [4, 5]}
@@ -673,8 +673,10 @@ def test_join():
     # Since we may have a duplicate column name and pa.Table()
     # hides the fact, instead we need to explicitly check the
     # resultant arrays.
-    df2 = df.join(df1, left_on="a", right_on="a", how="inner", drop_duplicate_keys=True)
-    df2 = df2.sort(column("l.a"))
+    df2 = df.join(
+        df1, left_on="a", right_on="a", how="inner", coalesce_duplicate_keys=True
+    )
+    df2 = df2.sort(column("a"))
     result = df2.collect()[0]
     assert result.num_columns == 3
     assert result.column(0) == pa.array([1, 2], pa.int64())
@@ -682,7 +684,7 @@ def test_join():
     assert result.column(2) == pa.array([8, 10], pa.int64())
 
     df2 = df.join(
-        df1, left_on="a", right_on="a", how="inner", drop_duplicate_keys=False
+        df1, left_on="a", right_on="a", how="inner", coalesce_duplicate_keys=False
     )
     df2 = df2.sort(column("l.a"))
     result = df2.collect()[0]
@@ -695,7 +697,7 @@ def test_join():
     # Verify we don't make a breaking change to pre-43.0.0
     # where users would pass join_keys as a positional argument
     df2 = df.join(df1, (["a"], ["a"]), how="inner")
-    df2 = df2.sort(column("l.a"))
+    df2 = df2.sort(column("a"))
     table = pa.Table.from_batches(df2.collect())
 
     expected = {"a": [1, 2], "c": [8, 10], "b": [4, 5]}
@@ -720,7 +722,7 @@ def test_join_invalid_params():
     with pytest.deprecated_call():
         df2 = df.join(df1, join_keys=(["a"], ["a"]), how="inner")
         df2.show()
-        df2 = df2.sort(column("l.a"))
+        df2 = df2.sort(column("a"))
         table = pa.Table.from_batches(df2.collect())
 
         expected = {"a": [1, 2], "c": [8, 10], "b": [4, 5]}
@@ -778,6 +780,35 @@ def test_join_on():
     assert table.to_pydict() == expected
 
 
+def test_join_full_with_drop_duplicate_keys():
+    ctx = SessionContext()
+
+    batch = pa.RecordBatch.from_arrays(
+        [pa.array([1, 3, 5, 7, 9]), pa.array([True, True, True, True, True])],
+        names=["log_time", "key_frame"],
+    )
+    key_frame = ctx.create_dataframe([[batch]])
+
+    batch = pa.RecordBatch.from_arrays(
+        [pa.array([2, 4, 6, 8, 10])],
+        names=["log_time"],
+    )
+    query_times = ctx.create_dataframe([[batch]])
+
+    merged = query_times.join(
+        key_frame,
+        left_on="log_time",
+        right_on="log_time",
+        how="full",
+        coalesce_duplicate_keys=True,
+    )
+    merged = merged.sort(column("log_time"))
+    result = merged.collect()[0]
+
+    assert result.num_columns == 2
+    assert result.column(0).to_pylist() == [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
+
+
 def test_join_on_invalid_expr():
     ctx = SessionContext()
 
diff --git a/src/dataframe.rs b/src/dataframe.rs
index 0cf03d630..7bd601de8 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -653,7 +653,7 @@ impl PyDataFrame {
         how: &str,
         left_on: Vec<PyBackedStr>,
         right_on: Vec<PyBackedStr>,
-        drop_duplicate_keys: bool,
+        coalesce_keys: bool,
     ) -> PyDataFusionResult<Self> {
         let join_type = match how {
             "inner" => JoinType::Inner,
@@ -680,7 +680,7 @@ impl PyDataFrame {
             None,
         )?;
 
-        if drop_duplicate_keys {
+        if coalesce_keys {
             let mutual_keys = left_keys
                 .iter()
                 .zip(right_keys.iter())
@@ -688,15 +688,16 @@ impl PyDataFrame {
                 .map(|(key, _)| *key)
                 .collect::<Vec<_>>();
 
-            let fields_to_drop = mutual_keys
+            let fields_to_coalesce = mutual_keys
                 .iter()
                 .map(|name| {
-                    df.logical_plan()
+                    let qualified_fields = df
+                        .logical_plan()
                         .schema()
-                        .qualified_fields_with_unqualified_name(name)
+                        .qualified_fields_with_unqualified_name(name);
+                    (*name, qualified_fields)
                 })
-                .filter(|r| r.len() == 2)
-                .map(|r| r[1])
+                .filter(|(_, fields)| fields.len() == 2)
                 .collect::<Vec<_>>();
 
             let expr: Vec<Expr> = df
@@ -706,8 +707,23 @@ impl PyDataFrame {
                 .into_iter()
                 .enumerate()
                 .map(|(idx, _)| df.logical_plan().schema().qualified_field(idx))
-                .filter(|(qualifier, f)| !fields_to_drop.contains(&(*qualifier, f)))
-                .map(|(qualifier, field)| Expr::Column(Column::from((qualifier, field))))
+                .filter_map(|(qualifier, field)| {
+                    if let Some((key_name, qualified_fields)) = fields_to_coalesce
+                        .iter()
+                        .find(|(_, qf)| qf.contains(&(qualifier, field)))
+                    {
+                        // Only add the coalesce expression once (when we encounter the first field)
+                        // Skip the second field (it's already included in to coalesce)
+                        if (qualifier, field) == qualified_fields[0] {
+                            let left_col = Expr::Column(Column::from(qualified_fields[0]));
+                            let right_col = Expr::Column(Column::from(qualified_fields[1]));
+                            return Some(coalesce(vec![left_col, right_col]).alias(*key_name));
+                        }
+                        None
+                    } else {
+                        Some(Expr::Column(Column::from((qualifier, field))))
+                    }
+                })
                 .collect();
             df = df.select(expr)?;
         }

From 3a4ae6d8ed43fa5a82725a37961b626ff884fd96 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Mon, 5 Jan 2026 08:25:45 -0500
Subject: [PATCH 21/65] Do not convert pyarrow scalar values to plain python
 types when passing as `lit` (#1319)

* Add unit tests for pyarrow scalar round trips

* Do not convert to bare python object for lit conversion from pyarrow scalar
---
 python/tests/test_expr.py | 108 +++++++++++++++++++++++++++++++++++++-
 src/pyarrow_util.rs       |   3 +-
 2 files changed, 108 insertions(+), 3 deletions(-)

diff --git a/python/tests/test_expr.py b/python/tests/test_expr.py
index 28c71549b..1f821a3d2 100644
--- a/python/tests/test_expr.py
+++ b/python/tests/test_expr.py
@@ -17,7 +17,8 @@
 
 import re
 from concurrent.futures import ThreadPoolExecutor
-from datetime import datetime, timezone
+from datetime import date, datetime, time, timezone
+from decimal import Decimal
 
 import pyarrow as pa
 import pytest
@@ -999,3 +1000,108 @@ def test_ensure_expr_list_bytes():
 def test_ensure_expr_list_bytearray():
     with pytest.raises(TypeError, match=re.escape(EXPR_TYPE_ERROR)):
         ensure_expr_list(bytearray(b"a"))
+
+
+@pytest.mark.parametrize(
+    "value",
+    [
+        # Boolean
+        pa.scalar(True, type=pa.bool_()),  # noqa: FBT003
+        pa.scalar(False, type=pa.bool_()),  # noqa: FBT003
+        # Integers - signed
+        pa.scalar(127, type=pa.int8()),
+        pa.scalar(-128, type=pa.int8()),
+        pa.scalar(32767, type=pa.int16()),
+        pa.scalar(-32768, type=pa.int16()),
+        pa.scalar(2147483647, type=pa.int32()),
+        pa.scalar(-2147483648, type=pa.int32()),
+        pa.scalar(9223372036854775807, type=pa.int64()),
+        pa.scalar(-9223372036854775808, type=pa.int64()),
+        # Integers - unsigned
+        pa.scalar(255, type=pa.uint8()),
+        pa.scalar(65535, type=pa.uint16()),
+        pa.scalar(4294967295, type=pa.uint32()),
+        pa.scalar(18446744073709551615, type=pa.uint64()),
+        # Floating point
+        pa.scalar(3.14, type=pa.float32()),
+        pa.scalar(3.141592653589793, type=pa.float64()),
+        pa.scalar(float("inf"), type=pa.float64()),
+        pa.scalar(float("-inf"), type=pa.float64()),
+        # Decimal
+        pa.scalar(Decimal("123.45"), type=pa.decimal128(10, 2)),
+        pa.scalar(Decimal("-999999.999"), type=pa.decimal128(12, 3)),
+        pa.scalar(Decimal("0.00001"), type=pa.decimal128(10, 5)),
+        pa.scalar(Decimal("123.45"), type=pa.decimal256(20, 2)),
+        # Strings
+        pa.scalar("hello world", type=pa.string()),
+        pa.scalar("", type=pa.string()),
+        pa.scalar("unicode: 日本語 🎉", type=pa.string()),
+        pa.scalar("hello", type=pa.large_string()),
+        # Binary
+        pa.scalar(b"binary data", type=pa.binary()),
+        pa.scalar(b"", type=pa.binary()),
+        pa.scalar(b"\x00\x01\x02\xff", type=pa.binary()),
+        pa.scalar(b"large binary", type=pa.large_binary()),
+        pa.scalar(b"fixed!", type=pa.binary(6)),  # fixed size binary
+        # Date
+        pa.scalar(date(2023, 8, 18), type=pa.date32()),
+        pa.scalar(date(1970, 1, 1), type=pa.date32()),
+        pa.scalar(date(2023, 8, 18), type=pa.date64()),
+        # Time
+        pa.scalar(time(12, 30, 45), type=pa.time32("s")),
+        pa.scalar(time(12, 30, 45, 123000), type=pa.time32("ms")),
+        pa.scalar(time(12, 30, 45, 123456), type=pa.time64("us")),
+        pa.scalar(
+            12 * 3600 * 10**9 + 30 * 60 * 10**9, type=pa.time64("ns")
+        ),  # raw nanos
+        # Timestamp - various resolutions
+        pa.scalar(1692335046, type=pa.timestamp("s")),
+        pa.scalar(1692335046618, type=pa.timestamp("ms")),
+        pa.scalar(1692335046618897, type=pa.timestamp("us")),
+        pa.scalar(1692335046618897499, type=pa.timestamp("ns")),
+        # Timestamp with timezone
+        pa.scalar(1692335046, type=pa.timestamp("s", tz="UTC")),
+        pa.scalar(1692335046618897, type=pa.timestamp("us", tz="America/New_York")),
+        pa.scalar(1692335046618897499, type=pa.timestamp("ns", tz="Europe/London")),
+        # Duration
+        pa.scalar(3600, type=pa.duration("s")),
+        pa.scalar(3600000, type=pa.duration("ms")),
+        pa.scalar(3600000000, type=pa.duration("us")),
+        pa.scalar(3600000000000, type=pa.duration("ns")),
+        # Interval
+        pa.scalar((1, 15, 3600000000000), type=pa.month_day_nano_interval()),
+        pa.scalar((0, 0, 0), type=pa.month_day_nano_interval()),
+        pa.scalar((12, 30, 0), type=pa.month_day_nano_interval()),
+        # Null
+        pa.scalar(None, type=pa.null()),
+        pa.scalar(None, type=pa.int64()),
+        pa.scalar(None, type=pa.string()),
+        # List types
+        pa.scalar([1, 2, 3], type=pa.list_(pa.int64())),
+        pa.scalar([], type=pa.list_(pa.int64())),
+        pa.scalar(["a", "b", "c"], type=pa.list_(pa.string())),
+        pa.scalar([[1, 2], [3, 4]], type=pa.list_(pa.list_(pa.int64()))),
+        pa.scalar([1, 2, 3], type=pa.large_list(pa.int64())),
+        # Fixed size list
+        pa.scalar([1, 2, 3], type=pa.list_(pa.int64(), 3)),
+        # Struct
+        pa.scalar(
+            {"x": 1, "y": 2}, type=pa.struct([("x", pa.int64()), ("y", pa.int64())])
+        ),
+        pa.scalar(
+            {"name": "Alice", "age": 30},
+            type=pa.struct([("name", pa.string()), ("age", pa.int32())]),
+        ),
+        pa.scalar(
+            {"nested": {"a": 1}},
+            type=pa.struct([("nested", pa.struct([("a", pa.int64())]))]),
+        ),
+        # Map
+        pa.scalar([("key1", 1), ("key2", 2)], type=pa.map_(pa.string(), pa.int64())),
+    ],
+    ids=lambda v: f"{v.type}",
+)
+def test_round_trip_pyscalar_value(ctx: SessionContext, value: pa.Scalar):
+    df = ctx.sql("select 1 as a")
+    df = df.select(lit(value))
+    assert pa.table(df)[0][0] == value
diff --git a/src/pyarrow_util.rs b/src/pyarrow_util.rs
index cd9e396ab..264cfd342 100644
--- a/src/pyarrow_util.rs
+++ b/src/pyarrow_util.rs
@@ -30,11 +30,10 @@ impl FromPyArrow for PyScalarValue {
     fn from_pyarrow_bound(value: &Bound<'_, PyAny>) -> PyResult<Self> {
         let py = value.py();
         let typ = value.getattr("type")?;
-        let val = value.call_method0("as_py")?;
 
         // construct pyarrow array from the python value and pyarrow type
         let factory = py.import("pyarrow")?.getattr("array")?;
-        let args = PyList::new(py, [val])?;
+        let args = PyList::new(py, [value])?;
         let array = factory.call1((args, typ))?;
 
         // convert the pyarrow array to rust array using C data interface

From 1df6db27d95d99ddb51136a60abd05a33ce375ad Mon Sep 17 00:00:00 2001
From: Nuno Faria <nunofpfaria@gmail.com>
Date: Mon, 5 Jan 2026 15:02:38 +0000
Subject: [PATCH 22/65] fix: Inconsistent schemas when converting to pyarrow
 (#1315)

* Fix inconsistent schemas when converting to pyarrow

* Add extra tests

* Change deprecated type

---------

Co-authored-by: Tim Saucer <timsaucer@gmail.com>
---
 python/tests/test_dataframe.py | 47 ++++++++++++++++++++++++++++++++++
 src/dataframe.rs               | 11 ++++++--
 2 files changed, 56 insertions(+), 2 deletions(-)

diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index b68493b65..f481f31f6 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -1898,6 +1898,53 @@ def test_to_arrow_table(df):
     assert set(pyarrow_table.column_names) == {"a", "b", "c"}
 
 
+def test_parquet_non_null_column_to_pyarrow(ctx, tmp_path):
+    path = tmp_path.joinpath("t.parquet")
+
+    ctx.sql("create table t_(a int not null)").collect()
+    ctx.sql("insert into t_ values (1), (2), (3)").collect()
+    ctx.sql(f"copy (select * from t_) to '{path}'").collect()
+
+    ctx.register_parquet("t", path)
+    pyarrow_table = ctx.sql("select max(a) as m from t").to_arrow_table()
+    assert pyarrow_table.to_pydict() == {"m": [3]}
+
+
+def test_parquet_empty_batch_to_pyarrow(ctx, tmp_path):
+    path = tmp_path.joinpath("t.parquet")
+
+    ctx.sql("create table t_(a int not null)").collect()
+    ctx.sql("insert into t_ values (1), (2), (3)").collect()
+    ctx.sql(f"copy (select * from t_) to '{path}'").collect()
+
+    ctx.register_parquet("t", path)
+    pyarrow_table = ctx.sql("select * from t limit 0").to_arrow_table()
+    assert pyarrow_table.schema == pa.schema(
+        [
+            pa.field("a", pa.int32(), nullable=False),
+        ]
+    )
+
+
+def test_parquet_null_aggregation_to_pyarrow(ctx, tmp_path):
+    path = tmp_path.joinpath("t.parquet")
+
+    ctx.sql("create table t_(a int not null)").collect()
+    ctx.sql("insert into t_ values (1), (2), (3)").collect()
+    ctx.sql(f"copy (select * from t_) to '{path}'").collect()
+
+    ctx.register_parquet("t", path)
+    pyarrow_table = ctx.sql(
+        "select max(a) as m from (select * from t where a < 0)"
+    ).to_arrow_table()
+    assert pyarrow_table.to_pydict() == {"m": [None]}
+    assert pyarrow_table.schema == pa.schema(
+        [
+            pa.field("m", pa.int32(), nullable=True),
+        ]
+    )
+
+
 def test_execute_stream(df):
     stream = df.execute_stream()
     assert all(batch is not None for batch in stream)
diff --git a/src/dataframe.rs b/src/dataframe.rs
index 7bd601de8..d920df71e 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -1044,11 +1044,18 @@ impl PyDataFrame {
     /// Collect the batches and pass to Arrow Table
     fn to_arrow_table(&self, py: Python<'_>) -> PyResult<Py<PyAny>> {
         let batches = self.collect(py)?.into_pyobject(py)?;
-        let schema = self.schema().into_pyobject(py)?;
+
+        // only use the DataFrame's schema if there are no batches, otherwise let the schema be
+        // determined from the batches (avoids some inconsistencies with nullable columns)
+        let args = if batches.len()? == 0 {
+            let schema = self.schema().into_pyobject(py)?;
+            PyTuple::new(py, &[batches, schema])?
+        } else {
+            PyTuple::new(py, &[batches])?
+        };
 
         // Instantiate pyarrow Table object and use its from_batches method
         let table_class = py.import("pyarrow")?.getattr("Table")?;
-        let args = PyTuple::new(py, &[batches, schema])?;
         let table: Py<PyAny> = table_class.call_method1("from_batches", args)?.into();
         Ok(table)
     }

From a9229673bbb4c5706386ee83179d4741777c577d Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Fri, 9 Jan 2026 08:24:42 -0500
Subject: [PATCH 23/65] Release 51.0.0 (#1333)

* Update changelog and version number

* Update cargo lock

* Update cargo lock file and corresponding change to unit test due to arrow update
---
 Cargo.lock                | 832 ++++++++++++++++++--------------------
 Cargo.toml                |   2 +-
 dev/changelog/51.0.0.md   |  74 ++++
 dev/release/README.md     |   3 +
 python/tests/test_expr.py |   8 +-
 uv.lock                   |   2 +-
 6 files changed, 485 insertions(+), 436 deletions(-)
 create mode 100644 dev/changelog/51.0.0.md

diff --git a/Cargo.lock b/Cargo.lock
index 97a17abb9..ac691ca9d 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -64,7 +64,7 @@ checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
 dependencies = [
  "cfg-if",
  "const-random",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "once_cell",
  "version_check",
  "zerocopy",
@@ -72,9 +72,9 @@ dependencies = [
 
 [[package]]
 name = "aho-corasick"
-version = "1.1.3"
+version = "1.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916"
+checksum = "ddd31a130427c27518df266943a5308ed92d4b226cc639f5a8f1002816174301"
 dependencies = [
  "memchr",
 ]
@@ -111,9 +111,9 @@ dependencies = [
 
 [[package]]
 name = "anyhow"
-version = "1.0.99"
+version = "1.0.100"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b0674a1ddeecb70197781e945de4b3b8ffb61fa939a5597bcf48503737663100"
+checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
 
 [[package]]
 name = "apache-avro"
@@ -136,19 +136,31 @@ dependencies = [
  "serde_bytes",
  "serde_json",
  "snap",
- "strum 0.27.2",
- "strum_macros 0.27.2",
+ "strum",
+ "strum_macros",
  "thiserror",
  "uuid",
  "xz2",
  "zstd",
 ]
 
+[[package]]
+name = "ar_archive_writer"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0c269894b6fe5e9d7ada0cf69b5bf847ff35bc25fc271f08e1d080fce80339a"
+dependencies = [
+ "object",
+]
+
 [[package]]
 name = "arc-swap"
-version = "1.7.1"
+version = "1.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "69f7f8c3906b62b754cd5326047894316021dcfe5a194c8ea52bdd94934a3457"
+checksum = "51d03449bb8ca2cc2ef70869af31463d1ae5ccc8fa3e334b307203fbf815207e"
+dependencies = [
+ "rustversion",
+]
 
 [[package]]
 name = "arrayref"
@@ -164,9 +176,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4df8bb5b0bd64c0b9bc61317fcc480bad0f00e56d3bc32c69a4c8dada4786bae"
+checksum = "cb372a7cbcac02a35d3fb7b3fc1f969ec078e871f9bb899bf00a2e1809bec8a3"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -186,9 +198,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a1a640186d3bd30a24cb42264c2dafb30e236a6f50d510e56d40b708c9582491"
+checksum = "0f377dcd19e440174596d83deb49cd724886d91060c07fec4f67014ef9d54049"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -200,9 +212,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "219fe420e6800979744c8393b687afb0252b3f8a89b91027d27887b72aa36d31"
+checksum = "a23eaff85a44e9fa914660fb0d0bb00b79c4a3d888b5334adb3ea4330c84f002"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -211,7 +223,7 @@ dependencies = [
  "chrono",
  "chrono-tz",
  "half",
- "hashbrown 0.16.0",
+ "hashbrown 0.16.1",
  "num-complex",
  "num-integer",
  "num-traits",
@@ -219,9 +231,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "76885a2697a7edf6b59577f568b456afc94ce0e2edc15b784ce3685b6c3c5c27"
+checksum = "a2819d893750cb3380ab31ebdc8c68874dd4429f90fd09180f3c93538bd21626"
 dependencies = [
  "bytes",
  "half",
@@ -231,13 +243,14 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c9ebb4c987e6b3b236fb4a14b20b34835abfdd80acead3ccf1f9bf399e1f168"
+checksum = "e3d131abb183f80c450d4591dc784f8d7750c50c6e2bc3fcaad148afc8361271"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
+ "arrow-ord",
  "arrow-schema",
  "arrow-select",
  "atoi",
@@ -252,9 +265,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "92386159c8d4bce96f8bd396b0642a0d544d471bdc2ef34d631aec80db40a09c"
+checksum = "2275877a0e5e7e7c76954669366c2aa1a829e340ab1f612e647507860906fb6b"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -267,9 +280,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "727681b95de313b600eddc2a37e736dcb21980a40f640314dcf360e2f36bc89b"
+checksum = "05738f3d42cb922b9096f7786f606fcb8669260c2640df8490533bb2fa38c9d3"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -280,9 +293,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "da9ba92e3de170295c98a84e5af22e2b037f0c7b32449445e6c493b5fca27f27"
+checksum = "3d09446e8076c4b3f235603d9ea7c5494e73d441b01cd61fb33d7254c11964b3"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -296,9 +309,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b969b4a421ae83828591c6bf5450bd52e6d489584142845ad6a861f42fe35df8"
+checksum = "371ffd66fa77f71d7628c63f209c9ca5341081051aa32f9c8020feb0def787c0"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -320,9 +333,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "141c05298b21d03e88062317a1f1a73f5ba7b6eb041b350015b1cd6aabc0519b"
+checksum = "cbc94fc7adec5d1ba9e8cd1b1e8d6f72423b33fe978bf1f46d970fafab787521"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -333,9 +346,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-pyarrow"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cfcfb2be2e9096236f449c11f425cddde18c4cc540f516d90f066f10a29ed515"
+checksum = "fbd810e3997bae72f58cda57231ccb0a2fda07911ca1b0a5718cbf9379abb297"
 dependencies = [
  "arrow-array",
  "arrow-data",
@@ -345,9 +358,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5f3c06a6abad6164508ed283c7a02151515cef3de4b4ff2cebbcaeb85533db2"
+checksum = "169676f317157dc079cc5def6354d16db63d8861d61046d2f3883268ced6f99f"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -358,9 +371,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9cfa7a03d1eee2a4d061476e1840ad5c9867a544ca6c4c59256496af5d0a8be5"
+checksum = "d27609cd7dd45f006abae27995c2729ef6f4b9361cde1ddd019dc31a5aa017e0"
 dependencies = [
  "bitflags",
  "serde_core",
@@ -369,9 +382,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-select"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bafa595babaad59f2455f4957d0f26448fb472722c186739f4fac0823a1bdb47"
+checksum = "ae980d021879ea119dd6e2a13912d81e64abed372d53163e804dfe84639d8010"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -383,9 +396,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32f46457dbbb99f2650ff3ac23e46a929e0ab81db809b02aa5511c258348bef2"
+checksum = "cf35e8ef49dcf0c5f6d175edee6b8af7b45611805333129c541a8b89a0fc0534"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -444,7 +457,7 @@ checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -455,7 +468,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -487,9 +500,9 @@ checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
 [[package]]
 name = "bigdecimal"
-version = "0.4.8"
+version = "0.4.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1a22f228ab7a1b23027ccc6c350b72868017af7ea8356fbdf19f8d991c690013"
+checksum = "4d6867f1565b3aad85681f1015055b087fcfd840d6aeee6eee7f2da317603695"
 dependencies = [
  "autocfg",
  "libm",
@@ -501,9 +514,9 @@ dependencies = [
 
 [[package]]
 name = "bitflags"
-version = "2.9.4"
+version = "2.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2261d10cca569e4643e526d8dc2e62e433cc8aba21ab764233731f8d369bf394"
+checksum = "812e12b5285cc515a9c72a5c1d3b6d46a19dac5acfef5265968c166106e31dd3"
 
 [[package]]
 name = "blake2"
@@ -538,9 +551,9 @@ dependencies = [
 
 [[package]]
 name = "bon"
-version = "3.7.2"
+version = "3.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c2529c31017402be841eb45892278a6c21a000c0a17643af326c73a73f83f0fb"
+checksum = "ebeb9aaf9329dff6ceb65c689ca3db33dbf15f324909c60e4e5eef5701ce31b1"
 dependencies = [
  "bon-macros",
  "rustversion",
@@ -548,9 +561,9 @@ dependencies = [
 
 [[package]]
 name = "bon-macros"
-version = "3.7.2"
+version = "3.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d82020dadcb845a345591863adb65d74fa8dc5c18a0b6d408470e13b7adc7005"
+checksum = "77e9d642a7e3a318e37c2c9427b5a6a48aa1ad55dcd986f3034ab2239045a645"
 dependencies = [
  "darling",
  "ident_case",
@@ -558,7 +571,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -584,9 +597,9 @@ dependencies = [
 
 [[package]]
 name = "bumpalo"
-version = "3.19.0"
+version = "3.19.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "46c5e41b57b8bba42a04676d81cb89e9ee8e859a1a66f80a5a72e1cb76b34d43"
+checksum = "5dd9dc738b7a8311c7ade152424974d8115f2cdad61e8dab8dac9f2362298510"
 
 [[package]]
 name = "byteorder"
@@ -596,9 +609,9 @@ checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
 [[package]]
 name = "bytes"
-version = "1.10.1"
+version = "1.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d71b6127be86fdcfddb610f7182ac57211d4b18a3e9c82eb2d17662f2227ad6a"
+checksum = "b35204fbdc0b3f4446b89fc1ac2cf84a8a68971995d0bf2e925ec7cd960f9cb3"
 
 [[package]]
 name = "bzip2"
@@ -630,9 +643,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.37"
+version = "1.2.51"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65193589c6404eb80b450d618eaf9a2cafaaafd57ecce47370519ef674a7bd44"
+checksum = "7a0aeaff4ff1a90589618835a598e545176939b97874f7abc7851caa0618f203"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -642,9 +655,9 @@ dependencies = [
 
 [[package]]
 name = "cfg-if"
-version = "1.0.3"
+version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fd1289c04a9ea8cb22300a459a72a385d7c73d3259e2ed7dcb2af674838cfa9"
+checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
 
 [[package]]
 name = "cfg_aliases"
@@ -661,7 +674,7 @@ dependencies = [
  "iana-time-zone",
  "num-traits",
  "serde",
- "windows-link 0.2.0",
+ "windows-link",
 ]
 
 [[package]]
@@ -676,21 +689,20 @@ dependencies = [
 
 [[package]]
 name = "cmake"
-version = "0.1.54"
+version = "0.1.57"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e7caa3f9de89ddbe2c607f4101924c5abec803763ae9534e4f4d7d8f84aa81f0"
+checksum = "75443c44cd6b379beb8c5b45d85d0773baf31cce901fe7bb252f4eff3008ef7d"
 dependencies = [
  "cc",
 ]
 
 [[package]]
 name = "comfy-table"
-version = "7.1.2"
+version = "7.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e0d05af1e006a2407bedef5af410552494ce5be9090444dbbcb57258c1af3d56"
+checksum = "b03b7db8e0b4b2fdad6c551e634134e99ec000e5c8c3b6856c65e8bbaded7a3b"
 dependencies = [
- "strum 0.26.3",
- "strum_macros 0.26.4",
+ "unicode-segmentation",
  "unicode-width",
 ]
 
@@ -801,9 +813,9 @@ checksum = "460fbee9c2c2f33933d720630a6a0bac33ba7053db5344fac858d4b8952d77d5"
 
 [[package]]
 name = "crypto-common"
-version = "0.1.6"
+version = "0.1.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1bfb12502f3fc46cca1bb51ac28df9d618d813cdc3d2f25b9fe775a34af26bb3"
+checksum = "78c8292055d1c1df0cce5d180393dc8cce0abec0a7102adb6c7b1eef6016d60a"
 dependencies = [
  "generic-array",
  "typenum",
@@ -821,21 +833,21 @@ dependencies = [
 
 [[package]]
 name = "csv"
-version = "1.3.1"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "acdc4883a9c96732e4733212c01447ebd805833b7275a73ca3ee080fd77afdaf"
+checksum = "52cd9d68cf7efc6ddfaaee42e7288d3a99d613d4b50f76ce9827ae0c6e14f938"
 dependencies = [
  "csv-core",
  "itoa",
  "ryu",
- "serde",
+ "serde_core",
 ]
 
 [[package]]
 name = "csv-core"
-version = "0.1.12"
+version = "0.1.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d02f3b0da4c6504f86e9cd789d8dbafab48c2321be74e9987593de5a894d93d"
+checksum = "704a3c26996a80471189265814dbc2c257598b96b8a7feae2d31ace646bb9782"
 dependencies = [
  "memchr",
 ]
@@ -861,7 +873,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -872,7 +884,7 @@ checksum = "d38308df82d1080de0afee5d069fa14b0326a88c14f15c5ccda35b4a6c414c81"
 dependencies = [
  "darling_core",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -1409,7 +1421,7 @@ checksum = "1063ad4c9e094b3f798acee16d9a47bd7372d9699be2de21b05c3bd3f34ab848"
 dependencies = [
  "datafusion-doc",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -1590,7 +1602,7 @@ dependencies = [
 
 [[package]]
 name = "datafusion-python"
-version = "50.1.0"
+version = "51.0.0"
 dependencies = [
  "arrow",
  "arrow-select",
@@ -1688,7 +1700,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -1716,7 +1728,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "39cab71617ae0d63f51a36d69f866391735b51691dbda63cf6f96d042b63efeb"
 dependencies = [
  "libc",
- "windows-sys 0.61.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -1727,9 +1739,9 @@ checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
 
 [[package]]
 name = "find-msvc-tools"
-version = "0.1.1"
+version = "0.1.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7fd99930f64d146689264c637b5af2f0233a933bef0d8570e2526bf9e083192d"
+checksum = "645cbb3a84e60b7531617d5ae4e57f7e27308f6445f5abf653209ea76dec8dff"
 
 [[package]]
 name = "fixedbitset"
@@ -1739,9 +1751,9 @@ checksum = "1d674e81391d1e1ab681a28d99df07927c6d4aa5b027d7da16ba32d1d21ecd99"
 
 [[package]]
 name = "flatbuffers"
-version = "25.2.10"
+version = "25.12.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1045398c1bfd89168b5fd3f1fc11f6e70b34f6f66300c87d44d3de849463abf1"
+checksum = "35f6839d7b3b98adde531effaf34f0c2badc6f4735d26fe74709d8e513a96ef3"
 dependencies = [
  "bitflags",
  "rustc_version",
@@ -1770,6 +1782,12 @@ version = "0.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d9c4f5dac5e15c24eb999c26181a6ca40b39fe946cbe4c263c7209467bc83af2"
 
+[[package]]
+name = "foldhash"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "77ce24cb58228fbb8aa041425bb1050850ac19177686ea6e0f41a70416f56fdb"
+
 [[package]]
 name = "form_urlencoded"
 version = "1.2.2"
@@ -1835,7 +1853,7 @@ checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -1902,21 +1920,21 @@ dependencies = [
  "cfg-if",
  "js-sys",
  "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
+ "wasi",
  "wasm-bindgen",
 ]
 
 [[package]]
 name = "getrandom"
-version = "0.3.3"
+version = "0.3.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "26145e563e54f2cadc477553f1ec5ee650b00862f0a58bcd12cbdc5f0ea2d2f4"
+checksum = "899def5c37c4fd7b2664648c28120ecec138e4d395b459e5ca34f9cce2dd77fd"
 dependencies = [
  "cfg-if",
  "js-sys",
  "libc",
  "r-efi",
- "wasi 0.14.7+wasi-0.2.4",
+ "wasip2",
  "wasm-bindgen",
 ]
 
@@ -1973,16 +1991,19 @@ version = "0.15.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
 dependencies = [
- "allocator-api2",
- "equivalent",
- "foldhash",
+ "foldhash 0.1.5",
 ]
 
 [[package]]
 name = "hashbrown"
-version = "0.16.0"
+version = "0.16.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5419bdc4f6a9207fbeba6d11b604d481addf78ecd10c11ad51e76c2f6482748d"
+checksum = "841d1cc9bed7f9236f321df977030373f4a4163ae1a7dbfe1a51a2c1a51d9100"
+dependencies = [
+ "allocator-api2",
+ "equivalent",
+ "foldhash 0.2.0",
+]
 
 [[package]]
 name = "heck"
@@ -1998,12 +2019,11 @@ checksum = "7f24254aa9a54b5c858eaee2f5bccdb46aaf0e486a595ed5fd8f86ba55232a70"
 
 [[package]]
 name = "http"
-version = "1.3.1"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f4a85d31aea989eead29a3aaf9e1115a180df8282431156e533de47660892565"
+checksum = "e3ba2a386d7f85a81f119ad7498ebe444d2e22c2af0b86b069416ace48b3311a"
 dependencies = [
  "bytes",
- "fnv",
  "itoa",
 ]
 
@@ -2044,9 +2064,9 @@ checksum = "135b12329e5e3ce057a9f972339ea52bc954fe1e9358ef27f95e89716fbc5424"
 
 [[package]]
 name = "hyper"
-version = "1.7.0"
+version = "1.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eb3aa54a13a0dfe7fbe3a59e0c76093041720fdc77b110cc0fc260fafb4dc51e"
+checksum = "2ab2d4f250c3d7b1c9fcdff1cece94ea4e2dfbec68614f7b87cb205f24ca9d11"
 dependencies = [
  "atomic-waker",
  "bytes",
@@ -2083,9 +2103,9 @@ dependencies = [
 
 [[package]]
 name = "hyper-util"
-version = "0.1.17"
+version = "0.1.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c6995591a8f1380fcb4ba966a252a4b29188d51d2b89e3a252f5305be65aea8"
+checksum = "727805d60e7938b76b826a6ef209eb70eaa1812794f9424d4a4e2d740662df5f"
 dependencies = [
  "base64",
  "bytes",
@@ -2131,9 +2151,9 @@ dependencies = [
 
 [[package]]
 name = "icu_collections"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "200072f5d0e3614556f94a9930d5dc3e0662a652823904c3a75dc3b0af7fee47"
+checksum = "4c6b649701667bbe825c3b7e6388cb521c23d88644678e83c0c4d0a621a34b43"
 dependencies = [
  "displaydoc",
  "potential_utf",
@@ -2144,9 +2164,9 @@ dependencies = [
 
 [[package]]
 name = "icu_locale_core"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0cde2700ccaed3872079a65fb1a78f6c0a36c91570f28755dda67bc8f7d9f00a"
+checksum = "edba7861004dd3714265b4db54a3c390e880ab658fec5f7db895fae2046b5bb6"
 dependencies = [
  "displaydoc",
  "litemap",
@@ -2157,11 +2177,10 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "436880e8e18df4d7bbc06d58432329d6458cc84531f7ac5f024e93deadb37979"
+checksum = "5f6c8828b67bf8908d82127b2054ea1b4427ff0230ee9141c54251934ab1b599"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_normalizer_data",
  "icu_properties",
@@ -2172,42 +2191,38 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer_data"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "00210d6893afc98edb752b664b8890f0ef174c8adbb8d0be9710fa66fbbf72d3"
+checksum = "7aedcccd01fc5fe81e6b489c15b247b8b0690feb23304303a9e560f37efc560a"
 
 [[package]]
 name = "icu_properties"
-version = "2.0.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "016c619c1eeb94efb86809b015c58f479963de65bdb6253345c1a1276f22e32b"
+checksum = "020bfc02fe870ec3a66d93e677ccca0562506e5872c650f893269e08615d74ec"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_locale_core",
  "icu_properties_data",
  "icu_provider",
- "potential_utf",
  "zerotrie",
  "zerovec",
 ]
 
 [[package]]
 name = "icu_properties_data"
-version = "2.0.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "298459143998310acd25ffe6810ed544932242d3f07083eee1084d83a71bd632"
+checksum = "616c294cf8d725c6afcd8f55abc17c56464ef6211f9ed59cccffe534129c77af"
 
 [[package]]
 name = "icu_provider"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "03c80da27b5f4187909049ee2d72f276f0d9f99a42c306bd0131ecfe04d8e5af"
+checksum = "85962cf0ce02e1e0a629cc34e7ca3e373ce20dda4c4d7294bbd0bf1fdb59e614"
 dependencies = [
  "displaydoc",
  "icu_locale_core",
- "stable_deref_trait",
- "tinystr",
  "writeable",
  "yoke",
  "zerofrom",
@@ -2244,19 +2259,22 @@ dependencies = [
 
 [[package]]
 name = "indexmap"
-version = "2.12.0"
+version = "2.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6717a8d2a5a929a1a2eb43a12812498ed141a0bcfb7e8f7844fbdbe4303bba9f"
+checksum = "0ad4bb2b565bca0645f4d68c5c9af97fba094e9791da685bf83cb5f3ce74acf2"
 dependencies = [
  "equivalent",
- "hashbrown 0.16.0",
+ "hashbrown 0.16.1",
 ]
 
 [[package]]
 name = "indoc"
-version = "2.0.6"
+version = "2.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f4c7245a08504955605670dbf141fceab975f15ca21570696aebe9d2e71576bd"
+checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706"
+dependencies = [
+ "rustversion",
+]
 
 [[package]]
 name = "integer-encoding"
@@ -2272,9 +2290,9 @@ checksum = "469fb0b9cefa57e3ef31275ee7cacb78f2fdca44e4765491884a2b119d4eb130"
 
 [[package]]
 name = "iri-string"
-version = "0.7.8"
+version = "0.7.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dbc5ebe9c3a1a7a5127f920a418f7585e9e758e911d0466ed004f393b0e380b2"
+checksum = "c91338f0783edbd6195decb37bae672fd3b165faffb89bf7b9e6942f8b1a731a"
 dependencies = [
  "memchr",
  "serde",
@@ -2291,9 +2309,9 @@ dependencies = [
 
 [[package]]
 name = "itoa"
-version = "1.0.15"
+version = "1.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a5f13b858c8d314ee3e8f639011f7ccefe71f97f96e50151fb991f267928e2c"
+checksum = "92ecc6618181def0457392ccd0ee51198e065e016d1d527a7ac1b6dc7c1f09d2"
 
 [[package]]
 name = "jobserver"
@@ -2301,15 +2319,15 @@ version = "0.1.34"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9afb3de4395d6b3e67a780b6de64b51c978ecf11cb9a462c66be7d4ca9039d33"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "libc",
 ]
 
 [[package]]
 name = "js-sys"
-version = "0.3.78"
+version = "0.3.83"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0c0b063578492ceec17683ef2f8c5e89121fbd0b172cbc280635ab7567db2738"
+checksum = "464a3709c7f55f1f721e5389aa6ea4e3bc6aba669353300af094b29ffbdde1d8"
 dependencies = [
  "once_cell",
  "wasm-bindgen",
@@ -2317,9 +2335,9 @@ dependencies = [
 
 [[package]]
 name = "lexical-core"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b765c31809609075565a70b4b71402281283aeda7ecaf4818ac14a7b2ade8958"
+checksum = "7d8d125a277f807e55a77304455eb7b1cb52f2b18c143b60e766c120bd64a594"
 dependencies = [
  "lexical-parse-float",
  "lexical-parse-integer",
@@ -2330,53 +2348,46 @@ dependencies = [
 
 [[package]]
 name = "lexical-parse-float"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "de6f9cb01fb0b08060209a057c048fcbab8717b4c1ecd2eac66ebfe39a65b0f2"
+checksum = "52a9f232fbd6f550bc0137dcb5f99ab674071ac2d690ac69704593cb4abbea56"
 dependencies = [
  "lexical-parse-integer",
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-parse-integer"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72207aae22fc0a121ba7b6d479e42cbfea549af1479c3f3a4f12c70dd66df12e"
+checksum = "9a7a039f8fb9c19c996cd7b2fcce303c1b2874fe1aca544edc85c4a5f8489b34"
 dependencies = [
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-util"
-version = "1.0.6"
+version = "1.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a82e24bf537fd24c177ffbbdc6ebcc8d54732c35b50a3f28cc3f4e4c949a0b3"
-dependencies = [
- "static_assertions",
-]
+checksum = "2604dd126bb14f13fb5d1bd6a66155079cb9fa655b37f875b3a742c705dbed17"
 
 [[package]]
 name = "lexical-write-float"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5afc668a27f460fb45a81a757b6bf2f43c2d7e30cb5a2dcd3abf294c78d62bd"
+checksum = "50c438c87c013188d415fbabbb1dceb44249ab81664efbd31b14ae55dabb6361"
 dependencies = [
  "lexical-util",
  "lexical-write-integer",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-write-integer"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "629ddff1a914a836fb245616a7888b62903aae58fa771e1d83943035efa0f978"
+checksum = "409851a618475d2d5796377cad353802345cba92c867d9fbcde9cf4eac4e14df"
 dependencies = [
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
@@ -2387,9 +2398,9 @@ checksum = "2c4a545a15244c7d945065b5d392b2d2d7f21526fba56ce51467b06ed445e8f7"
 
 [[package]]
 name = "libc"
-version = "0.2.177"
+version = "0.2.179"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2874a2af47a2325c2001a6e6fad9b16a53b802102b528163885171cf92b15976"
+checksum = "c5a2d376baa530d1238d133232d15e239abad80d05838b4b59354e5268af431f"
 
 [[package]]
 name = "libloading"
@@ -2419,9 +2430,9 @@ dependencies = [
 
 [[package]]
 name = "libz-rs-sys"
-version = "0.5.2"
+version = "0.5.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "840db8cf39d9ec4dd794376f38acc40d0fc65eec2a8f484f7fd375b84602becd"
+checksum = "c10501e7805cee23da17c7790e59df2870c0d4043ec6d03f67d31e2b53e77415"
 dependencies = [
  "zlib-rs",
 ]
@@ -2434,9 +2445,9 @@ checksum = "df1d3c3b53da64cf5760482273a98e575c651a67eec7f77df96b5b642de8f039"
 
 [[package]]
 name = "litemap"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "241eaef5fd12c88705a01fc1066c48c4b36e0dd4377dcdc7ec3942cea7a69956"
+checksum = "6373607a59f0be73a39b6fe456b8192fcc3585f602af20751600e974dd455e77"
 
 [[package]]
 name = "lock_api"
@@ -2449,9 +2460,9 @@ dependencies = [
 
 [[package]]
 name = "log"
-version = "0.4.28"
+version = "0.4.29"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "34080505efa8e45a4b816c349525ebe327ceaa8559756f0356cba97ef3bf7432"
+checksum = "5e5032e24019045c762d3c0f28f5b6b8bbf38563a65908389bf7978758920897"
 
 [[package]]
 name = "lru-slab"
@@ -2461,9 +2472,9 @@ checksum = "112b39cec0b298b6c1999fee3e31427f74f676e4cb9879ed1a121b43661a4154"
 
 [[package]]
 name = "lz4_flex"
-version = "0.11.5"
+version = "0.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08ab2867e3eeeca90e844d1940eab391c9dc5228783db2ed999acbc0a9ed375a"
+checksum = "ab6473172471198271ff72e9379150e9dfd70d8e533e0752a27e515b48dd375e"
 dependencies = [
  "twox-hash",
 ]
@@ -2491,9 +2502,9 @@ dependencies = [
 
 [[package]]
 name = "memchr"
-version = "2.7.5"
+version = "2.7.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32a282da65faaf38286cf3be983213fcf1d2e2a58700e808f83f4ea9a4804bc0"
+checksum = "f52b00d39961fc5b2736ea853c9cc86238e165017a493d1d5c8eac6bdc4cc273"
 
 [[package]]
 name = "memoffset"
@@ -2525,13 +2536,13 @@ dependencies = [
 
 [[package]]
 name = "mio"
-version = "1.0.4"
+version = "1.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78bed444cc8a2160f01cbcf811ef18cac863ad68ae8ca62092e8db51d51c761c"
+checksum = "a69bcab0ad47271a0234d9422b131806bf3968021e5dc9328caf2d4cd58557fc"
 dependencies = [
  "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
- "windows-sys 0.59.0",
+ "wasi",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -2579,6 +2590,15 @@ dependencies = [
  "libm",
 ]
 
+[[package]]
+name = "object"
+version = "0.32.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a6a622008b6e321afc04970976f62ee297fdbaa6f95318ca343e3eebb9648441"
+dependencies = [
+ "memchr",
+]
+
 [[package]]
 name = "object_store"
 version = "0.12.4"
@@ -2625,9 +2645,9 @@ checksum = "42f5e15c9953c5e4ccceeb2e7382a716482c34515315f7b03532b8b4e8393d2d"
 
 [[package]]
 name = "openssl-probe"
-version = "0.1.6"
+version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d05e27ee213611ffe7d6348b942e8f942b37114c00cc03cec254295a4a17852e"
+checksum = "9f50d9b3dabb09ecd771ad0aa242ca6894994c130308ca3d7684634df8037391"
 
 [[package]]
 name = "ordered-float"
@@ -2658,14 +2678,14 @@ dependencies = [
  "libc",
  "redox_syscall",
  "smallvec",
- "windows-link 0.2.0",
+ "windows-link",
 ]
 
 [[package]]
 name = "parquet"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a0f31027ef1af7549f7cec603a9a21dce706d3f8d7c2060a68f43c1773be95a"
+checksum = "be3e4f6d320dd92bfa7d612e265d7d08bba0a240bab86af3425e1d255a511d89"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -2682,7 +2702,7 @@ dependencies = [
  "flate2",
  "futures",
  "half",
- "hashbrown 0.16.0",
+ "hashbrown 0.16.1",
  "lz4_flex",
  "num-bigint",
  "num-integer",
@@ -2807,15 +2827,15 @@ checksum = "7edddbd0b52d732b21ad9a5fab5c704c14cd949e5e9a1ec5929a24fded1b904c"
 
 [[package]]
 name = "portable-atomic"
-version = "1.11.1"
+version = "1.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f84267b20a16ea918e43c6a88433c2d54fa145c92a811b5b047ccbe153674483"
+checksum = "f89776e4d69bb58bc6993e99ffa1d11f228b839984854c7daeb5d37f87cbe950"
 
 [[package]]
 name = "potential_utf"
-version = "0.1.3"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "84df19adbe5b5a0782edcab45899906947ab039ccf4573713735ee7de1e6b08a"
+checksum = "b73949432f5e2a09657003c25bca5e19a0e9c84f8058ca374f49e0ebe605af77"
 dependencies = [
  "zerovec",
 ]
@@ -2836,7 +2856,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -2850,9 +2870,9 @@ dependencies = [
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.101"
+version = "1.0.104"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89ae43fd86e4158d6db51ad8e2b80f313af9cc74f5c0e03ccb87de09998732de"
+checksum = "9695f8df41bb4f3d222c95a67532365f569318332d03d5f3f67f37b20e6ebdf0"
 dependencies = [
  "unicode-ident",
 ]
@@ -2883,7 +2903,7 @@ dependencies = [
  "prost",
  "prost-types",
  "regex",
- "syn 2.0.111",
+ "syn 2.0.113",
  "tempfile",
 ]
 
@@ -2897,7 +2917,7 @@ dependencies = [
  "itertools",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -2920,10 +2940,11 @@ dependencies = [
 
 [[package]]
 name = "psm"
-version = "0.1.26"
+version = "0.1.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e944464ec8536cd1beb0bbfd96987eb5e3b72f2ecdafdc5c769a37f1fa2ae1f"
+checksum = "d11f2fedc3b7dafdc2851bc52f277377c5473d378859be234bc7ebb593144d01"
 dependencies = [
+ "ar_archive_writer",
  "cc",
 ]
 
@@ -2996,7 +3017,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -3009,7 +3030,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -3020,9 +3041,9 @@ checksum = "5a651516ddc9168ebd67b24afd085a718be02f8858fe406591b013d101ce2f40"
 
 [[package]]
 name = "quick-xml"
-version = "0.38.3"
+version = "0.38.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42a232e7487fc2ef313d96dde7948e7a3c05101870d8985e4fd8d26aedd27b89"
+checksum = "b66c2058c55a409d601666cffe35f04333cf1013010882cec174a7467cd4e21c"
 dependencies = [
  "memchr",
  "serde",
@@ -3055,7 +3076,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f1906b49b0c3bc04b5fe5d86a77925ae6524a19b816ae38ce1e426255f1d8a31"
 dependencies = [
  "bytes",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "lru-slab",
  "rand",
  "ring",
@@ -3124,7 +3145,7 @@ version = "0.9.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "99d9a13982dcf210057a8a78572b2217b667c3beacbf3a0d8b454f6f82837d38"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
 ]
 
 [[package]]
@@ -3144,14 +3165,14 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
 name = "redox_syscall"
-version = "0.5.17"
+version = "0.5.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5407465600fb0548f1442edf71dd20683c6ed326200ace4b1ef0763521bb3b77"
+checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
 dependencies = [
  "bitflags",
 ]
@@ -3181,23 +3202,23 @@ dependencies = [
 
 [[package]]
 name = "regex-lite"
-version = "0.1.7"
+version = "0.1.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "943f41321c63ef1c92fd763bfe054d2668f7f225a5c29f0105903dc2fc04ba30"
+checksum = "8d942b98df5e658f56f20d592c7f868833fe38115e65c33003d8cd224b0155da"
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.6"
+version = "0.8.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "caf4aa5b0f434c91fe5c7f1ecb6a5ece2130b02ad2a590589dda5146df959001"
+checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
 
 [[package]]
 name = "regress"
-version = "0.10.4"
+version = "0.10.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "145bb27393fe455dd64d6cbc8d059adfa392590a45eadf079c01b11857e7b010"
+checksum = "2057b2325e68a893284d1538021ab90279adac1139957ca2a74426c6f118fb48"
 dependencies = [
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "memchr",
 ]
 
@@ -3218,9 +3239,9 @@ dependencies = [
 
 [[package]]
 name = "reqwest"
-version = "0.12.23"
+version = "0.12.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d429f34c8092b2d42c7c93cec323bb4adeb7c67698f70839adec842ec10c7ceb"
+checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
 dependencies = [
  "base64",
  "bytes",
@@ -3297,7 +3318,7 @@ dependencies = [
  "regex",
  "relative-path",
  "rustc_version",
- "syn 2.0.111",
+ "syn 2.0.113",
  "unicode-ident",
 ]
 
@@ -3318,22 +3339,22 @@ dependencies = [
 
 [[package]]
 name = "rustix"
-version = "1.1.2"
+version = "1.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd15f8a2c5551a84d56efdc1cd049089e409ac19a3072d5037a17fd70719ff3e"
+checksum = "146c9e247ccc180c1f61615433868c99f3de3ae256a30a43b49f67c2d9171f34"
 dependencies = [
  "bitflags",
  "errno",
  "libc",
  "linux-raw-sys",
- "windows-sys 0.61.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "rustls"
-version = "0.23.31"
+version = "0.23.35"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c0ebcbd2f03de0fc1122ad9bb24b127a5a6cd51d72604a3f3c50ac459762b6cc"
+checksum = "533f54bc6a7d4f647e46ad909549eda97bf5afc1585190ef692b4286b198bd8f"
 dependencies = [
  "once_cell",
  "ring",
@@ -3345,9 +3366,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-native-certs"
-version = "0.8.1"
+version = "0.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7fcff2dd52b58a8d98a70243663a0d234c4e2b79235637849d15913394a247d3"
+checksum = "612460d5f7bea540c490b2b6395d8e34a953e52b491accd6c86c8164c5932a63"
 dependencies = [
  "openssl-probe",
  "rustls-pki-types",
@@ -3366,9 +3387,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-pki-types"
-version = "1.12.0"
+version = "1.13.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "229a4a4c221013e7e1f1a043678c5cc39fe5171437c88fb47151a21e6f5b5c79"
+checksum = "21e6f2ab2928ca4291b86736a8bd920a277a399bba1589409d72154ff87c1282"
 dependencies = [
  "web-time",
  "zeroize",
@@ -3376,9 +3397,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-webpki"
-version = "0.103.6"
+version = "0.103.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8572f3c2cb9934231157b45499fc41e1f58c589fdfb81a844ba873265e80f8eb"
+checksum = "2ffdfa2f5286e2247234e03f680868ac2815974dc39e00ea15adc445d0aafe52"
 dependencies = [
  "ring",
  "rustls-pki-types",
@@ -3393,9 +3414,9 @@ checksum = "b39cdef0fa800fc44525c84ccb54a029961a8215f9619753635a9c0d2538d46d"
 
 [[package]]
 name = "ryu"
-version = "1.0.20"
+version = "1.0.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "28d3b2b1366ec20994f1fd18c3c594f05c5dd4bc44d8bb0c1c632c8d6829481f"
+checksum = "a50f4cf475b65d88e057964e0e9bb1f0aa9bbb2036dc65c64596b42932536984"
 
 [[package]]
 name = "same-file"
@@ -3412,7 +3433,7 @@ version = "0.1.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "891d81b926048e76efe18581bf793546b4c0eaf8448d72be8de2bbee5fd166e1"
 dependencies = [
- "windows-sys 0.61.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -3436,7 +3457,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde_derive_internals",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -3447,9 +3468,9 @@ checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
 
 [[package]]
 name = "security-framework"
-version = "3.4.0"
+version = "3.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "60b369d18893388b345804dc0007963c99b7d665ae71d275812d828c6f089640"
+checksum = "b3297343eaf830f66ede390ea39da1d462b6b0c1b000f420d0a83f898bbbe6ef"
 dependencies = [
  "bitflags",
  "core-foundation",
@@ -3521,7 +3542,7 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -3532,20 +3553,20 @@ checksum = "18d26a20a969b9e3fdf2fc2d9f21eda6c40e2de84c9408bb5d3b05d499aae711"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.145"
+version = "1.0.148"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "402a6f66d8c709116cf22f558eab210f5a50187f702eb4d7e5ef38d9a7f1c79c"
+checksum = "3084b546a1dd6289475996f182a22aba973866ea8e8b02c51d9f46b1336a22da"
 dependencies = [
  "itoa",
  "memchr",
- "ryu",
  "serde",
  "serde_core",
+ "zmij",
 ]
 
 [[package]]
@@ -3557,7 +3578,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -3604,9 +3625,9 @@ checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
 [[package]]
 name = "simd-adler32"
-version = "0.3.7"
+version = "0.3.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
+checksum = "e320a6c5ad31d271ad523dcf3ad13e2767ad8b1cb8f047f75a8aeaf8da139da2"
 
 [[package]]
 name = "simdutf8"
@@ -3640,12 +3661,12 @@ checksum = "1b6b67fb9a61334225b5b790716f609cd58395f895b3fe8b328786812a40bc3b"
 
 [[package]]
 name = "socket2"
-version = "0.6.0"
+version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "233504af464074f9d066d7b5416c5f9b894a5862a6506e306f7b816cdd6f1807"
+checksum = "17129e116933cf371d018bb80ae557e889637989d8638274fb25622827b03881"
 dependencies = [
  "libc",
- "windows-sys 0.59.0",
+ "windows-sys 0.60.2",
 ]
 
 [[package]]
@@ -3667,20 +3688,20 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
 name = "stable_deref_trait"
-version = "1.2.0"
+version = "1.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8f112729512f8e442d81f95a8a7ddf2b7c6b8a1a6f509a95864142b30cab2d3"
+checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
 
 [[package]]
 name = "stacker"
-version = "0.1.21"
+version = "0.1.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cddb07e32ddb770749da91081d8d0ac3a16f1a569a18b20348cd371f5dead06b"
+checksum = "e1f8b29fb42aafcea4edeeb6b2f2d7ecd0d969c48b4cf0d2e64aafc471dd6e59"
 dependencies = [
  "cc",
  "cfg-if",
@@ -3689,43 +3710,18 @@ dependencies = [
  "windows-sys 0.59.0",
 ]
 
-[[package]]
-name = "static_assertions"
-version = "1.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a2eb9349b6444b326872e140eb1cf5e7c522154d69e7a0ffb0fb81c06b37543f"
-
 [[package]]
 name = "strsim"
 version = "0.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7da8b5736845d9f2fcb837ea5d9e2628564b3b043a70948a3f0b778838c5fb4f"
 
-[[package]]
-name = "strum"
-version = "0.26.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8fec0f0aef304996cf250b31b5a10dee7980c85da9d759361292b8bca5a18f06"
-
 [[package]]
 name = "strum"
 version = "0.27.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "af23d6f6c1a224baef9d3f61e287d2761385a5b88fdab4eb4c6f11aeb54c4bcf"
 
-[[package]]
-name = "strum_macros"
-version = "0.26.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c6bee85a5a24955dc440386795aa378cd9cf82acd5f764469152d2270e581be"
-dependencies = [
- "heck",
- "proc-macro2",
- "quote",
- "rustversion",
- "syn 2.0.111",
-]
-
 [[package]]
 name = "strum_macros"
 version = "0.27.2"
@@ -3735,14 +3731,14 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
 name = "substrait"
-version = "0.62.0"
+version = "0.62.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21f1cb6d0bcd097a39fc25f7236236be29881fe122e282e4173d6d007a929927"
+checksum = "62fc4b483a129b9772ccb9c3f7945a472112fdd9140da87f8a4e7f1d44e045d0"
 dependencies = [
  "heck",
  "pbjson",
@@ -3759,7 +3755,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_yaml",
- "syn 2.0.111",
+ "syn 2.0.113",
  "typify",
  "walkdir",
 ]
@@ -3783,9 +3779,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.111"
+version = "2.0.113"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "390cc9a294ab71bdb1aa2e99d13be9c753cd2d7bd6560c77118597410c4d2e87"
+checksum = "678faa00651c9eb72dd2020cbdf275d92eccb2400d568e419efdd64838145cb4"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -3809,26 +3805,26 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
 name = "target-lexicon"
-version = "0.13.3"
+version = "0.13.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "df7f62577c25e07834649fc3b39fafdc597c0a3527dc1c60129201ccfcbaa50c"
+checksum = "b1dd07eb858a2067e2f3c7155d54e929265c264e6f37efe3ee7a8d1b5a1dd0ba"
 
 [[package]]
 name = "tempfile"
-version = "3.22.0"
+version = "3.24.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "84fa4d11fadde498443cca10fd3ac23c951f0dc59e080e9f4b93d4df4e4eea53"
+checksum = "655da9c7eb6305c55742045d5a8d2037996d61d8de95806335c7c86ce0f82e9c"
 dependencies = [
  "fastrand",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "once_cell",
  "rustix",
- "windows-sys 0.61.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -3848,7 +3844,7 @@ checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -3873,9 +3869,9 @@ dependencies = [
 
 [[package]]
 name = "tinystr"
-version = "0.8.1"
+version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5d4f6d1145dcb577acf783d4e601bc1d76a13337bb54e6233add580b07344c8b"
+checksum = "42d3e9c45c09de15d06dd8acf5f4e0e399e85927b7f00711024eb7ae10fa4869"
 dependencies = [
  "displaydoc",
  "zerovec",
@@ -3898,9 +3894,9 @@ checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
 
 [[package]]
 name = "tokio"
-version = "1.48.0"
+version = "1.49.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ff360e02eab121e0bc37a2d3b4d4dc622e6eda3a8e5253d5435ecf5bd4c68408"
+checksum = "72a2903cd7736441aac9df9d7688bd0ce48edccaadf181c3b90be801e81d3d86"
 dependencies = [
  "bytes",
  "libc",
@@ -3908,7 +3904,7 @@ dependencies = [
  "pin-project-lite",
  "socket2",
  "tokio-macros",
- "windows-sys 0.61.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -3919,14 +3915,14 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
 name = "tokio-rustls"
-version = "0.26.2"
+version = "0.26.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e727b36a1a0e8b74c376ac2211e40c2c8af09fb4013c60d910495810f008e9b"
+checksum = "1729aa945f29d91ba541258c8df89027d5792d85a8841fb65e8bf0f4ede4ef61"
 dependencies = [
  "rustls",
  "tokio",
@@ -3934,9 +3930,9 @@ dependencies = [
 
 [[package]]
 name = "tokio-util"
-version = "0.7.16"
+version = "0.7.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "14307c986784f72ef81c89db7d9e28d6ac26d16213b109ea501696195e6e3ce5"
+checksum = "9ae9cec805b01e8fc3fd2fe289f89149a9b66dd16786abd8b19cfa7b48cb0098"
 dependencies = [
  "bytes",
  "futures-core",
@@ -3947,18 +3943,18 @@ dependencies = [
 
 [[package]]
 name = "toml_datetime"
-version = "0.7.3"
+version = "0.7.5+spec-1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2cdb639ebbc97961c51720f858597f7f24c4fc295327923af55b74c3c724533"
+checksum = "92e1cfed4a3038bc5a127e35a2d360f145e1f4b971b551a2ba5fd7aedf7e1347"
 dependencies = [
  "serde_core",
 ]
 
 [[package]]
 name = "toml_edit"
-version = "0.23.7"
+version = "0.23.10+spec-1.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6485ef6d0d9b5d0ec17244ff7eb05310113c3f316f2d14200d4de56b3cb98f8d"
+checksum = "84c8b9f757e028cee9fa244aea147aab2a9ec09d5325a9b01e0a49730c2b5269"
 dependencies = [
  "indexmap",
  "toml_datetime",
@@ -3968,9 +3964,9 @@ dependencies = [
 
 [[package]]
 name = "toml_parser"
-version = "1.0.4"
+version = "1.0.6+spec-1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c0cbe268d35bdb4bb5a56a2de88d0ad0eb70af5384a99d648cd4b3d04039800e"
+checksum = "a3198b4b0a8e11f09dd03e133c0280504d0801269e9afa46362ffde1cbeebf44"
 dependencies = [
  "winnow",
 ]
@@ -3992,9 +3988,9 @@ dependencies = [
 
 [[package]]
 name = "tower-http"
-version = "0.6.6"
+version = "0.6.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "adc82fd73de2a9722ac5da747f12383d2bfdb93591ee6c58486e0097890f05f2"
+checksum = "d4e6559d53cc268e5031cd8429d05415bc4cb4aefc4aa5d6cc35fbf5b924a1f8"
 dependencies = [
  "bitflags",
  "bytes",
@@ -4022,9 +4018,9 @@ checksum = "8df9b6e13f2d32c91b9bd719c00d1958837bc7dec474d94952798cc8e69eeec3"
 
 [[package]]
 name = "tracing"
-version = "0.1.41"
+version = "0.1.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "784e0ac535deb450455cbfa28a6f0df145ea1bb7ae51b821cf5e7927fdcfbdd0"
+checksum = "63e71662fa4b2a2c3a26f570f037eb95bb1f85397f3cd8076caed2f026a6d100"
 dependencies = [
  "pin-project-lite",
  "tracing-attributes",
@@ -4033,20 +4029,20 @@ dependencies = [
 
 [[package]]
 name = "tracing-attributes"
-version = "0.1.30"
+version = "0.1.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "81383ab64e72a7a8b8e13130c49e3dab29def6d0c7d76a03087b3cf71c5c6903"
+checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
 name = "tracing-core"
-version = "0.1.34"
+version = "0.1.36"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b9d12581f227e93f094d3af2ae690a574abb8a2b9b7a96e7cfe9647b2b617678"
+checksum = "db97caf9d906fbde555dd62fa95ddba9eecfd14cb388e4f491a66d74cd5fb79a"
 dependencies = [
  "once_cell",
 ]
@@ -4086,9 +4082,9 @@ checksum = "6af6ae20167a9ece4bcb41af5b80f8a1f1df981f6391189ce00fd257af04126a"
 
 [[package]]
 name = "typenum"
-version = "1.18.0"
+version = "1.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1dccffe3ce07af9386bfd29e80c0ab1a8205a2fc34e4bcd40364df902cfa8f3f"
+checksum = "562d481066bde0658276a35467c4af00bdc6ee726305698a55b86e61d7ad82bb"
 
 [[package]]
 name = "typewit"
@@ -4121,7 +4117,7 @@ dependencies = [
  "semver",
  "serde",
  "serde_json",
- "syn 2.0.111",
+ "syn 2.0.113",
  "thiserror",
  "unicode-ident",
 ]
@@ -4139,15 +4135,15 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_tokenstream",
- "syn 2.0.111",
+ "syn 2.0.113",
  "typify-impl",
 ]
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.19"
+version = "1.0.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f63a545481291138910575129486daeaf8ac54aee4387fe7906919f7830c7d9d"
+checksum = "9312f7c4f6ff9069b165498234ce8be658059c6728633667c526e27dc2cf1df5"
 
 [[package]]
 name = "unicode-segmentation"
@@ -4157,9 +4153,9 @@ checksum = "f6ccf251212114b54433ec949fd6a7841275f9ada20dddd2f29e9ceea4501493"
 
 [[package]]
 name = "unicode-width"
-version = "0.2.1"
+version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a1a07cc7db3810833284e8d372ccdc6da29741639ecc70c9ec107df0fa6154c"
+checksum = "b4ac048d71ede7ee76d585517add45da530660ef4390e49b098733c6e897f254"
 
 [[package]]
 name = "unindent"
@@ -4199,13 +4195,13 @@ checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
 
 [[package]]
 name = "uuid"
-version = "1.18.1"
+version = "1.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2f87b8aa10b915a06587d0dec516c282ff295b475d94abf425d62b57710070a2"
+checksum = "e2e054861b4bd027cd373e18e8d8d8e6548085000e41290d95ce0c373a654b4a"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "js-sys",
- "serde",
+ "serde_core",
  "wasm-bindgen",
 ]
 
@@ -4240,15 +4236,6 @@ version = "0.11.1+wasi-snapshot-preview1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
 
-[[package]]
-name = "wasi"
-version = "0.14.7+wasi-0.2.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "883478de20367e224c0090af9cf5f9fa85bed63a95c1abf3afc5c083ebc06e8c"
-dependencies = [
- "wasip2",
-]
-
 [[package]]
 name = "wasip2"
 version = "1.0.1+wasi-0.2.4"
@@ -4260,9 +4247,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.101"
+version = "0.2.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7e14915cadd45b529bb8d1f343c4ed0ac1de926144b746e2710f9cd05df6603b"
+checksum = "0d759f433fa64a2d763d1340820e46e111a7a5ab75f993d1852d70b03dbb80fd"
 dependencies = [
  "cfg-if",
  "once_cell",
@@ -4271,25 +4258,11 @@ dependencies = [
  "wasm-bindgen-shared",
 ]
 
-[[package]]
-name = "wasm-bindgen-backend"
-version = "0.2.101"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e28d1ba982ca7923fd01448d5c30c6864d0a14109560296a162f80f305fb93bb"
-dependencies = [
- "bumpalo",
- "log",
- "proc-macro2",
- "quote",
- "syn 2.0.111",
- "wasm-bindgen-shared",
-]
-
 [[package]]
 name = "wasm-bindgen-futures"
-version = "0.4.51"
+version = "0.4.56"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0ca85039a9b469b38336411d6d6ced91f3fc87109a2a27b0c197663f5144dffe"
+checksum = "836d9622d604feee9e5de25ac10e3ea5f2d65b41eac0d9ce72eb5deae707ce7c"
 dependencies = [
  "cfg-if",
  "js-sys",
@@ -4300,9 +4273,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.101"
+version = "0.2.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c3d463ae3eff775b0c45df9da45d68837702ac35af998361e2c84e7c5ec1b0d"
+checksum = "48cb0d2638f8baedbc542ed444afc0644a29166f1595371af4fecf8ce1e7eeb3"
 dependencies = [
  "quote",
  "wasm-bindgen-macro-support",
@@ -4310,22 +4283,22 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.101"
+version = "0.2.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7bb4ce89b08211f923caf51d527662b75bdc9c9c7aab40f86dcb9fb85ac552aa"
+checksum = "cefb59d5cd5f92d9dcf80e4683949f15ca4b511f4ac0a6e14d4e1ac60c6ecd40"
 dependencies = [
+ "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
- "wasm-bindgen-backend",
+ "syn 2.0.113",
  "wasm-bindgen-shared",
 ]
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.101"
+version = "0.2.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f143854a3b13752c6950862c906306adb27c7e839f7414cec8fea35beab624c1"
+checksum = "cbc538057e648b67f72a982e708d485b2efa771e1ac05fec311f9f63e5800db4"
 dependencies = [
  "unicode-ident",
 ]
@@ -4345,9 +4318,9 @@ dependencies = [
 
 [[package]]
 name = "web-sys"
-version = "0.3.78"
+version = "0.3.83"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77e4b637749ff0d92b8fad63aa1f7cff3cbe125fd49c175cd6345e7272638b12"
+checksum = "9b32828d774c412041098d182a8b38b16ea816958e07cf40eec2bc080ae137ac"
 dependencies = [
  "js-sys",
  "wasm-bindgen",
@@ -4385,7 +4358,7 @@ version = "0.1.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c2a7b1c03c876122aa43f3020e6c3c3ee5c05081c9a00739faf7503aeba10d22"
 dependencies = [
- "windows-sys 0.61.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -4396,67 +4369,61 @@ checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
 
 [[package]]
 name = "windows-core"
-version = "0.62.0"
+version = "0.62.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "57fe7168f7de578d2d8a05b07fd61870d2e73b4020e9f49aa00da8471723497c"
+checksum = "b8e83a14d34d0623b51dce9581199302a221863196a1dde71a7663a4c2be9deb"
 dependencies = [
  "windows-implement",
  "windows-interface",
- "windows-link 0.2.0",
+ "windows-link",
  "windows-result",
  "windows-strings",
 ]
 
 [[package]]
 name = "windows-implement"
-version = "0.60.0"
+version = "0.60.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a47fddd13af08290e67f4acabf4b459f647552718f683a7b415d290ac744a836"
+checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
 name = "windows-interface"
-version = "0.59.1"
+version = "0.59.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bd9211b69f8dcdfa817bfd14bf1c97c9188afa36f4750130fcdf3f400eca9fa8"
+checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
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-version = "0.1.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5e6ad25900d524eaabdbbb96d20b4311e1e7ae1699af4fb28c17ae66c80d798a"
-
-[[package]]
-name = "windows-link"
-version = "0.2.0"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "45e46c0661abb7180e7b9c281db115305d49ca1709ab8242adf09666d2173c65"
+checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
 
 [[package]]
 name = "windows-result"
-version = "0.4.0"
+version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7084dcc306f89883455a206237404d3eaf961e5bd7e0f312f7c91f57eb44167f"
+checksum = "7781fa89eaf60850ac3d2da7af8e5242a5ea78d1a11c49bf2910bb5a73853eb5"
 dependencies = [
- "windows-link 0.2.0",
+ "windows-link",
 ]
 
 [[package]]
 name = "windows-strings"
-version = "0.5.0"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7218c655a553b0bed4426cf54b20d7ba363ef543b52d515b3e48d7fd55318dda"
+checksum = "7837d08f69c77cf6b07689544538e017c1bfcf57e34b4c0ff58e6c2cd3b37091"
 dependencies = [
- "windows-link 0.2.0",
+ "windows-link",
 ]
 
 [[package]]
@@ -4483,16 +4450,16 @@ version = "0.60.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f2f500e4d28234f72040990ec9d39e3a6b950f9f22d3dba18416c35882612bcb"
 dependencies = [
- "windows-targets 0.53.3",
+ "windows-targets 0.53.5",
 ]
 
 [[package]]
 name = "windows-sys"
-version = "0.61.0"
+version = "0.61.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e201184e40b2ede64bc2ea34968b28e33622acdbbf37104f0e4a33f7abe657aa"
+checksum = "ae137229bcbd6cdf0f7b80a31df61766145077ddf49416a728b02cb3921ff3fc"
 dependencies = [
- "windows-link 0.2.0",
+ "windows-link",
 ]
 
 [[package]]
@@ -4513,19 +4480,19 @@ dependencies = [
 
 [[package]]
 name = "windows-targets"
-version = "0.53.3"
+version = "0.53.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d5fe6031c4041849d7c496a8ded650796e7b6ecc19df1a431c1a363342e5dc91"
+checksum = "4945f9f551b88e0d65f3db0bc25c33b8acea4d9e41163edf90dcd0b19f9069f3"
 dependencies = [
- "windows-link 0.1.3",
- "windows_aarch64_gnullvm 0.53.0",
- "windows_aarch64_msvc 0.53.0",
- "windows_i686_gnu 0.53.0",
- "windows_i686_gnullvm 0.53.0",
- "windows_i686_msvc 0.53.0",
- "windows_x86_64_gnu 0.53.0",
- "windows_x86_64_gnullvm 0.53.0",
- "windows_x86_64_msvc 0.53.0",
+ "windows-link",
+ "windows_aarch64_gnullvm 0.53.1",
+ "windows_aarch64_msvc 0.53.1",
+ "windows_i686_gnu 0.53.1",
+ "windows_i686_gnullvm 0.53.1",
+ "windows_i686_msvc 0.53.1",
+ "windows_x86_64_gnu 0.53.1",
+ "windows_x86_64_gnullvm 0.53.1",
+ "windows_x86_64_msvc 0.53.1",
 ]
 
 [[package]]
@@ -4536,9 +4503,9 @@ checksum = "32a4622180e7a0ec044bb555404c800bc9fd9ec262ec147edd5989ccd0c02cd3"
 
 [[package]]
 name = "windows_aarch64_gnullvm"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "86b8d5f90ddd19cb4a147a5fa63ca848db3df085e25fee3cc10b39b6eebae764"
+checksum = "a9d8416fa8b42f5c947f8482c43e7d89e73a173cead56d044f6a56104a6d1b53"
 
 [[package]]
 name = "windows_aarch64_msvc"
@@ -4548,9 +4515,9 @@ checksum = "09ec2a7bb152e2252b53fa7803150007879548bc709c039df7627cabbd05d469"
 
 [[package]]
 name = "windows_aarch64_msvc"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c7651a1f62a11b8cbd5e0d42526e55f2c99886c77e007179efff86c2b137e66c"
+checksum = "b9d782e804c2f632e395708e99a94275910eb9100b2114651e04744e9b125006"
 
 [[package]]
 name = "windows_i686_gnu"
@@ -4560,9 +4527,9 @@ checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b"
 
 [[package]]
 name = "windows_i686_gnu"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c1dc67659d35f387f5f6c479dc4e28f1d4bb90ddd1a5d3da2e5d97b42d6272c3"
+checksum = "960e6da069d81e09becb0ca57a65220ddff016ff2d6af6a223cf372a506593a3"
 
 [[package]]
 name = "windows_i686_gnullvm"
@@ -4572,9 +4539,9 @@ checksum = "0eee52d38c090b3caa76c563b86c3a4bd71ef1a819287c19d586d7334ae8ed66"
 
 [[package]]
 name = "windows_i686_gnullvm"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9ce6ccbdedbf6d6354471319e781c0dfef054c81fbc7cf83f338a4296c0cae11"
+checksum = "fa7359d10048f68ab8b09fa71c3daccfb0e9b559aed648a8f95469c27057180c"
 
 [[package]]
 name = "windows_i686_msvc"
@@ -4584,9 +4551,9 @@ checksum = "240948bc05c5e7c6dabba28bf89d89ffce3e303022809e73deaefe4f6ec56c66"
 
 [[package]]
 name = "windows_i686_msvc"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "581fee95406bb13382d2f65cd4a908ca7b1e4c2f1917f143ba16efe98a589b5d"
+checksum = "1e7ac75179f18232fe9c285163565a57ef8d3c89254a30685b57d83a38d326c2"
 
 [[package]]
 name = "windows_x86_64_gnu"
@@ -4596,9 +4563,9 @@ checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78"
 
 [[package]]
 name = "windows_x86_64_gnu"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2e55b5ac9ea33f2fc1716d1742db15574fd6fc8dadc51caab1c16a3d3b4190ba"
+checksum = "9c3842cdd74a865a8066ab39c8a7a473c0778a3f29370b5fd6b4b9aa7df4a499"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
@@ -4608,9 +4575,9 @@ checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0a6e035dd0599267ce1ee132e51c27dd29437f63325753051e71dd9e42406c57"
+checksum = "0ffa179e2d07eee8ad8f57493436566c7cc30ac536a3379fdf008f47f6bb7ae1"
 
 [[package]]
 name = "windows_x86_64_msvc"
@@ -4620,15 +4587,15 @@ checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
 
 [[package]]
 name = "windows_x86_64_msvc"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "271414315aff87387382ec3d271b52d7ae78726f5d44ac98b4f4030c91880486"
+checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
 
 [[package]]
 name = "winnow"
-version = "0.7.13"
+version = "0.7.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21a0236b59786fed61e2a80582dd500fe61f18b5dca67a4a067d0bc9039339cf"
+checksum = "5a5364e9d77fcdeeaa6062ced926ee3381faa2ee02d3eb83a5c27a8825540829"
 dependencies = [
  "memchr",
 ]
@@ -4641,9 +4608,9 @@ checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
 
 [[package]]
 name = "writeable"
-version = "0.6.1"
+version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ea2f10b9bb0928dfb1b42b65e1f9e36f7f54dbdf08457afefb38afcdec4fa2bb"
+checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
 
 [[package]]
 name = "xz2"
@@ -4656,11 +4623,10 @@ dependencies = [
 
 [[package]]
 name = "yoke"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f41bb01b8226ef4bfd589436a297c53d118f65921786300e427be8d487695cc"
+checksum = "72d6e5c6afb84d73944e5cedb052c4680d5657337201555f9f2a16b7406d4954"
 dependencies = [
- "serde",
  "stable_deref_trait",
  "yoke-derive",
  "zerofrom",
@@ -4668,34 +4634,34 @@ dependencies = [
 
 [[package]]
 name = "yoke-derive"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38da3c9736e16c5d3c8c597a9aaa5d1fa565d0532ae05e27c24aa62fb32c0ab6"
+checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
  "synstructure",
 ]
 
 [[package]]
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-version = "0.8.27"
+version = "0.8.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0894878a5fa3edfd6da3f88c4805f4c8558e2b996227a3d864f47fe11e38282c"
+checksum = "fd74ec98b9250adb3ca554bdde269adf631549f51d8a8f8f0a10b50f1cb298c3"
 dependencies = [
  "zerocopy-derive",
 ]
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.27"
+version = "0.8.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "88d2b8d9c68ad2b9e4340d7832716a4d21a22a1154777ad56ea55c51a9cf3831"
+checksum = "d8a8d209fdf45cf5138cbb5a506f6b52522a25afccc534d1475dad8e31105c6a"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
@@ -4715,21 +4681,21 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
  "synstructure",
 ]
 
 [[package]]
 name = "zeroize"
-version = "1.8.1"
+version = "1.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde"
+checksum = "b97154e67e32c85465826e8bcc1c59429aaaf107c1e4a9e53c8d8ccd5eff88d0"
 
 [[package]]
 name = "zerotrie"
-version = "0.2.2"
+version = "0.2.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36f0bbd478583f79edad978b407914f61b2972f5af6fa089686016be8f9af595"
+checksum = "2a59c17a5562d507e4b54960e8569ebee33bee890c70aa3fe7b97e85a9fd7851"
 dependencies = [
  "displaydoc",
  "yoke",
@@ -4738,9 +4704,9 @@ dependencies = [
 
 [[package]]
 name = "zerovec"
-version = "0.11.4"
+version = "0.11.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e7aa2bd55086f1ab526693ecbe444205da57e25f4489879da80635a46d90e73b"
+checksum = "6c28719294829477f525be0186d13efa9a3c602f7ec202ca9e353d310fb9a002"
 dependencies = [
  "yoke",
  "zerofrom",
@@ -4749,20 +4715,26 @@ dependencies = [
 
 [[package]]
 name = "zerovec-derive"
-version = "0.11.1"
+version = "0.11.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b96237efa0c878c64bd89c436f661be4e46b2f3eff1ebb976f7ef2321d2f58f"
+checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.113",
 ]
 
 [[package]]
 name = "zlib-rs"
-version = "0.5.2"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "40990edd51aae2c2b6907af74ffb635029d5788228222c4bb811e9351c0caad3"
+
+[[package]]
+name = "zmij"
+version = "1.0.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2f06ae92f42f5e5c42443fd094f245eb656abf56dd7cce9b8b263236565e00f2"
+checksum = "30e0d8dffbae3d840f64bda38e28391faef673a7b5a6017840f2a106c8145868"
 
 [[package]]
 name = "zstd"
diff --git a/Cargo.toml b/Cargo.toml
index 095ba9b3e..364713964 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -17,7 +17,7 @@
 
 [package]
 name = "datafusion-python"
-version = "50.1.0"
+version = "51.0.0"
 homepage = "https://datafusion.apache.org/python"
 repository = "https://github.com/apache/datafusion-python"
 authors = ["Apache DataFusion <dev@datafusion.apache.org>"]
diff --git a/dev/changelog/51.0.0.md b/dev/changelog/51.0.0.md
new file mode 100644
index 000000000..cc157eb0d
--- /dev/null
+++ b/dev/changelog/51.0.0.md
@@ -0,0 +1,74 @@
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# Apache DataFusion Python 51.0.0 Changelog
+
+This release consists of 23 commits from 7 contributors. See credits at the end of this changelog for more information.
+
+**Breaking changes:**
+
+- feat: reduce duplicate fields on join [#1184](https://github.com/apache/datafusion-python/pull/1184) (timsaucer)
+
+**Implemented enhancements:**
+
+- feat: expose `select_exprs` method on DataFrame [#1271](https://github.com/apache/datafusion-python/pull/1271) (milenkovicm)
+- feat: allow DataFrame.filter to accept SQL strings [#1276](https://github.com/apache/datafusion-python/pull/1276) (K-dash)
+- feat: add temporary view option for into_view [#1267](https://github.com/apache/datafusion-python/pull/1267) (timsaucer)
+- feat: support session token parameter for AmazonS3 [#1275](https://github.com/apache/datafusion-python/pull/1275) (GCHQDeveloper028)
+- feat: `with_column` supports SQL expression [#1284](https://github.com/apache/datafusion-python/pull/1284) (milenkovicm)
+- feat: Add SQL expression for `repartition_by_hash` [#1285](https://github.com/apache/datafusion-python/pull/1285) (milenkovicm)
+- feat: Add SQL expression support for `with_columns` [#1286](https://github.com/apache/datafusion-python/pull/1286) (milenkovicm)
+
+**Fixed bugs:**
+
+- fix: use coalesce instead of drop_duplicate_keys for join [#1318](https://github.com/apache/datafusion-python/pull/1318) (mesejo)
+- fix: Inconsistent schemas when converting to pyarrow [#1315](https://github.com/apache/datafusion-python/pull/1315) (nuno-faria)
+
+**Other:**
+
+- Release 50.1 [#1281](https://github.com/apache/datafusion-python/pull/1281) (timsaucer)
+- Update python minimum version to 3.10 [#1296](https://github.com/apache/datafusion-python/pull/1296) (timsaucer)
+- chore: update datafusion minor version [#1297](https://github.com/apache/datafusion-python/pull/1297) (timsaucer)
+- Enable remaining pylints [#1298](https://github.com/apache/datafusion-python/pull/1298) (timsaucer)
+- Add Arrow C streaming, DataFrame iteration, and OOM-safe streaming execution [#1222](https://github.com/apache/datafusion-python/pull/1222) (kosiew)
+- Add PyCapsule Type Support and Type Hint Enhancements for AggregateUDF in DataFusion Python Bindings [#1277](https://github.com/apache/datafusion-python/pull/1277) (kosiew)
+- Add collect_column to dataframe [#1302](https://github.com/apache/datafusion-python/pull/1302) (timsaucer)
+- chore: apply cargo fmt with import organization [#1303](https://github.com/apache/datafusion-python/pull/1303) (timsaucer)
+- Feat/parameterized sql queries [#964](https://github.com/apache/datafusion-python/pull/964) (timsaucer)
+- Upgrade to Datafusion 51 [#1311](https://github.com/apache/datafusion-python/pull/1311) (nuno-faria)
+- minor: resolve build errors after latest merge into main [#1325](https://github.com/apache/datafusion-python/pull/1325) (timsaucer)
+- Update build workflow link [#1330](https://github.com/apache/datafusion-python/pull/1330) (timsaucer)
+- Do not convert pyarrow scalar values to plain python types when passing as `lit` [#1319](https://github.com/apache/datafusion-python/pull/1319) (timsaucer)
+
+## Credits
+
+Thank you to everyone who contributed to this release. Here is a breakdown of commits (PRs merged) per contributor.
+
+```
+    12	Tim Saucer
+     4	Marko Milenković
+     2	Nuno Faria
+     2	kosiew
+     1	Daniel Mesejo
+     1	GCHQDeveloper028
+     1	𝕂
+```
+
+Thank you also to everyone who contributed in other ways such as filing issues, reviewing PRs, and providing feedback on this release.
+
diff --git a/dev/release/README.md b/dev/release/README.md
index 567f03402..5d2fae5a7 100644
--- a/dev/release/README.md
+++ b/dev/release/README.md
@@ -81,6 +81,9 @@ Generating changelog content
 ### Update the version number
 
 The only place you should need to update the version is in the root `Cargo.toml`.
+After updating the toml file, run `cargo update` to update the cargo lock file.
+If you do not want to update all the dependencies, you can instead run `cargo build`
+which should only update the version number for `datafusion-python`.
 
 ### Tag the Repository
 
diff --git a/python/tests/test_expr.py b/python/tests/test_expr.py
index 1f821a3d2..39e48f7c3 100644
--- a/python/tests/test_expr.py
+++ b/python/tests/test_expr.py
@@ -896,10 +896,10 @@ def test_alias_with_metadata(df):
             col("d").arrow_typeof(),
             pa.array(
                 [
-                    "List(nullable Int64)",
-                    "List(nullable Int64)",
-                    "List(nullable Int64)",
-                    "List(nullable Int64)",
+                    "List(Int64)",
+                    "List(Int64)",
+                    "List(Int64)",
+                    "List(Int64)",
                 ],
                 type=pa.string(),
             ),
diff --git a/uv.lock b/uv.lock
index a3da1ce50..92a10c7cd 100644
--- a/uv.lock
+++ b/uv.lock
@@ -286,7 +286,7 @@ docs = [
 
 [package.metadata]
 requires-dist = [
-    { name = "pyarrow", marker = "python_full_version < '3.14'", specifier = ">=11.0.0" },
+    { name = "pyarrow", marker = "python_full_version < '3.14'", specifier = ">=16.0.0" },
     { name = "pyarrow", marker = "python_full_version >= '3.14'", specifier = ">=22.0.0" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]

From 7aff3635c93d5897d470642928c39c86e7851931 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Mon, 12 Jan 2026 07:22:52 -0500
Subject: [PATCH 24/65] Use explicit timer in unit test (#1338)

* Use an explicit wait in a dataframe query during testing to check for keyboard interrupts

* Add interrupt check when spawning futures

* Update unit test to do four variantions of fast/slow queries and interrupt either collect or stream
---
 python/tests/test_dataframe.py | 199 ++++++---------------------------
 src/utils.rs                   |   5 +
 2 files changed, 38 insertions(+), 166 deletions(-)

diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index f481f31f6..30f9ab903 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -37,6 +37,7 @@
     WindowFrame,
     column,
     literal,
+    udf,
 )
 from datafusion import (
     col as df_col,
@@ -3190,179 +3191,42 @@ def test_fill_null_all_null_column(ctx):
     assert result.column(1).to_pylist() == ["filled", "filled", "filled"]
 
 
-def test_collect_interrupted():
-    """Test that a long-running query can be interrupted with Ctrl-C.
+@udf([pa.int64()], pa.int64(), "immutable")
+def slow_udf(x: pa.Array) -> pa.Array:
+    # This must be longer than the check interval in wait_for_future
+    time.sleep(2.0)
+    return x
 
-    This test simulates a Ctrl-C keyboard interrupt by raising a KeyboardInterrupt
-    exception in the main thread during a long-running query execution.
-    """
-    # Create a context and a DataFrame with a query that will run for a while
-    ctx = SessionContext()
-
-    # Create a recursive computation that will run for some time
-    batches = []
-    for i in range(10):
-        batch = pa.RecordBatch.from_arrays(
-            [
-                pa.array(list(range(i * 1000, (i + 1) * 1000))),
-                pa.array([f"value_{j}" for j in range(i * 1000, (i + 1) * 1000)]),
-            ],
-            names=["a", "b"],
-        )
-        batches.append(batch)
-
-    # Register tables
-    ctx.register_record_batches("t1", [batches])
-    ctx.register_record_batches("t2", [batches])
-
-    # Create a large join operation that will take time to process
-    df = ctx.sql("""
-        WITH t1_expanded AS (
-            SELECT
-                a,
-                b,
-                CAST(a AS DOUBLE) / 1.5 AS c,
-                CAST(a AS DOUBLE) * CAST(a AS DOUBLE) AS d
-            FROM t1
-            CROSS JOIN (SELECT 1 AS dummy FROM t1 LIMIT 5)
-        ),
-        t2_expanded AS (
-            SELECT
-                a,
-                b,
-                CAST(a AS DOUBLE) * 2.5 AS e,
-                CAST(a AS DOUBLE) * CAST(a AS DOUBLE) * CAST(a AS DOUBLE) AS f
-            FROM t2
-            CROSS JOIN (SELECT 1 AS dummy FROM t2 LIMIT 5)
-        )
-        SELECT
-            t1.a, t1.b, t1.c, t1.d,
-            t2.a AS a2, t2.b AS b2, t2.e, t2.f
-        FROM t1_expanded t1
-        JOIN t2_expanded t2 ON t1.a % 100 = t2.a % 100
-        WHERE t1.a > 100 AND t2.a > 100
-    """)
-
-    # Flag to track if the query was interrupted
-    interrupted = False
-    interrupt_error = None
-    main_thread = threading.main_thread()
-
-    # Shared flag to indicate query execution has started
-    query_started = threading.Event()
-    max_wait_time = 5.0  # Maximum wait time in seconds
-
-    # This function will be run in a separate thread and will raise
-    # KeyboardInterrupt in the main thread
-    def trigger_interrupt():
-        """Poll for query start, then raise KeyboardInterrupt in the main thread"""
-        # Poll for query to start with small sleep intervals
-        start_time = time.time()
-        while not query_started.is_set():
-            time.sleep(0.1)  # Small sleep between checks
-            if time.time() - start_time > max_wait_time:
-                msg = f"Query did not start within {max_wait_time} seconds"
-                raise RuntimeError(msg)
-
-        # Check if thread ID is available
-        thread_id = main_thread.ident
-        if thread_id is None:
-            msg = "Cannot get main thread ID"
-            raise RuntimeError(msg)
-
-        # Use ctypes to raise exception in main thread
-        exception = ctypes.py_object(KeyboardInterrupt)
-        res = ctypes.pythonapi.PyThreadState_SetAsyncExc(
-            ctypes.c_long(thread_id), exception
-        )
-        if res != 1:
-            # If res is 0, the thread ID was invalid
-            # If res > 1, we modified multiple threads
-            ctypes.pythonapi.PyThreadState_SetAsyncExc(
-                ctypes.c_long(thread_id), ctypes.py_object(0)
-            )
-            msg = "Failed to raise KeyboardInterrupt in main thread"
-            raise RuntimeError(msg)
-
-    # Start a thread to trigger the interrupt
-    interrupt_thread = threading.Thread(target=trigger_interrupt)
-    # we mark as daemon so the test process can exit even if this thread doesn't finish
-    interrupt_thread.daemon = True
-    interrupt_thread.start()
-
-    # Execute the query and expect it to be interrupted
-    try:
-        # Signal that we're about to start the query
-        query_started.set()
-        df.collect()
-    except KeyboardInterrupt:
-        interrupted = True
-    except Exception as e:
-        interrupt_error = e
-
-    # Assert that the query was interrupted properly
-    if not interrupted:
-        pytest.fail(f"Query was not interrupted; got error: {interrupt_error}")
-
-    # Make sure the interrupt thread has finished
-    interrupt_thread.join(timeout=1.0)
 
+@pytest.mark.parametrize(
+    ("slow_query", "as_c_stream"),
+    [
+        (True, True),
+        (True, False),
+        (False, True),
+        (False, False),
+    ],
+)
+def test_collect_or_stream_interrupted(slow_query, as_c_stream):  # noqa: C901 PLR0915
+    """Ensure collection responds to ``KeyboardInterrupt`` signals.
 
-def test_arrow_c_stream_interrupted():  # noqa: C901 PLR0915
-    """__arrow_c_stream__ responds to ``KeyboardInterrupt`` signals.
+    This test issues a long-running query, and consumes the results via
+    either a collect() call or ``__arrow_c_stream__``. It raises
+    ``KeyboardInterrupt`` in the main thread and verifies that the
+    process has interrupted.
 
-    Similar to ``test_collect_interrupted`` this test issues a long running
-    query, but consumes the results via ``__arrow_c_stream__``. It then raises
-    ``KeyboardInterrupt`` in the main thread and verifies that the stream
-    iteration stops promptly with the appropriate exception.
+    The `slow_query` determines if the query itself is slow via a
+    UDF with a timeout or if it is a fast query that generates many
+    results so it takes a long time to iterate through them all.
     """
 
     ctx = SessionContext()
+    df = ctx.sql("select * from generate_series(1, 1000000000000000000)")
+    if slow_query:
+        df = ctx.from_pydict({"a": [1, 2, 3]}).select(slow_udf(column("a")))
 
-    batches = []
-    for i in range(10):
-        batch = pa.RecordBatch.from_arrays(
-            [
-                pa.array(list(range(i * 1000, (i + 1) * 1000))),
-                pa.array([f"value_{j}" for j in range(i * 1000, (i + 1) * 1000)]),
-            ],
-            names=["a", "b"],
-        )
-        batches.append(batch)
-
-    ctx.register_record_batches("t1", [batches])
-    ctx.register_record_batches("t2", [batches])
-
-    df = ctx.sql(
-        """
-        WITH t1_expanded AS (
-            SELECT
-                a,
-                b,
-                CAST(a AS DOUBLE) / 1.5 AS c,
-                CAST(a AS DOUBLE) * CAST(a AS DOUBLE) AS d
-            FROM t1
-            CROSS JOIN (SELECT 1 AS dummy FROM t1 LIMIT 5)
-        ),
-        t2_expanded AS (
-            SELECT
-                a,
-                b,
-                CAST(a AS DOUBLE) * 2.5 AS e,
-                CAST(a AS DOUBLE) * CAST(a AS DOUBLE) * CAST(a AS DOUBLE) AS f
-            FROM t2
-            CROSS JOIN (SELECT 1 AS dummy FROM t2 LIMIT 5)
-        )
-        SELECT
-            t1.a, t1.b, t1.c, t1.d,
-            t2.a AS a2, t2.b AS b2, t2.e, t2.f
-        FROM t1_expanded t1
-        JOIN t2_expanded t2 ON t1.a % 100 = t2.a % 100
-        WHERE t1.a > 100 AND t2.a > 100
-        """
-    )
-
-    reader = pa.RecordBatchReader.from_stream(df)
+    if as_c_stream:
+        reader = pa.RecordBatchReader.from_stream(df)
 
     read_started = threading.Event()
     read_exception = []
@@ -3396,7 +3260,10 @@ def read_stream():
         read_thread_id = threading.get_ident()
         try:
             read_started.set()
-            reader.read_all()
+            if as_c_stream:
+                reader.read_all()
+            else:
+                df.collect()
             # If we get here, the read completed without interruption
             read_exception.append(RuntimeError("Read completed without interruption"))
         except KeyboardInterrupt:
diff --git a/src/utils.rs b/src/utils.rs
index cbc3d6d9b..6038c77b1 100644
--- a/src/utils.rs
+++ b/src/utils.rs
@@ -77,6 +77,11 @@ where
     let runtime: &Runtime = &get_tokio_runtime().0;
     const INTERVAL_CHECK_SIGNALS: Duration = Duration::from_millis(1_000);
 
+    // Some fast running processes that generate many `wait_for_future` calls like
+    // PartitionedDataFrameStreamReader::next require checking for interrupts early
+    py.run(cr"pass", None, None)?;
+    py.check_signals()?;
+
     py.detach(|| {
         runtime.block_on(async {
             tokio::pin!(fut);

From eaa3f79b998fc433e930fc74ba648372d59e6ace Mon Sep 17 00:00:00 2001
From: Mimoune <djouallah@users.noreply.github.com>
Date: Sat, 31 Jan 2026 01:32:45 +1000
Subject: [PATCH 25/65] Add use_fabric_endpoint parameter to MicrosoftAzure
 class (#1357)

This change adds support for the use_fabric_endpoint parameter to the
MicrosoftAzure object store class, enabling connections to Microsoft
Fabric OneLake storage.

The parameter allows users to specify that they want to use Data Lake
Storage Gen2 endpoints (dfs.fabric.microsoft.com) instead of the default
Azure Blob Storage endpoints (blob.core.windows.net), which is required
for OneLake/Fabric storage access.

Implementation follows the same pattern as existing boolean parameters
(use_emulator, allow_http) by:
- Adding the parameter to the PyO3 signature macro
- Adding it as Option<bool> to the function parameters
- Conditionally calling with_use_fabric_endpoint() on the builder

Fixes #1356

Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
---
 src/store.rs | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/src/store.rs b/src/store.rs
index dcbcbd325..3eae866bc 100644
--- a/src/store.rs
+++ b/src/store.rs
@@ -76,7 +76,7 @@ pub struct PyMicrosoftAzureContext {
 #[pymethods]
 impl PyMicrosoftAzureContext {
     #[allow(clippy::too_many_arguments)]
-    #[pyo3(signature = (container_name, account=None, access_key=None, bearer_token=None, client_id=None, client_secret=None, tenant_id=None, sas_query_pairs=None, use_emulator=None, allow_http=None))]
+    #[pyo3(signature = (container_name, account=None, access_key=None, bearer_token=None, client_id=None, client_secret=None, tenant_id=None, sas_query_pairs=None, use_emulator=None, allow_http=None, use_fabric_endpoint=None))]
     #[new]
     fn new(
         container_name: String,
@@ -89,6 +89,7 @@ impl PyMicrosoftAzureContext {
         sas_query_pairs: Option<Vec<(String, String)>>,
         use_emulator: Option<bool>,
         allow_http: Option<bool>,
+        use_fabric_endpoint: Option<bool>,
     ) -> Self {
         let mut builder = MicrosoftAzureBuilder::from_env().with_container_name(&container_name);
 
@@ -127,6 +128,10 @@ impl PyMicrosoftAzureContext {
             builder = builder.with_allow_http(allow_http);
         }
 
+        if let Some(use_fabric_endpoint) = use_fabric_endpoint {
+            builder = builder.with_use_fabric_endpoint(use_fabric_endpoint);
+        }
+
         Self {
             inner: Arc::new(
                 builder

From e7f5867f506e4d14b4993606782580d19af2a347 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Mon, 2 Feb 2026 09:27:54 -0500
Subject: [PATCH 26/65] Prepare for DF52 release (#1337)

* Prepare for DF52 release

* Update datafusion to point to release version

* round now respects decimal

* Update pathlib

* Update documentation

* Commit copilot suggestions

* Pass codec capsule to table providers

* Simplify codec passing around

* Update signatures for FFI passing of logical codec around

* Update upgrade guide for new method signature

* Add more unit tests to cover FFI providers

* Missing run command
---
 Cargo.lock                                    |  373 ++---
 Cargo.toml                                    |    8 +-
 README.md                                     |    2 +-
 benchmarks/tpch/tpch.py                       |    6 +-
 docs/source/contributor-guide/ffi.rst         |    2 +
 docs/source/index.rst                         |    1 +
 docs/source/user-guide/upgrade-guides.rst     |   96 ++
 examples/datafusion-ffi-example/Cargo.lock    | 1453 +++++------------
 examples/datafusion-ffi-example/Cargo.toml    |   15 +-
 .../python/tests/_test_catalog_provider.py    |  116 +-
 .../python/tests/_test_schema_provider.py     |  232 +++
 .../python/tests/_test_table_function.py      |    3 +-
 .../python/tests/_test_table_provider.py      |    7 +-
 .../src/aggregate_udf.rs                      |   21 +-
 .../src/catalog_provider.rs                   |   89 +-
 examples/datafusion-ffi-example/src/lib.rs    |    7 +-
 .../datafusion-ffi-example/src/scalar_udf.rs  |   11 +-
 .../src/table_function.rs                     |   19 +-
 .../src/table_provider.rs                     |   19 +-
 examples/datafusion-ffi-example/src/utils.rs  |   41 +
 .../datafusion-ffi-example/src/window_udf.rs  |   19 +-
 examples/tpch/_tests.py                       |    4 +-
 python/datafusion/catalog.py                  |   22 +-
 python/datafusion/context.py                  |   20 +-
 python/datafusion/user_defined.py             |    7 +-
 python/tests/test_dataframe.py                |    5 +-
 python/tests/test_udtf.py                     |  119 ++
 src/catalog.rs                                |  176 +-
 src/context.rs                                |  153 +-
 src/dataframe.rs                              |   12 +-
 src/expr.rs                                   |    4 +-
 src/expr/scalar_variable.rs                   |   12 +-
 src/expr/statement.rs                         |   48 +-
 src/sql/logical.rs                            |    6 +-
 src/table.rs                                  |   16 +-
 src/udaf.rs                                   |    8 +-
 src/udf.rs                                    |    8 +-
 src/udtf.rs                                   |   38 +-
 src/udwf.rs                                   |   29 +-
 src/utils.rs                                  |   73 +-
 40 files changed, 1690 insertions(+), 1610 deletions(-)
 create mode 100644 docs/source/user-guide/upgrade-guides.rst
 create mode 100644 examples/datafusion-ffi-example/python/tests/_test_schema_provider.py
 create mode 100644 examples/datafusion-ffi-example/src/utils.rs
 create mode 100644 python/tests/test_udtf.py

diff --git a/Cargo.lock b/Cargo.lock
index ac691ca9d..1fb17610e 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -117,15 +117,16 @@ checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
 
 [[package]]
 name = "apache-avro"
-version = "0.20.0"
+version = "0.21.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3a033b4ced7c585199fb78ef50fca7fe2f444369ec48080c5fd072efa1a03cc7"
+checksum = "36fa98bc79671c7981272d91a8753a928ff6a1cd8e4f20a44c45bd5d313840bf"
 dependencies = [
  "bigdecimal",
  "bon",
- "bzip2 0.6.1",
+ "bzip2",
  "crc32fast",
  "digest",
+ "liblzma",
  "log",
  "miniz_oxide",
  "num-bigint",
@@ -140,7 +141,6 @@ dependencies = [
  "strum_macros",
  "thiserror",
  "uuid",
- "xz2",
  "zstd",
 ]
 
@@ -425,19 +425,15 @@ dependencies = [
 
 [[package]]
 name = "async-compression"
-version = "0.4.19"
+version = "0.4.36"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "06575e6a9673580f52661c92107baabffbf41e2141373441cbcdc47cb733003c"
+checksum = "98ec5f6c2f8bc326c994cb9e241cc257ddaba9afa8555a43cffbb5dd86efaa37"
 dependencies = [
- "bzip2 0.5.2",
- "flate2",
+ "compression-codecs",
+ "compression-core",
  "futures-core",
- "memchr",
  "pin-project-lite",
  "tokio",
- "xz2",
- "zstd",
- "zstd-safe",
 ]
 
 [[package]]
@@ -613,15 +609,6 @@ version = "1.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b35204fbdc0b3f4446b89fc1ac2cf84a8a68971995d0bf2e925ec7cd960f9cb3"
 
-[[package]]
-name = "bzip2"
-version = "0.5.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "49ecfb22d906f800d4fe833b6282cf4dc1c298f5057ca0b5445e5c209735ca47"
-dependencies = [
- "bzip2-sys",
-]
-
 [[package]]
 name = "bzip2"
 version = "0.6.1"
@@ -631,16 +618,6 @@ dependencies = [
  "libbz2-rs-sys",
 ]
 
-[[package]]
-name = "bzip2-sys"
-version = "0.1.13+1.0.8"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "225bff33b2141874fe80d71e07d6eec4f85c5c216453dd96388240f96e1acc14"
-dependencies = [
- "cc",
- "pkg-config",
-]
-
 [[package]]
 name = "cc"
 version = "1.2.51"
@@ -706,6 +683,27 @@ dependencies = [
  "unicode-width",
 ]
 
+[[package]]
+name = "compression-codecs"
+version = "0.4.35"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b0f7ac3e5b97fdce45e8922fb05cae2c37f7bbd63d30dd94821dacfd8f3f2bf2"
+dependencies = [
+ "bzip2",
+ "compression-core",
+ "flate2",
+ "liblzma",
+ "memchr",
+ "zstd",
+ "zstd-safe",
+]
+
+[[package]]
+name = "compression-core"
+version = "0.4.31"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "75984efb6ed102a0d42db99afb6c1948f0380d1d91808d5529916e6c08b49d8d"
+
 [[package]]
 name = "const-random"
 version = "0.1.18"
@@ -903,15 +901,15 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8ba7cb113e9c0bedf9e9765926031e132fa05a1b09ba6e93a6d1a4d7044457b8"
+checksum = "f02e9a7e70f214e5282db11c8effba173f4e25a00977e520c6b811817e3a082b"
 dependencies = [
  "arrow",
  "arrow-schema",
  "async-trait",
  "bytes",
- "bzip2 0.6.1",
+ "bzip2",
  "chrono",
  "datafusion-catalog",
  "datafusion-catalog-listing",
@@ -942,27 +940,26 @@ dependencies = [
  "flate2",
  "futures",
  "itertools",
+ "liblzma",
  "log",
  "object_store",
  "parking_lot",
  "parquet",
  "rand",
  "regex",
- "rstest",
  "sqlparser",
  "tempfile",
  "tokio",
  "url",
  "uuid",
- "xz2",
  "zstd",
 ]
 
 [[package]]
 name = "datafusion-catalog"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "66a3a799f914a59b1ea343906a0486f17061f39509af74e874a866428951130d"
+checksum = "f3e91b2603f906cf8cb8be84ba4e34f9d8fe6dbdfdd6916d55f22317074d1fdf"
 dependencies = [
  "arrow",
  "async-trait",
@@ -985,9 +982,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6db1b113c80d7a0febcd901476a57aef378e717c54517a163ed51417d87621b0"
+checksum = "919d20cdebddee4d8dca651aa0291a44c8104824d1ac288996a325c319ce31ba"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1004,14 +1001,13 @@ dependencies = [
  "itertools",
  "log",
  "object_store",
- "tokio",
 ]
 
 [[package]]
 name = "datafusion-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c10f7659e96127d25e8366be7c8be4109595d6a2c3eac70421f380a7006a1b0"
+checksum = "31ff2c4e95be40ad954de93862167b165a6fb49248bb882dea8aef4f888bc767"
 dependencies = [
  "ahash",
  "apache-avro",
@@ -1019,7 +1015,7 @@ dependencies = [
  "arrow-ipc",
  "chrono",
  "half",
- "hashbrown 0.14.5",
+ "hashbrown 0.16.1",
  "indexmap",
  "libc",
  "log",
@@ -1034,9 +1030,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b92065bbc6532c6651e2f7dd30b55cba0c7a14f860c7e1d15f165c41a1868d95"
+checksum = "0dd9f820fe58c2600b6c33a14432228dbaaf233b96c83a1fd61f16d073d5c3c5"
 dependencies = [
  "futures",
  "log",
@@ -1045,15 +1041,15 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fde13794244bc7581cd82f6fff217068ed79cdc344cafe4ab2c3a1c3510b38d6"
+checksum = "86b32b7b12645805d20b70aba6ba846cd262d7b073f7f617640c3294af108d44"
 dependencies = [
  "arrow",
  "async-compression",
  "async-trait",
  "bytes",
- "bzip2 0.6.1",
+ "bzip2",
  "chrono",
  "datafusion-common",
  "datafusion-common-runtime",
@@ -1068,21 +1064,21 @@ dependencies = [
  "futures",
  "glob",
  "itertools",
+ "liblzma",
  "log",
  "object_store",
  "rand",
  "tokio",
  "tokio-util",
  "url",
- "xz2",
  "zstd",
 ]
 
 [[package]]
 name = "datafusion-datasource-arrow"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "804fa9b4ecf3157982021770617200ef7c1b2979d57bec9044748314775a9aea"
+checksum = "597695c8ebb723ee927b286139d43a3fbed6de7ad9210bd1a9fed5c721ac6fb1"
 dependencies = [
  "arrow",
  "arrow-ipc",
@@ -1104,9 +1100,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-avro"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "388ed8be535f562cc655b9c3d22edbfb0f1a50a25c242647a98b6d92a75b55a1"
+checksum = "1c94347a431bac4bcb8408abb1cb5d40dab41f8d59c39db32f8f59e08144875f"
 dependencies = [
  "apache-avro",
  "arrow",
@@ -1124,9 +1120,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61a1641a40b259bab38131c5e6f48fac0717bedb7dc93690e604142a849e0568"
+checksum = "6bb493d07d8da6d00a89ea9cc3e74a56795076d9faed5ac30284bd9ef37929e9"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1147,9 +1143,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "adeacdb00c1d37271176f8fb6a1d8ce096baba16ea7a4b2671840c5c9c64fe85"
+checksum = "5e9806521c4d3632f53b9a664041813c267c670232efa1452ef29faee71c3749"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1169,9 +1165,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "43d0b60ffd66f28bfb026565d62b0a6cbc416da09814766a3797bba7d85a3cd9"
+checksum = "f6a3ccd48d5034f8461f522114d0e46dfb3a9f0ce01a4d53a721024ace95d60d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1199,18 +1195,19 @@ dependencies = [
 
 [[package]]
 name = "datafusion-doc"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2b99e13947667b36ad713549237362afb054b2d8f8cc447751e23ec61202db07"
+checksum = "ff69a18418e9878d4840f35e2ad7f2a6386beedf192e9f065e628a7295ff5fbf"
 
 [[package]]
 name = "datafusion-execution"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "63695643190679037bc946ad46a263b62016931547bf119859c511f7ff2f5178"
+checksum = "ccbc5e469b35d87c0b115327be83d68356ef9154684d32566315b5c071577e23"
 dependencies = [
  "arrow",
  "async-trait",
+ "chrono",
  "dashmap",
  "datafusion-common",
  "datafusion-expr",
@@ -1225,9 +1222,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f9a4787cbf5feb1ab351f789063398f67654a6df75c4d37d7f637dc96f951a91"
+checksum = "81ed3c02a3faf4e09356d5a314471703f440f0a6a14ca6addaf6cfb44ab14de5"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1248,9 +1245,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5ce2fb1b8c15c9ac45b0863c30b268c69dc9ee7a1ee13ecf5d067738338173dc"
+checksum = "1567e60d21c372ca766dc9dde98efabe2b06d98f008d988fed00d93546bf5be7"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1261,20 +1258,27 @@ dependencies = [
 
 [[package]]
 name = "datafusion-ffi"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec510e7787641279b0336e8b79e4b7bd1385d5976875ff9b97f4269ce5231a67"
+checksum = "f3ec8492849520101bee44489da8c49f2df3c34d55fd6e502f8083e66a30cdff"
 dependencies = [
  "abi_stable",
  "arrow",
  "arrow-schema",
  "async-ffi",
  "async-trait",
- "datafusion",
+ "datafusion-catalog",
  "datafusion-common",
+ "datafusion-datasource",
+ "datafusion-execution",
+ "datafusion-expr",
  "datafusion-functions-aggregate-common",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "datafusion-physical-plan",
  "datafusion-proto",
  "datafusion-proto-common",
+ "datafusion-session",
  "futures",
  "log",
  "prost",
@@ -1284,9 +1288,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "794a9db7f7b96b3346fc007ff25e994f09b8f0511b4cf7dff651fadfe3ebb28f"
+checksum = "c4593538abd95c27eeeb2f86b7ad827cce07d0c474eae9b122f4f9675f8c20ad"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -1294,6 +1298,7 @@ dependencies = [
  "blake2",
  "blake3",
  "chrono",
+ "chrono-tz",
  "datafusion-common",
  "datafusion-doc",
  "datafusion-execution",
@@ -1314,9 +1319,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1c25210520a9dcf9c2b2cbbce31ebd4131ef5af7fc60ee92b266dc7d159cb305"
+checksum = "f81cdf609f43cd26156934fd81beb7215d60dda40a776c2e1b83d73df69434f2"
 dependencies = [
  "ahash",
  "arrow",
@@ -1335,9 +1340,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62f4a66f3b87300bb70f4124b55434d2ae3fe80455f3574701d0348da040b55d"
+checksum = "9173f1bcea2ede4a5c23630a48469f06c9db9a408eb5fd140d1ff9a5e0c40ebf"
 dependencies = [
  "ahash",
  "arrow",
@@ -1348,9 +1353,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ae5c06eed03918dc7fe7a9f082a284050f0e9ecf95d72f57712d1496da03b8c4"
+checksum = "1d0b9f32e7735a3b94ae8b9596d89080dc63dd139029a91133be370da099490d"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -1371,9 +1376,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-table"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "db4fed1d71738fbe22e2712d71396db04c25de4111f1ec252b8f4c6d3b25d7f5"
+checksum = "57a29e8a6201b3b9fb2be17d88e287c6d427948d64220cd5ea72ced614a1aee5"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1387,9 +1392,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d92206aa5ae21892f1552b4d61758a862a70956e6fd7a95cb85db1de74bc6d1"
+checksum = "cd412754964a31c515e5a814e5ce0edaf30f0ea975f3691e800eff115ee76dfb"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1405,9 +1410,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53ae9bcc39800820d53a22d758b3b8726ff84a5a3e24cecef04ef4e5fdf1c7cc"
+checksum = "d49be73a5ac0797398927a543118bd68e58e80bf95ebdabc77336bcd9c38a711"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1415,9 +1420,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1063ad4c9e094b3f798acee16d9a47bd7372d9699be2de21b05c3bd3f34ab848"
+checksum = "439ff5489dcac4d34ed7a49a93310c3345018c4469e34726fa471cdda725346d"
 dependencies = [
  "datafusion-doc",
  "quote",
@@ -1426,9 +1431,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-optimizer"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9f35f9ec5d08b87fd1893a30c2929f2559c2f9806ca072d8fefca5009dc0f06a"
+checksum = "a80bb7de8ff5a9948799bc7749c292eac5c629385cdb582893ef2d80b6e718c4"
 dependencies = [
  "arrow",
  "chrono",
@@ -1446,9 +1451,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c30cc8012e9eedcb48bbe112c6eff4ae5ed19cf3003cb0f505662e88b7014c5d"
+checksum = "83480008f66691a0047c5a88990bd76b7c1117dd8a49ca79959e214948b81f0a"
 dependencies = [
  "ahash",
  "arrow",
@@ -1458,19 +1463,21 @@ dependencies = [
  "datafusion-functions-aggregate-common",
  "datafusion-physical-expr-common",
  "half",
- "hashbrown 0.14.5",
+ "hashbrown 0.16.1",
  "indexmap",
  "itertools",
  "parking_lot",
  "paste",
  "petgraph 0.8.3",
+ "recursive",
+ "tokio",
 ]
 
 [[package]]
 name = "datafusion-physical-expr-adapter"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f9ff2dbd476221b1f67337699eff432781c4e6e1713d2aefdaa517dfbf79768"
+checksum = "6b438306446646b359666a658cc29d5494b1e9873bc7a57707689760666fc82c"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1483,23 +1490,26 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "90da43e1ec550b172f34c87ec68161986ced70fd05c8d2a2add66eef9c276f03"
+checksum = "95b1fbf739038e0b313473588331c5bf79985d1b842b9937c1f10b170665cae1"
 dependencies = [
  "ahash",
  "arrow",
+ "chrono",
  "datafusion-common",
  "datafusion-expr-common",
- "hashbrown 0.14.5",
+ "hashbrown 0.16.1",
+ "indexmap",
  "itertools",
+ "parking_lot",
 ]
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ce9804f799acd7daef3be7aaffe77c0033768ed8fdbf5fb82fc4c5f2e6bc14e6"
+checksum = "fc4cd3a170faa0f1de04bd4365ccfe309056746dd802ed276e8787ccb8e8a0d4"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1516,27 +1526,27 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0acf0ad6b6924c6b1aa7d213b181e012e2d3ec0a64ff5b10ee6282ab0f8532ac"
+checksum = "a616a72b4ddf550652b36d5a7c0386eac4accea3ffc6c29a7b16c45f237e9882"
 dependencies = [
  "ahash",
  "arrow",
  "arrow-ord",
  "arrow-schema",
  "async-trait",
- "chrono",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
+ "datafusion-functions",
  "datafusion-functions-aggregate-common",
  "datafusion-functions-window-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "futures",
  "half",
- "hashbrown 0.14.5",
+ "hashbrown 0.16.1",
  "indexmap",
  "itertools",
  "log",
@@ -1547,9 +1557,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d368093a98a17d1449b1083ac22ed16b7128e4c67789991869480d8c4a40ecb9"
+checksum = "a0a96a57f60a53041c6d275dc46313bbe34f07ed51c4cea3557b321d4f3da7e0"
 dependencies = [
  "arrow",
  "chrono",
@@ -1574,9 +1584,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3b6aef3d5e5c1d2bc3114c4876730cb76a9bdc5a8df31ef1b6db48f0c1671895"
+checksum = "38f4c54f4a47608d2ef5af2fbaca9975cac9e48b93acf41b2ccf584405a3da5e"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1585,9 +1595,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ac2c2498a1f134a9e11a9f5ed202a2a7d7e9774bd9249295593053ea3be999db"
+checksum = "4bf4b50be3ab65650452993eda4baf81edb245fb039b8714476b0f4c8801a527"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1630,9 +1640,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8f96eebd17555386f459037c65ab73aae8df09f464524c709d6a3134ad4f4776"
+checksum = "66e080e2c105284460580c18e751b2133cc306df298181e4349b5b134632811a"
 dependencies = [
  "async-trait",
  "datafusion-common",
@@ -1644,9 +1654,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-sql"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3fc195fe60634b2c6ccfd131b487de46dc30eccae8a3c35a13f136e7f440414f"
+checksum = "3dac502db772ff9bffc2ceae321963091982e8d5f5dfcb877e8dc66fc9a093cc"
 dependencies = [
  "arrow",
  "bigdecimal",
@@ -1662,9 +1672,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-substrait"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2505af06d103a55b4e8ded0c6aeb6c72a771948da939c0bd3f8eee67af475a9c"
+checksum = "bd76fd28a2804bf3d757ee19bfba8f818b3361157f0cdfa314609ad64f249b75"
 dependencies = [
  "async-recursion",
  "async-trait",
@@ -1868,12 +1878,6 @@ version = "0.3.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
 
-[[package]]
-name = "futures-timer"
-version = "3.0.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
-
 [[package]]
 name = "futures-util"
 version = "0.3.31"
@@ -1980,10 +1984,6 @@ name = "hashbrown"
 version = "0.14.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e5274423e17b7c9fc20b6e7e208532f9b19825d82dfd615708b70edd83df41f1"
-dependencies = [
- "ahash",
- "allocator-api2",
-]
 
 [[package]]
 name = "hashbrown"
@@ -2412,6 +2412,26 @@ dependencies = [
  "winapi",
 ]
 
+[[package]]
+name = "liblzma"
+version = "0.4.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73c36d08cad03a3fbe2c4e7bb3a9e84c57e4ee4135ed0b065cade3d98480c648"
+dependencies = [
+ "liblzma-sys",
+]
+
+[[package]]
+name = "liblzma-sys"
+version = "0.4.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "01b9596486f6d60c3bbe644c0e1be1aa6ccc472ad630fe8927b456973d7cb736"
+dependencies = [
+ "cc",
+ "libc",
+ "pkg-config",
+]
+
 [[package]]
 name = "libm"
 version = "0.2.15"
@@ -2479,17 +2499,6 @@ dependencies = [
  "twox-hash",
 ]
 
-[[package]]
-name = "lzma-sys"
-version = "0.1.20"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5fda04ab3764e6cde78b9974eec4f779acaba7c4e84b36eca3cf77c581b85d27"
-dependencies = [
- "cc",
- "libc",
- "pkg-config",
-]
-
 [[package]]
 name = "md-5"
 version = "0.10.6"
@@ -2859,15 +2868,6 @@ dependencies = [
  "syn 2.0.113",
 ]
 
-[[package]]
-name = "proc-macro-crate"
-version = "3.4.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "219cb19e96be00ab2e37d6e299658a0cfa83e52429179969b0f0121b4ac46983"
-dependencies = [
- "toml_edit",
-]
-
 [[package]]
 name = "proc-macro2"
 version = "1.0.104"
@@ -3222,12 +3222,6 @@ dependencies = [
  "memchr",
 ]
 
-[[package]]
-name = "relative-path"
-version = "1.9.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ba39f3699c378cd8970968dcbff9c43159ea4cfbd88d43c00b22f2ef10a435d2"
-
 [[package]]
 name = "repr_offset"
 version = "0.2.2"
@@ -3293,35 +3287,6 @@ dependencies = [
  "windows-sys 0.52.0",
 ]
 
-[[package]]
-name = "rstest"
-version = "0.26.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f5a3193c063baaa2a95a33f03035c8a72b83d97a54916055ba22d35ed3839d49"
-dependencies = [
- "futures-timer",
- "futures-util",
- "rstest_macros",
-]
-
-[[package]]
-name = "rstest_macros"
-version = "0.26.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c845311f0ff7951c5506121a9ad75aec44d083c31583b2ea5a30bcb0b0abba0"
-dependencies = [
- "cfg-if",
- "glob",
- "proc-macro-crate",
- "proc-macro2",
- "quote",
- "regex",
- "relative-path",
- "rustc_version",
- "syn 2.0.113",
- "unicode-ident",
-]
-
 [[package]]
 name = "rustc-hash"
 version = "2.1.1"
@@ -3941,36 +3906,6 @@ dependencies = [
  "tokio",
 ]
 
-[[package]]
-name = "toml_datetime"
-version = "0.7.5+spec-1.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "92e1cfed4a3038bc5a127e35a2d360f145e1f4b971b551a2ba5fd7aedf7e1347"
-dependencies = [
- "serde_core",
-]
-
-[[package]]
-name = "toml_edit"
-version = "0.23.10+spec-1.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "84c8b9f757e028cee9fa244aea147aab2a9ec09d5325a9b01e0a49730c2b5269"
-dependencies = [
- "indexmap",
- "toml_datetime",
- "toml_parser",
- "winnow",
-]
-
-[[package]]
-name = "toml_parser"
-version = "1.0.6+spec-1.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a3198b4b0a8e11f09dd03e133c0280504d0801269e9afa46362ffde1cbeebf44"
-dependencies = [
- "winnow",
-]
-
 [[package]]
 name = "tower"
 version = "0.5.2"
@@ -4591,15 +4526,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
 
-[[package]]
-name = "winnow"
-version = "0.7.14"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a5364e9d77fcdeeaa6062ced926ee3381faa2ee02d3eb83a5c27a8825540829"
-dependencies = [
- "memchr",
-]
-
 [[package]]
 name = "wit-bindgen"
 version = "0.46.0"
@@ -4612,15 +4538,6 @@ version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
 
-[[package]]
-name = "xz2"
-version = "0.1.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "388c44dc09d76f1536602ead6d325eb532f5c122f17782bd57fb47baeeb767e2"
-dependencies = [
- "lzma-sys",
-]
-
 [[package]]
 name = "yoke"
 version = "0.8.1"
diff --git a/Cargo.toml b/Cargo.toml
index 364713964..af2ffb012 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -57,10 +57,10 @@ pyo3-async-runtimes = { version = "0.26", features = ["tokio-runtime"] }
 pyo3-log = "0.13.2"
 arrow = { version = "57", features = ["pyarrow"] }
 arrow-select = { version = "57" }
-datafusion = { version = "51", features = ["avro", "unicode_expressions"] }
-datafusion-substrait = { version = "51", optional = true }
-datafusion-proto = { version = "51" }
-datafusion-ffi = { version = "51" }
+datafusion = { version = "52", features = ["avro", "unicode_expressions"] }
+datafusion-substrait = { version = "52", optional = true }
+datafusion-proto = { version = "52" }
+datafusion-ffi = { version = "52" }
 prost = "0.14.1" # keep in line with `datafusion-substrait`
 uuid = { version = "1.18", features = ["v4"] }
 mimalloc = { version = "0.1", optional = true, default-features = false, features = [
diff --git a/README.md b/README.md
index 0cdf17ab8..810ac8710 100644
--- a/README.md
+++ b/README.md
@@ -275,7 +275,7 @@ needing to activate the virtual environment:
 
 ```bash
 uv run --no-project maturin develop --uv
-uv --no-project pytest .
+uv run --no-project pytest .
 ```
 
 ### Running & Installing pre-commit hooks
diff --git a/benchmarks/tpch/tpch.py b/benchmarks/tpch/tpch.py
index 9cc897e76..ffee5554c 100644
--- a/benchmarks/tpch/tpch.py
+++ b/benchmarks/tpch/tpch.py
@@ -23,7 +23,7 @@
 
 
 def bench(data_path, query_path) -> None:
-    with Path.open("results.csv", "w") as results:
+    with Path("results.csv").open("w") as results:
         # register tables
         start = time.time()
         total_time_millis = 0
@@ -46,7 +46,7 @@ def bench(data_path, query_path) -> None:
         print("Configuration:\n", ctx)
 
         # register tables
-        with Path.open("create_tables.sql") as f:
+        with Path("create_tables.sql").open() as f:
             sql = ""
             for line in f.readlines():
                 if line.startswith("--"):
@@ -66,7 +66,7 @@ def bench(data_path, query_path) -> None:
 
         # run queries
         for query in range(1, 23):
-            with Path.open(f"{query_path}/q{query}.sql") as f:
+            with Path(f"{query_path}/q{query}.sql").open() as f:
                 text = f.read()
                 tmp = text.split(";")
                 queries = [s.strip() for s in tmp if len(s.strip()) > 0]
diff --git a/docs/source/contributor-guide/ffi.rst b/docs/source/contributor-guide/ffi.rst
index 64413866f..5006b0ca4 100644
--- a/docs/source/contributor-guide/ffi.rst
+++ b/docs/source/contributor-guide/ffi.rst
@@ -15,6 +15,8 @@
 .. specific language governing permissions and limitations
 .. under the License.
 
+.. _ffi:
+
 Python Extensions
 =================
 
diff --git a/docs/source/index.rst b/docs/source/index.rst
index adec60f48..134d41cb6 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -77,6 +77,7 @@ Example
    user-guide/io/index
    user-guide/configuration
    user-guide/sql
+   user-guide/upgrade-guides
 
 
 .. _toc.contributor_guide:
diff --git a/docs/source/user-guide/upgrade-guides.rst b/docs/source/user-guide/upgrade-guides.rst
new file mode 100644
index 000000000..a77f60776
--- /dev/null
+++ b/docs/source/user-guide/upgrade-guides.rst
@@ -0,0 +1,96 @@
+.. Licensed to the Apache Software Foundation (ASF) under one
+.. or more contributor license agreements.  See the NOTICE file
+.. distributed with this work for additional information
+.. regarding copyright ownership.  The ASF licenses this file
+.. to you under the Apache License, Version 2.0 (the
+.. "License"); you may not use this file except in compliance
+.. with the License.  You may obtain a copy of the License at
+
+..   http://www.apache.org/licenses/LICENSE-2.0
+
+.. Unless required by applicable law or agreed to in writing,
+.. software distributed under the License is distributed on an
+.. "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+.. KIND, either express or implied.  See the License for the
+.. specific language governing permissions and limitations
+.. under the License.
+
+Upgrade Guides
+==============
+
+DataFusion 52.0.0
+-----------------
+
+This version includes a major update to the :ref:`ffi` due to upgrades
+to the `Foreign Function Interface <https://doc.rust-lang.org/nomicon/ffi.html>`_.
+Users who contribute their own ``CatalogProvider``, ``SchemaProvider``,
+``TableProvider`` or ``TableFunction`` via FFI must now provide access to a
+``LogicalExtensionCodec`` and a ``TaskContextProvider``. The function signatures
+for the methods to get these ``PyCapsule`` objects now requires an additional
+parameter, which is a Python object that can be used to extract the
+``FFI_LogicalExtensionCodec`` that is necessary.
+
+A complete example can be found in the `FFI example <https://github.com/apache/datafusion-python/tree/main/examples/datafusion-ffi-example>`_.
+Your methods need to be updated to take an additional parameter like in this
+example.
+
+.. code-block:: rust
+
+    #[pymethods]
+    impl MyCatalogProvider {
+        pub fn __datafusion_catalog_provider__<'py>(
+            &self,
+            py: Python<'py>,
+            session: Bound<PyAny>,
+        ) -> PyResult<Bound<'py, PyCapsule>> {
+            let name = cr"datafusion_catalog_provider".into();
+
+            let provider = Arc::clone(&self.inner) as Arc<dyn CatalogProvider + Send>;
+
+            let codec = ffi_logical_codec_from_pycapsule(session)?;
+            let provider = FFI_CatalogProvider::new_with_ffi_codec(provider, None, codec);
+
+            PyCapsule::new(py, provider, Some(name))
+        }
+    }
+
+To extract the logical extension codec FFI object from the provided object you
+can implement a helper method such as:
+
+.. code-block:: rust
+
+    pub(crate) fn ffi_logical_codec_from_pycapsule(
+        obj: Bound<PyAny>,
+    ) -> PyResult<FFI_LogicalExtensionCodec> {
+        let attr_name = "__datafusion_logical_extension_codec__";
+        let capsule = if obj.hasattr(attr_name)? {
+            obj.getattr(attr_name)?.call0()?
+        } else {
+            obj
+        };
+
+        let capsule = capsule.downcast::<PyCapsule>()?;
+        validate_pycapsule(capsule, "datafusion_logical_extension_codec")?;
+
+        let codec = unsafe { capsule.reference::<FFI_LogicalExtensionCodec>() };
+
+        Ok(codec.clone())
+    }
+
+
+The DataFusion FFI interface updates no longer depend directly on the
+``datafusion`` core crate. You can improve your build times and potentially
+reduce your library binary size by removing this dependency and instead
+using the specific datafusion project crates.
+
+For example, instead of including expressions like:
+
+.. code-block:: rust
+
+    use datafusion::catalog::MemTable;
+
+Instead you can now write:
+
+.. code-block:: rust
+
+    use datafusion_catalog::MemTable;
diff --git a/examples/datafusion-ffi-example/Cargo.lock b/examples/datafusion-ffi-example/Cargo.lock
index 148c05edd..383716d41 100644
--- a/examples/datafusion-ffi-example/Cargo.lock
+++ b/examples/datafusion-ffi-example/Cargo.lock
@@ -64,7 +64,7 @@ checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
 dependencies = [
  "cfg-if",
  "const-random",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "once_cell",
  "version_check",
  "zerocopy",
@@ -72,9 +72,9 @@ dependencies = [
 
 [[package]]
 name = "aho-corasick"
-version = "1.1.3"
+version = "1.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916"
+checksum = "ddd31a130427c27518df266943a5308ed92d4b226cc639f5a8f1002816174301"
 dependencies = [
  "memchr",
 ]
@@ -111,27 +111,15 @@ dependencies = [
 
 [[package]]
 name = "anyhow"
-version = "1.0.99"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b0674a1ddeecb70197781e945de4b3b8ffb61fa939a5597bcf48503737663100"
-
-[[package]]
-name = "arrayref"
-version = "0.3.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "76a2e8124351fda1ef8aaaa3bbd7ebbcb486bbcd4225aca0aa0d84bb2db8fecb"
-
-[[package]]
-name = "arrayvec"
-version = "0.7.6"
+version = "1.0.100"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
+checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
 
 [[package]]
 name = "arrow"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4df8bb5b0bd64c0b9bc61317fcc480bad0f00e56d3bc32c69a4c8dada4786bae"
+checksum = "cb372a7cbcac02a35d3fb7b3fc1f969ec078e871f9bb899bf00a2e1809bec8a3"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -150,9 +138,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a1a640186d3bd30a24cb42264c2dafb30e236a6f50d510e56d40b708c9582491"
+checksum = "0f377dcd19e440174596d83deb49cd724886d91060c07fec4f67014ef9d54049"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -164,9 +152,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "219fe420e6800979744c8393b687afb0252b3f8a89b91027d27887b72aa36d31"
+checksum = "a23eaff85a44e9fa914660fb0d0bb00b79c4a3d888b5334adb3ea4330c84f002"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -175,7 +163,7 @@ dependencies = [
  "chrono",
  "chrono-tz",
  "half",
- "hashbrown 0.16.0",
+ "hashbrown 0.16.1",
  "num-complex",
  "num-integer",
  "num-traits",
@@ -183,9 +171,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "76885a2697a7edf6b59577f568b456afc94ce0e2edc15b784ce3685b6c3c5c27"
+checksum = "a2819d893750cb3380ab31ebdc8c68874dd4429f90fd09180f3c93538bd21626"
 dependencies = [
  "bytes",
  "half",
@@ -195,13 +183,14 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c9ebb4c987e6b3b236fb4a14b20b34835abfdd80acead3ccf1f9bf399e1f168"
+checksum = "e3d131abb183f80c450d4591dc784f8d7750c50c6e2bc3fcaad148afc8361271"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
+ "arrow-ord",
  "arrow-schema",
  "arrow-select",
  "atoi",
@@ -216,9 +205,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "92386159c8d4bce96f8bd396b0642a0d544d471bdc2ef34d631aec80db40a09c"
+checksum = "2275877a0e5e7e7c76954669366c2aa1a829e340ab1f612e647507860906fb6b"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -231,9 +220,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "727681b95de313b600eddc2a37e736dcb21980a40f640314dcf360e2f36bc89b"
+checksum = "05738f3d42cb922b9096f7786f606fcb8669260c2640df8490533bb2fa38c9d3"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -244,9 +233,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "da9ba92e3de170295c98a84e5af22e2b037f0c7b32449445e6c493b5fca27f27"
+checksum = "3d09446e8076c4b3f235603d9ea7c5494e73d441b01cd61fb33d7254c11964b3"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -255,14 +244,13 @@ dependencies = [
  "arrow-select",
  "flatbuffers",
  "lz4_flex",
- "zstd",
 ]
 
 [[package]]
 name = "arrow-json"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b969b4a421ae83828591c6bf5450bd52e6d489584142845ad6a861f42fe35df8"
+checksum = "371ffd66fa77f71d7628c63f209c9ca5341081051aa32f9c8020feb0def787c0"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -284,9 +272,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "141c05298b21d03e88062317a1f1a73f5ba7b6eb041b350015b1cd6aabc0519b"
+checksum = "cbc94fc7adec5d1ba9e8cd1b1e8d6f72423b33fe978bf1f46d970fafab787521"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -297,9 +285,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5f3c06a6abad6164508ed283c7a02151515cef3de4b4ff2cebbcaeb85533db2"
+checksum = "169676f317157dc079cc5def6354d16db63d8861d61046d2f3883268ced6f99f"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -310,20 +298,18 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9cfa7a03d1eee2a4d061476e1840ad5c9867a544ca6c4c59256496af5d0a8be5"
+checksum = "d27609cd7dd45f006abae27995c2729ef6f4b9361cde1ddd019dc31a5aa017e0"
 dependencies = [
  "bitflags",
- "serde_core",
- "serde_json",
 ]
 
 [[package]]
 name = "arrow-select"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bafa595babaad59f2455f4957d0f26448fb472722c186739f4fac0823a1bdb47"
+checksum = "ae980d021879ea119dd6e2a13912d81e64abed372d53163e804dfe84639d8010"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -335,9 +321,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32f46457dbbb99f2650ff3ac23e46a929e0ab81db809b02aa5511c258348bef2"
+checksum = "cf35e8ef49dcf0c5f6d175edee6b8af7b45611805333129c541a8b89a0fc0534"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -362,23 +348,6 @@ dependencies = [
  "syn 1.0.109",
 ]
 
-[[package]]
-name = "async-compression"
-version = "0.4.19"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "06575e6a9673580f52661c92107baabffbf41e2141373441cbcdc47cb733003c"
-dependencies = [
- "bzip2 0.5.2",
- "flate2",
- "futures-core",
- "memchr",
- "pin-project-lite",
- "tokio",
- "xz2",
- "zstd",
- "zstd-safe",
-]
-
 [[package]]
 name = "async-ffi"
 version = "0.5.0"
@@ -396,7 +365,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -420,55 +389,11 @@ version = "0.22.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
-[[package]]
-name = "bigdecimal"
-version = "0.4.8"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1a22f228ab7a1b23027ccc6c350b72868017af7ea8356fbdf19f8d991c690013"
-dependencies = [
- "autocfg",
- "libm",
- "num-bigint",
- "num-integer",
- "num-traits",
-]
-
 [[package]]
 name = "bitflags"
-version = "2.9.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "34efbcccd345379ca2868b2b2c9d3782e9cc58ba87bc7d79d5b53d9c9ae6f25d"
-
-[[package]]
-name = "blake2"
-version = "0.10.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "46502ad458c9a52b69d4d4d32775c788b7a1b85e8bc9d482d92250fc0e3f8efe"
-dependencies = [
- "digest",
-]
-
-[[package]]
-name = "blake3"
-version = "1.8.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3888aaa89e4b2a40fca9848e400f6a658a5a3978de7be858e209cafa8be9a4a0"
-dependencies = [
- "arrayref",
- "arrayvec",
- "cc",
- "cfg-if",
- "constant_time_eq",
-]
-
-[[package]]
-name = "block-buffer"
-version = "0.10.4"
+version = "2.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3078c7629b62d3f0439517fa394996acacc5cbc91c5a20d8c658e77abd503a71"
-dependencies = [
- "generic-array",
-]
+checksum = "812e12b5285cc515a9c72a5c1d3b6d46a19dac5acfef5265968c166106e31dd3"
 
 [[package]]
 name = "brotli"
@@ -493,9 +418,9 @@ dependencies = [
 
 [[package]]
 name = "bumpalo"
-version = "3.19.0"
+version = "3.19.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "46c5e41b57b8bba42a04676d81cb89e9ee8e859a1a66f80a5a72e1cb76b34d43"
+checksum = "5dd9dc738b7a8311c7ade152424974d8115f2cdad61e8dab8dac9f2362298510"
 
 [[package]]
 name = "byteorder"
@@ -505,44 +430,17 @@ checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
 [[package]]
 name = "bytes"
-version = "1.10.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d71b6127be86fdcfddb610f7182ac57211d4b18a3e9c82eb2d17662f2227ad6a"
-
-[[package]]
-name = "bzip2"
-version = "0.5.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "49ecfb22d906f800d4fe833b6282cf4dc1c298f5057ca0b5445e5c209735ca47"
-dependencies = [
- "bzip2-sys",
-]
-
-[[package]]
-name = "bzip2"
-version = "0.6.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3a53fac24f34a81bc9954b5d6cfce0c21e18ec6959f44f56e8e90e4bb7c346c"
-dependencies = [
- "libbz2-rs-sys",
-]
-
-[[package]]
-name = "bzip2-sys"
-version = "0.1.13+1.0.8"
+version = "1.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "225bff33b2141874fe80d71e07d6eec4f85c5c216453dd96388240f96e1acc14"
-dependencies = [
- "cc",
- "pkg-config",
-]
+checksum = "b35204fbdc0b3f4446b89fc1ac2cf84a8a68971995d0bf2e925ec7cd960f9cb3"
 
 [[package]]
 name = "cc"
-version = "1.2.34"
+version = "1.2.52"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42bc4aea80032b7bf409b0bc7ccad88853858911b7713a8062fdc0623867bedc"
+checksum = "cd4932aefd12402b36c60956a4fe0035421f544799057659ff86f923657aada3"
 dependencies = [
+ "find-msvc-tools",
  "jobserver",
  "libc",
  "shlex",
@@ -550,9 +448,9 @@ dependencies = [
 
 [[package]]
 name = "cfg-if"
-version = "1.0.3"
+version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fd1289c04a9ea8cb22300a459a72a385d7c73d3259e2ed7dcb2af674838cfa9"
+checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
 
 [[package]]
 name = "chrono"
@@ -562,7 +460,7 @@ checksum = "145052bdd345b87320e369255277e3fb5152762ad123a901ef5c262dd38fe8d2"
 dependencies = [
  "iana-time-zone",
  "num-traits",
- "windows-link 0.2.1",
+ "windows-link",
 ]
 
 [[package]]
@@ -577,12 +475,11 @@ dependencies = [
 
 [[package]]
 name = "comfy-table"
-version = "7.1.2"
+version = "7.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e0d05af1e006a2407bedef5af410552494ce5be9090444dbbcb57258c1af3d56"
+checksum = "b03b7db8e0b4b2fdad6c551e634134e99ec000e5c8c3b6856c65e8bbaded7a3b"
 dependencies = [
- "strum",
- "strum_macros",
+ "unicode-segmentation",
  "unicode-width",
 ]
 
@@ -608,19 +505,13 @@ dependencies = [
 
 [[package]]
 name = "const_panic"
-version = "0.2.14"
+version = "0.2.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bb8a602185c3c95b52f86dc78e55a6df9a287a7a93ddbcf012509930880cf879"
+checksum = "e262cdaac42494e3ae34c43969f9cdeb7da178bdb4b66fa6a1ea2edb4c8ae652"
 dependencies = [
  "typewit",
 ]
 
-[[package]]
-name = "constant_time_eq"
-version = "0.3.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c74b8349d32d297c9134b8c88677813a227df8f779daa29bfc29c183fe3dca6"
-
 [[package]]
 name = "core-foundation-sys"
 version = "0.8.7"
@@ -642,15 +533,6 @@ version = "1.5.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "533d38ecd2709b7608fb8e18e4504deb99e9a72879e6aa66373a76d8dc4259ea"
 
-[[package]]
-name = "cpufeatures"
-version = "0.2.17"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "59ed5838eebb26a2bb2e58f6d5b5316989ae9d08bab10e0e6d103e656d1b0280"
-dependencies = [
- "libc",
-]
-
 [[package]]
 name = "crc32fast"
 version = "1.5.0"
@@ -681,33 +563,23 @@ version = "0.2.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "460fbee9c2c2f33933d720630a6a0bac33ba7053db5344fac858d4b8952d77d5"
 
-[[package]]
-name = "crypto-common"
-version = "0.1.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1bfb12502f3fc46cca1bb51ac28df9d618d813cdc3d2f25b9fe775a34af26bb3"
-dependencies = [
- "generic-array",
- "typenum",
-]
-
 [[package]]
 name = "csv"
-version = "1.3.1"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "acdc4883a9c96732e4733212c01447ebd805833b7275a73ca3ee080fd77afdaf"
+checksum = "52cd9d68cf7efc6ddfaaee42e7288d3a99d613d4b50f76ce9827ae0c6e14f938"
 dependencies = [
  "csv-core",
  "itoa",
  "ryu",
- "serde",
+ "serde_core",
 ]
 
 [[package]]
 name = "csv-core"
-version = "0.1.12"
+version = "0.1.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d02f3b0da4c6504f86e9cd789d8dbafab48c2321be74e9987593de5a894d93d"
+checksum = "704a3c26996a80471189265814dbc2c257598b96b8a7feae2d31ace646bb9782"
 dependencies = [
  "memchr",
 ]
@@ -726,67 +598,11 @@ dependencies = [
  "parking_lot_core",
 ]
 
-[[package]]
-name = "datafusion"
-version = "51.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8ba7cb113e9c0bedf9e9765926031e132fa05a1b09ba6e93a6d1a4d7044457b8"
-dependencies = [
- "arrow",
- "arrow-schema",
- "async-trait",
- "bytes",
- "bzip2 0.6.1",
- "chrono",
- "datafusion-catalog",
- "datafusion-catalog-listing",
- "datafusion-common",
- "datafusion-common-runtime",
- "datafusion-datasource",
- "datafusion-datasource-arrow",
- "datafusion-datasource-csv",
- "datafusion-datasource-json",
- "datafusion-datasource-parquet",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-functions",
- "datafusion-functions-aggregate",
- "datafusion-functions-nested",
- "datafusion-functions-table",
- "datafusion-functions-window",
- "datafusion-optimizer",
- "datafusion-physical-expr",
- "datafusion-physical-expr-adapter",
- "datafusion-physical-expr-common",
- "datafusion-physical-optimizer",
- "datafusion-physical-plan",
- "datafusion-session",
- "datafusion-sql",
- "flate2",
- "futures",
- "itertools",
- "log",
- "object_store",
- "parking_lot",
- "parquet",
- "rand",
- "regex",
- "rstest",
- "sqlparser",
- "tempfile",
- "tokio",
- "url",
- "uuid",
- "xz2",
- "zstd",
-]
-
 [[package]]
 name = "datafusion-catalog"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "66a3a799f914a59b1ea343906a0486f17061f39509af74e874a866428951130d"
+checksum = "f3e91b2603f906cf8cb8be84ba4e34f9d8fe6dbdfdd6916d55f22317074d1fdf"
 dependencies = [
  "arrow",
  "async-trait",
@@ -809,9 +625,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6db1b113c80d7a0febcd901476a57aef378e717c54517a163ed51417d87621b0"
+checksum = "919d20cdebddee4d8dca651aa0291a44c8104824d1ac288996a325c319ce31ba"
 dependencies = [
  "arrow",
  "async-trait",
@@ -828,38 +644,35 @@ dependencies = [
  "itertools",
  "log",
  "object_store",
- "tokio",
 ]
 
 [[package]]
 name = "datafusion-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c10f7659e96127d25e8366be7c8be4109595d6a2c3eac70421f380a7006a1b0"
+checksum = "31ff2c4e95be40ad954de93862167b165a6fb49248bb882dea8aef4f888bc767"
 dependencies = [
  "ahash",
  "arrow",
  "arrow-ipc",
  "chrono",
  "half",
- "hashbrown 0.14.5",
+ "hashbrown 0.16.1",
  "indexmap",
  "libc",
  "log",
  "object_store",
  "parquet",
  "paste",
- "recursive",
- "sqlparser",
  "tokio",
  "web-time",
 ]
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b92065bbc6532c6651e2f7dd30b55cba0c7a14f860c7e1d15f165c41a1868d95"
+checksum = "0dd9f820fe58c2600b6c33a14432228dbaaf233b96c83a1fd61f16d073d5c3c5"
 dependencies = [
  "futures",
  "log",
@@ -868,15 +681,13 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fde13794244bc7581cd82f6fff217068ed79cdc344cafe4ab2c3a1c3510b38d6"
+checksum = "86b32b7b12645805d20b70aba6ba846cd262d7b073f7f617640c3294af108d44"
 dependencies = [
  "arrow",
- "async-compression",
  "async-trait",
  "bytes",
- "bzip2 0.6.1",
  "chrono",
  "datafusion-common",
  "datafusion-common-runtime",
@@ -887,7 +698,6 @@ dependencies = [
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
- "flate2",
  "futures",
  "glob",
  "itertools",
@@ -895,17 +705,14 @@ dependencies = [
  "object_store",
  "rand",
  "tokio",
- "tokio-util",
  "url",
- "xz2",
- "zstd",
 ]
 
 [[package]]
 name = "datafusion-datasource-arrow"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "804fa9b4ecf3157982021770617200ef7c1b2979d57bec9044748314775a9aea"
+checksum = "597695c8ebb723ee927b286139d43a3fbed6de7ad9210bd1a9fed5c721ac6fb1"
 dependencies = [
  "arrow",
  "arrow-ipc",
@@ -927,9 +734,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61a1641a40b259bab38131c5e6f48fac0717bedb7dc93690e604142a849e0568"
+checksum = "6bb493d07d8da6d00a89ea9cc3e74a56795076d9faed5ac30284bd9ef37929e9"
 dependencies = [
  "arrow",
  "async-trait",
@@ -950,9 +757,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "adeacdb00c1d37271176f8fb6a1d8ce096baba16ea7a4b2671840c5c9c64fe85"
+checksum = "5e9806521c4d3632f53b9a664041813c267c670232efa1452ef29faee71c3749"
 dependencies = [
  "arrow",
  "async-trait",
@@ -972,9 +779,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "43d0b60ffd66f28bfb026565d62b0a6cbc416da09814766a3797bba7d85a3cd9"
+checksum = "f6a3ccd48d5034f8461f522114d0e46dfb3a9f0ce01a4d53a721024ace95d60d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1002,18 +809,19 @@ dependencies = [
 
 [[package]]
 name = "datafusion-doc"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2b99e13947667b36ad713549237362afb054b2d8f8cc447751e23ec61202db07"
+checksum = "ff69a18418e9878d4840f35e2ad7f2a6386beedf192e9f065e628a7295ff5fbf"
 
 [[package]]
 name = "datafusion-execution"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "63695643190679037bc946ad46a263b62016931547bf119859c511f7ff2f5178"
+checksum = "ccbc5e469b35d87c0b115327be83d68356ef9154684d32566315b5c071577e23"
 dependencies = [
  "arrow",
  "async-trait",
+ "chrono",
  "dashmap",
  "datafusion-common",
  "datafusion-expr",
@@ -1028,9 +836,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f9a4787cbf5feb1ab351f789063398f67654a6df75c4d37d7f637dc96f951a91"
+checksum = "81ed3c02a3faf4e09356d5a314471703f440f0a6a14ca6addaf6cfb44ab14de5"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1044,16 +852,15 @@ dependencies = [
  "indexmap",
  "itertools",
  "paste",
- "recursive",
  "serde_json",
  "sqlparser",
 ]
 
 [[package]]
 name = "datafusion-expr-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5ce2fb1b8c15c9ac45b0863c30b268c69dc9ee7a1ee13ecf5d067738338173dc"
+checksum = "1567e60d21c372ca766dc9dde98efabe2b06d98f008d988fed00d93546bf5be7"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1064,20 +871,27 @@ dependencies = [
 
 [[package]]
 name = "datafusion-ffi"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec510e7787641279b0336e8b79e4b7bd1385d5976875ff9b97f4269ce5231a67"
+checksum = "f3ec8492849520101bee44489da8c49f2df3c34d55fd6e502f8083e66a30cdff"
 dependencies = [
  "abi_stable",
  "arrow",
  "arrow-schema",
  "async-ffi",
  "async-trait",
- "datafusion",
+ "datafusion-catalog",
  "datafusion-common",
+ "datafusion-datasource",
+ "datafusion-execution",
+ "datafusion-expr",
  "datafusion-functions-aggregate-common",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "datafusion-physical-plan",
  "datafusion-proto",
  "datafusion-proto-common",
+ "datafusion-session",
  "futures",
  "log",
  "prost",
@@ -1093,24 +907,27 @@ dependencies = [
  "arrow-array",
  "arrow-schema",
  "async-trait",
- "datafusion",
+ "datafusion-catalog",
+ "datafusion-common",
+ "datafusion-expr",
  "datafusion-ffi",
+ "datafusion-functions-aggregate",
+ "datafusion-functions-window",
  "pyo3",
  "pyo3-build-config",
 ]
 
 [[package]]
 name = "datafusion-functions"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "794a9db7f7b96b3346fc007ff25e994f09b8f0511b4cf7dff651fadfe3ebb28f"
+checksum = "c4593538abd95c27eeeb2f86b7ad827cce07d0c474eae9b122f4f9675f8c20ad"
 dependencies = [
  "arrow",
  "arrow-buffer",
  "base64",
- "blake2",
- "blake3",
  "chrono",
+ "chrono-tz",
  "datafusion-common",
  "datafusion-doc",
  "datafusion-execution",
@@ -1120,20 +937,18 @@ dependencies = [
  "hex",
  "itertools",
  "log",
- "md-5",
  "num-traits",
  "rand",
  "regex",
- "sha2",
  "unicode-segmentation",
  "uuid",
 ]
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1c25210520a9dcf9c2b2cbbce31ebd4131ef5af7fc60ee92b266dc7d159cb305"
+checksum = "f81cdf609f43cd26156934fd81beb7215d60dda40a776c2e1b83d73df69434f2"
 dependencies = [
  "ahash",
  "arrow",
@@ -1152,9 +967,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62f4a66f3b87300bb70f4124b55434d2ae3fe80455f3574701d0348da040b55d"
+checksum = "9173f1bcea2ede4a5c23630a48469f06c9db9a408eb5fd140d1ff9a5e0c40ebf"
 dependencies = [
  "ahash",
  "arrow",
@@ -1163,34 +978,11 @@ dependencies = [
  "datafusion-physical-expr-common",
 ]
 
-[[package]]
-name = "datafusion-functions-nested"
-version = "51.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ae5c06eed03918dc7fe7a9f082a284050f0e9ecf95d72f57712d1496da03b8c4"
-dependencies = [
- "arrow",
- "arrow-ord",
- "datafusion-common",
- "datafusion-doc",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-functions",
- "datafusion-functions-aggregate",
- "datafusion-functions-aggregate-common",
- "datafusion-macros",
- "datafusion-physical-expr-common",
- "itertools",
- "log",
- "paste",
-]
-
 [[package]]
 name = "datafusion-functions-table"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "db4fed1d71738fbe22e2712d71396db04c25de4111f1ec252b8f4c6d3b25d7f5"
+checksum = "57a29e8a6201b3b9fb2be17d88e287c6d427948d64220cd5ea72ced614a1aee5"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1204,9 +996,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d92206aa5ae21892f1552b4d61758a862a70956e6fd7a95cb85db1de74bc6d1"
+checksum = "cd412754964a31c515e5a814e5ce0edaf30f0ea975f3691e800eff115ee76dfb"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1222,9 +1014,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53ae9bcc39800820d53a22d758b3b8726ff84a5a3e24cecef04ef4e5fdf1c7cc"
+checksum = "d49be73a5ac0797398927a543118bd68e58e80bf95ebdabc77336bcd9c38a711"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1232,40 +1024,20 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1063ad4c9e094b3f798acee16d9a47bd7372d9699be2de21b05c3bd3f34ab848"
+checksum = "439ff5489dcac4d34ed7a49a93310c3345018c4469e34726fa471cdda725346d"
 dependencies = [
  "datafusion-doc",
  "quote",
- "syn 2.0.111",
-]
-
-[[package]]
-name = "datafusion-optimizer"
-version = "51.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9f35f9ec5d08b87fd1893a30c2929f2559c2f9806ca072d8fefca5009dc0f06a"
-dependencies = [
- "arrow",
- "chrono",
- "datafusion-common",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-physical-expr",
- "indexmap",
- "itertools",
- "log",
- "recursive",
- "regex",
- "regex-syntax",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c30cc8012e9eedcb48bbe112c6eff4ae5ed19cf3003cb0f505662e88b7014c5d"
+checksum = "83480008f66691a0047c5a88990bd76b7c1117dd8a49ca79959e214948b81f0a"
 dependencies = [
  "ahash",
  "arrow",
@@ -1275,19 +1047,20 @@ dependencies = [
  "datafusion-functions-aggregate-common",
  "datafusion-physical-expr-common",
  "half",
- "hashbrown 0.14.5",
+ "hashbrown 0.16.1",
  "indexmap",
  "itertools",
  "parking_lot",
  "paste",
  "petgraph",
+ "tokio",
 ]
 
 [[package]]
 name = "datafusion-physical-expr-adapter"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f9ff2dbd476221b1f67337699eff432781c4e6e1713d2aefdaa517dfbf79768"
+checksum = "6b438306446646b359666a658cc29d5494b1e9873bc7a57707689760666fc82c"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1300,60 +1073,44 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "90da43e1ec550b172f34c87ec68161986ced70fd05c8d2a2add66eef9c276f03"
+checksum = "95b1fbf739038e0b313473588331c5bf79985d1b842b9937c1f10b170665cae1"
 dependencies = [
  "ahash",
  "arrow",
+ "chrono",
  "datafusion-common",
  "datafusion-expr-common",
- "hashbrown 0.14.5",
- "itertools",
-]
-
-[[package]]
-name = "datafusion-physical-optimizer"
-version = "51.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ce9804f799acd7daef3be7aaffe77c0033768ed8fdbf5fb82fc4c5f2e6bc14e6"
-dependencies = [
- "arrow",
- "datafusion-common",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-physical-expr",
- "datafusion-physical-expr-common",
- "datafusion-physical-plan",
- "datafusion-pruning",
+ "hashbrown 0.16.1",
+ "indexmap",
  "itertools",
- "recursive",
+ "parking_lot",
 ]
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0acf0ad6b6924c6b1aa7d213b181e012e2d3ec0a64ff5b10ee6282ab0f8532ac"
+checksum = "a616a72b4ddf550652b36d5a7c0386eac4accea3ffc6c29a7b16c45f237e9882"
 dependencies = [
  "ahash",
  "arrow",
  "arrow-ord",
  "arrow-schema",
  "async-trait",
- "chrono",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
+ "datafusion-functions",
  "datafusion-functions-aggregate-common",
  "datafusion-functions-window-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "futures",
  "half",
- "hashbrown 0.14.5",
+ "hashbrown 0.16.1",
  "indexmap",
  "itertools",
  "log",
@@ -1364,9 +1121,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d368093a98a17d1449b1083ac22ed16b7128e4c67789991869480d8c4a40ecb9"
+checksum = "a0a96a57f60a53041c6d275dc46313bbe34f07ed51c4cea3557b321d4f3da7e0"
 dependencies = [
  "arrow",
  "chrono",
@@ -1391,9 +1148,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto-common"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3b6aef3d5e5c1d2bc3114c4876730cb76a9bdc5a8df31ef1b6db48f0c1671895"
+checksum = "38f4c54f4a47608d2ef5af2fbaca9975cac9e48b93acf41b2ccf584405a3da5e"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1402,9 +1159,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ac2c2498a1f134a9e11a9f5ed202a2a7d7e9774bd9249295593053ea3be999db"
+checksum = "4bf4b50be3ab65650452993eda4baf81edb245fb039b8714476b0f4c8801a527"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1419,9 +1176,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "51.0.0"
+version = "52.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8f96eebd17555386f459037c65ab73aae8df09f464524c709d6a3134ad4f4776"
+checksum = "66e080e2c105284460580c18e751b2133cc306df298181e4349b5b134632811a"
 dependencies = [
  "async-trait",
  "datafusion-common",
@@ -1431,35 +1188,6 @@ dependencies = [
  "parking_lot",
 ]
 
-[[package]]
-name = "datafusion-sql"
-version = "51.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3fc195fe60634b2c6ccfd131b487de46dc30eccae8a3c35a13f136e7f440414f"
-dependencies = [
- "arrow",
- "bigdecimal",
- "chrono",
- "datafusion-common",
- "datafusion-expr",
- "indexmap",
- "log",
- "recursive",
- "regex",
- "sqlparser",
-]
-
-[[package]]
-name = "digest"
-version = "0.10.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9ed9a281f7bc9b7576e61468ba615a66a5c8cfdff42420a70aa82701a3b1e292"
-dependencies = [
- "block-buffer",
- "crypto-common",
- "subtle",
-]
-
 [[package]]
 name = "displaydoc"
 version = "0.2.5"
@@ -1468,7 +1196,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -1485,12 +1213,12 @@ checksum = "877a4ace8713b0bcf2a4e7eec82529c029f1d0619886d18145fea96c3ffe5c0f"
 
 [[package]]
 name = "errno"
-version = "0.3.13"
+version = "0.3.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "778e2ac28f6c47af28e4907f13ffd1e1ddbd400980a9abd7c8df189bf578a5ad"
+checksum = "39cab71617ae0d63f51a36d69f866391735b51691dbda63cf6f96d042b63efeb"
 dependencies = [
  "libc",
- "windows-sys 0.60.2",
+ "windows-sys",
 ]
 
 [[package]]
@@ -1499,6 +1227,12 @@ version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
 
+[[package]]
+name = "find-msvc-tools"
+version = "0.1.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f449e6c6c08c865631d4890cfacf252b3d396c9bcc83adb6623cdb02a8336c41"
+
 [[package]]
 name = "fixedbitset"
 version = "0.5.7"
@@ -1507,9 +1241,9 @@ checksum = "1d674e81391d1e1ab681a28d99df07927c6d4aa5b027d7da16ba32d1d21ecd99"
 
 [[package]]
 name = "flatbuffers"
-version = "25.2.10"
+version = "25.12.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1045398c1bfd89168b5fd3f1fc11f6e70b34f6f66300c87d44d3de849463abf1"
+checksum = "35f6839d7b3b98adde531effaf34f0c2badc6f4735d26fe74709d8e513a96ef3"
 dependencies = [
  "bitflags",
  "rustc_version",
@@ -1527,16 +1261,16 @@ dependencies = [
 ]
 
 [[package]]
-name = "fnv"
-version = "1.0.7"
+name = "foldhash"
+version = "0.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3f9eec918d3f24069decb9af1554cad7c880e2da24a9afd88aca000531ab82c1"
+checksum = "d9c4f5dac5e15c24eb999c26181a6ca40b39fe946cbe4c263c7209467bc83af2"
 
 [[package]]
 name = "foldhash"
-version = "0.1.5"
+version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d9c4f5dac5e15c24eb999c26181a6ca40b39fe946cbe4c263c7209467bc83af2"
+checksum = "77ce24cb58228fbb8aa041425bb1050850ac19177686ea6e0f41a70416f56fdb"
 
 [[package]]
 name = "form_urlencoded"
@@ -1603,7 +1337,7 @@ checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -1618,12 +1352,6 @@ version = "0.3.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
 
-[[package]]
-name = "futures-timer"
-version = "3.0.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
-
 [[package]]
 name = "futures-util"
 version = "0.3.31"
@@ -1651,16 +1379,6 @@ dependencies = [
  "cfg-if",
 ]
 
-[[package]]
-name = "generic-array"
-version = "0.14.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "85649ca51fd72272d7821adaf274ad91c288277713d9c18820d8499a7ff69e9a"
-dependencies = [
- "typenum",
- "version_check",
-]
-
 [[package]]
 name = "getrandom"
 version = "0.2.16"
@@ -1669,19 +1387,19 @@ checksum = "335ff9f135e4384c8150d6f27c6daed433577f86b4750418338c01a1a2528592"
 dependencies = [
  "cfg-if",
  "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
+ "wasi",
 ]
 
 [[package]]
 name = "getrandom"
-version = "0.3.3"
+version = "0.3.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "26145e563e54f2cadc477553f1ec5ee650b00862f0a58bcd12cbdc5f0ea2d2f4"
+checksum = "899def5c37c4fd7b2664648c28120ecec138e4d395b459e5ca34f9cce2dd77fd"
 dependencies = [
  "cfg-if",
  "libc",
  "r-efi",
- "wasi 0.14.2+wasi-0.2.4",
+ "wasip2",
 ]
 
 [[package]]
@@ -1707,10 +1425,6 @@ name = "hashbrown"
 version = "0.14.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e5274423e17b7c9fc20b6e7e208532f9b19825d82dfd615708b70edd83df41f1"
-dependencies = [
- "ahash",
- "allocator-api2",
-]
 
 [[package]]
 name = "hashbrown"
@@ -1718,14 +1432,19 @@ version = "0.15.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
 dependencies = [
- "foldhash",
+ "foldhash 0.1.5",
 ]
 
 [[package]]
 name = "hashbrown"
-version = "0.16.0"
+version = "0.16.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5419bdc4f6a9207fbeba6d11b604d481addf78ecd10c11ad51e76c2f6482748d"
+checksum = "841d1cc9bed7f9236f321df977030373f4a4163ae1a7dbfe1a51a2c1a51d9100"
+dependencies = [
+ "allocator-api2",
+ "equivalent",
+ "foldhash 0.2.0",
+]
 
 [[package]]
 name = "heck"
@@ -1741,26 +1460,25 @@ checksum = "7f24254aa9a54b5c858eaee2f5bccdb46aaf0e486a595ed5fd8f86ba55232a70"
 
 [[package]]
 name = "http"
-version = "1.3.1"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f4a85d31aea989eead29a3aaf9e1115a180df8282431156e533de47660892565"
+checksum = "e3ba2a386d7f85a81f119ad7498ebe444d2e22c2af0b86b069416ace48b3311a"
 dependencies = [
  "bytes",
- "fnv",
  "itoa",
 ]
 
 [[package]]
 name = "humantime"
-version = "2.2.0"
+version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9b112acc8b3adf4b107a8ec20977da0273a8c386765a3ec0229bd500a1443f9f"
+checksum = "135b12329e5e3ce057a9f972339ea52bc954fe1e9358ef27f95e89716fbc5424"
 
 [[package]]
 name = "iana-time-zone"
-version = "0.1.63"
+version = "0.1.64"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b0c919e5debc312ad217002b8048a17b7d83f80703865bbfcfebb0458b0b27d8"
+checksum = "33e57f83510bb73707521ebaffa789ec8caf86f9657cad665b092b581d40e9fb"
 dependencies = [
  "android_system_properties",
  "core-foundation-sys",
@@ -1782,9 +1500,9 @@ dependencies = [
 
 [[package]]
 name = "icu_collections"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "200072f5d0e3614556f94a9930d5dc3e0662a652823904c3a75dc3b0af7fee47"
+checksum = "4c6b649701667bbe825c3b7e6388cb521c23d88644678e83c0c4d0a621a34b43"
 dependencies = [
  "displaydoc",
  "potential_utf",
@@ -1795,9 +1513,9 @@ dependencies = [
 
 [[package]]
 name = "icu_locale_core"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0cde2700ccaed3872079a65fb1a78f6c0a36c91570f28755dda67bc8f7d9f00a"
+checksum = "edba7861004dd3714265b4db54a3c390e880ab658fec5f7db895fae2046b5bb6"
 dependencies = [
  "displaydoc",
  "litemap",
@@ -1808,11 +1526,10 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "436880e8e18df4d7bbc06d58432329d6458cc84531f7ac5f024e93deadb37979"
+checksum = "5f6c8828b67bf8908d82127b2054ea1b4427ff0230ee9141c54251934ab1b599"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_normalizer_data",
  "icu_properties",
@@ -1823,42 +1540,38 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer_data"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "00210d6893afc98edb752b664b8890f0ef174c8adbb8d0be9710fa66fbbf72d3"
+checksum = "7aedcccd01fc5fe81e6b489c15b247b8b0690feb23304303a9e560f37efc560a"
 
 [[package]]
 name = "icu_properties"
-version = "2.0.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "016c619c1eeb94efb86809b015c58f479963de65bdb6253345c1a1276f22e32b"
+checksum = "020bfc02fe870ec3a66d93e677ccca0562506e5872c650f893269e08615d74ec"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_locale_core",
  "icu_properties_data",
  "icu_provider",
- "potential_utf",
  "zerotrie",
  "zerovec",
 ]
 
 [[package]]
 name = "icu_properties_data"
-version = "2.0.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "298459143998310acd25ffe6810ed544932242d3f07083eee1084d83a71bd632"
+checksum = "616c294cf8d725c6afcd8f55abc17c56464ef6211f9ed59cccffe534129c77af"
 
 [[package]]
 name = "icu_provider"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "03c80da27b5f4187909049ee2d72f276f0d9f99a42c306bd0131ecfe04d8e5af"
+checksum = "85962cf0ce02e1e0a629cc34e7ca3e373ce20dda4c4d7294bbd0bf1fdb59e614"
 dependencies = [
  "displaydoc",
  "icu_locale_core",
- "stable_deref_trait",
- "tinystr",
  "writeable",
  "yoke",
  "zerofrom",
@@ -1889,19 +1602,22 @@ dependencies = [
 
 [[package]]
 name = "indexmap"
-version = "2.12.0"
+version = "2.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6717a8d2a5a929a1a2eb43a12812498ed141a0bcfb7e8f7844fbdbe4303bba9f"
+checksum = "7714e70437a7dc3ac8eb7e6f8df75fd8eb422675fc7678aff7364301092b1017"
 dependencies = [
  "equivalent",
- "hashbrown 0.16.0",
+ "hashbrown 0.16.1",
 ]
 
 [[package]]
 name = "indoc"
-version = "2.0.6"
+version = "2.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f4c7245a08504955605670dbf141fceab975f15ca21570696aebe9d2e71576bd"
+checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706"
+dependencies = [
+ "rustversion",
+]
 
 [[package]]
 name = "integer-encoding"
@@ -1920,9 +1636,9 @@ dependencies = [
 
 [[package]]
 name = "itoa"
-version = "1.0.15"
+version = "1.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a5f13b858c8d314ee3e8f639011f7ccefe71f97f96e50151fb991f267928e2c"
+checksum = "92ecc6618181def0457392ccd0ee51198e065e016d1d527a7ac1b6dc7c1f09d2"
 
 [[package]]
 name = "jobserver"
@@ -1930,15 +1646,15 @@ version = "0.1.34"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9afb3de4395d6b3e67a780b6de64b51c978ecf11cb9a462c66be7d4ca9039d33"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "libc",
 ]
 
 [[package]]
 name = "js-sys"
-version = "0.3.77"
+version = "0.3.83"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1cfaf33c695fc6e08064efbc1f72ec937429614f25eef83af942d0e227c3a28f"
+checksum = "464a3709c7f55f1f721e5389aa6ea4e3bc6aba669353300af094b29ffbdde1d8"
 dependencies = [
  "once_cell",
  "wasm-bindgen",
@@ -1946,9 +1662,9 @@ dependencies = [
 
 [[package]]
 name = "lexical-core"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b765c31809609075565a70b4b71402281283aeda7ecaf4818ac14a7b2ade8958"
+checksum = "7d8d125a277f807e55a77304455eb7b1cb52f2b18c143b60e766c120bd64a594"
 dependencies = [
  "lexical-parse-float",
  "lexical-parse-integer",
@@ -1959,66 +1675,53 @@ dependencies = [
 
 [[package]]
 name = "lexical-parse-float"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "de6f9cb01fb0b08060209a057c048fcbab8717b4c1ecd2eac66ebfe39a65b0f2"
+checksum = "52a9f232fbd6f550bc0137dcb5f99ab674071ac2d690ac69704593cb4abbea56"
 dependencies = [
  "lexical-parse-integer",
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-parse-integer"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72207aae22fc0a121ba7b6d479e42cbfea549af1479c3f3a4f12c70dd66df12e"
+checksum = "9a7a039f8fb9c19c996cd7b2fcce303c1b2874fe1aca544edc85c4a5f8489b34"
 dependencies = [
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-util"
-version = "1.0.6"
+version = "1.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a82e24bf537fd24c177ffbbdc6ebcc8d54732c35b50a3f28cc3f4e4c949a0b3"
-dependencies = [
- "static_assertions",
-]
+checksum = "2604dd126bb14f13fb5d1bd6a66155079cb9fa655b37f875b3a742c705dbed17"
 
 [[package]]
 name = "lexical-write-float"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5afc668a27f460fb45a81a757b6bf2f43c2d7e30cb5a2dcd3abf294c78d62bd"
+checksum = "50c438c87c013188d415fbabbb1dceb44249ab81664efbd31b14ae55dabb6361"
 dependencies = [
  "lexical-util",
  "lexical-write-integer",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-write-integer"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "629ddff1a914a836fb245616a7888b62903aae58fa771e1d83943035efa0f978"
+checksum = "409851a618475d2d5796377cad353802345cba92c867d9fbcde9cf4eac4e14df"
 dependencies = [
  "lexical-util",
- "static_assertions",
 ]
 
-[[package]]
-name = "libbz2-rs-sys"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2c4a545a15244c7d945065b5d392b2d2d7f21526fba56ce51467b06ed445e8f7"
-
 [[package]]
 name = "libc"
-version = "0.2.177"
+version = "0.2.180"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2874a2af47a2325c2001a6e6fad9b16a53b802102b528163885171cf92b15976"
+checksum = "bcc35a38544a891a5f7c865aca548a982ccb3b8650a5b06d0fd33a10283c56fc"
 
 [[package]]
 name = "libloading"
@@ -2038,76 +1741,54 @@ checksum = "f9fbbcab51052fe104eb5e5d351cf728d30a5be1fe14d9be8a3b097481fb97de"
 
 [[package]]
 name = "libz-rs-sys"
-version = "0.5.1"
+version = "0.5.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "172a788537a2221661b480fee8dc5f96c580eb34fa88764d3205dc356c7e4221"
+checksum = "c10501e7805cee23da17c7790e59df2870c0d4043ec6d03f67d31e2b53e77415"
 dependencies = [
  "zlib-rs",
 ]
 
 [[package]]
 name = "linux-raw-sys"
-version = "0.9.4"
+version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd945864f07fe9f5371a27ad7b52a172b4b499999f1d97574c9fa68373937e12"
+checksum = "df1d3c3b53da64cf5760482273a98e575c651a67eec7f77df96b5b642de8f039"
 
 [[package]]
 name = "litemap"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "241eaef5fd12c88705a01fc1066c48c4b36e0dd4377dcdc7ec3942cea7a69956"
+checksum = "6373607a59f0be73a39b6fe456b8192fcc3585f602af20751600e974dd455e77"
 
 [[package]]
 name = "lock_api"
-version = "0.4.13"
+version = "0.4.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "96936507f153605bddfcda068dd804796c84324ed2510809e5b2a624c81da765"
+checksum = "224399e74b87b5f3557511d98dff8b14089b3dadafcab6bb93eab67d3aace965"
 dependencies = [
- "autocfg",
  "scopeguard",
 ]
 
 [[package]]
 name = "log"
-version = "0.4.27"
+version = "0.4.29"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "13dc2df351e3202783a1fe0d44375f7295ffb4049267b0f3018346dc122a1d94"
+checksum = "5e5032e24019045c762d3c0f28f5b6b8bbf38563a65908389bf7978758920897"
 
 [[package]]
 name = "lz4_flex"
-version = "0.11.5"
+version = "0.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08ab2867e3eeeca90e844d1940eab391c9dc5228783db2ed999acbc0a9ed375a"
+checksum = "ab6473172471198271ff72e9379150e9dfd70d8e533e0752a27e515b48dd375e"
 dependencies = [
  "twox-hash",
 ]
 
-[[package]]
-name = "lzma-sys"
-version = "0.1.20"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5fda04ab3764e6cde78b9974eec4f779acaba7c4e84b36eca3cf77c581b85d27"
-dependencies = [
- "cc",
- "libc",
- "pkg-config",
-]
-
-[[package]]
-name = "md-5"
-version = "0.10.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d89e7ee0cfbedfc4da3340218492196241d89eefb6dab27de5df917a6d2e78cf"
-dependencies = [
- "cfg-if",
- "digest",
-]
-
 [[package]]
 name = "memchr"
-version = "2.7.5"
+version = "2.7.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32a282da65faaf38286cf3be983213fcf1d2e2a58700e808f83f4ea9a4804bc0"
+checksum = "f52b00d39961fc5b2736ea853c9cc86238e165017a493d1d5c8eac6bdc4cc273"
 
 [[package]]
 name = "memoffset"
@@ -2207,9 +1888,9 @@ dependencies = [
 
 [[package]]
 name = "parking_lot"
-version = "0.12.4"
+version = "0.12.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70d58bf43669b5795d1576d0641cfb6fbb2057bf629506267a92807158584a13"
+checksum = "93857453250e3077bd71ff98b6a65ea6621a19bb0f559a85248955ac12c45a1a"
 dependencies = [
  "lock_api",
  "parking_lot_core",
@@ -2217,22 +1898,22 @@ dependencies = [
 
 [[package]]
 name = "parking_lot_core"
-version = "0.9.11"
+version = "0.9.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bc838d2a56b5b1a6c25f55575dfc605fabb63bb2365f6c2353ef9159aa69e4a5"
+checksum = "2621685985a2ebf1c516881c026032ac7deafcda1a2c9b7850dc81e3dfcb64c1"
 dependencies = [
  "cfg-if",
  "libc",
  "redox_syscall",
  "smallvec",
- "windows-targets 0.52.6",
+ "windows-link",
 ]
 
 [[package]]
 name = "parquet"
-version = "57.0.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a0f31027ef1af7549f7cec603a9a21dce706d3f8d7c2060a68f43c1773be95a"
+checksum = "be3e4f6d320dd92bfa7d612e265d7d08bba0a240bab86af3425e1d255a511d89"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -2249,7 +1930,7 @@ dependencies = [
  "flate2",
  "futures",
  "half",
- "hashbrown 0.16.0",
+ "hashbrown 0.16.1",
  "lz4_flex",
  "num-bigint",
  "num-integer",
@@ -2327,15 +2008,15 @@ checksum = "7edddbd0b52d732b21ad9a5fab5c704c14cd949e5e9a1ec5929a24fded1b904c"
 
 [[package]]
 name = "portable-atomic"
-version = "1.11.1"
+version = "1.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f84267b20a16ea918e43c6a88433c2d54fa145c92a811b5b047ccbe153674483"
+checksum = "f89776e4d69bb58bc6993e99ffa1d11f228b839984854c7daeb5d37f87cbe950"
 
 [[package]]
 name = "potential_utf"
-version = "0.1.2"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e5a7c30837279ca13e7c867e9e40053bc68740f988cb07f7ca6df43cc734b585"
+checksum = "b73949432f5e2a09657003c25bca5e19a0e9c84f8058ca374f49e0ebe605af77"
 dependencies = [
  "zerovec",
 ]
@@ -2349,20 +2030,11 @@ dependencies = [
  "zerocopy",
 ]
 
-[[package]]
-name = "proc-macro-crate"
-version = "3.4.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "219cb19e96be00ab2e37d6e299658a0cfa83e52429179969b0f0121b4ac46983"
-dependencies = [
- "toml_edit",
-]
-
 [[package]]
 name = "proc-macro2"
-version = "1.0.101"
+version = "1.0.105"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89ae43fd86e4158d6db51ad8e2b80f313af9cc74f5c0e03ccb87de09998732de"
+checksum = "535d180e0ecab6268a3e718bb9fd44db66bbbc256257165fc699dadf70d16fe7"
 dependencies = [
  "unicode-ident",
 ]
@@ -2387,23 +2059,14 @@ dependencies = [
  "itertools",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
-]
-
-[[package]]
-name = "psm"
-version = "0.1.26"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e944464ec8536cd1beb0bbfd96987eb5e3b72f2ecdafdc5c769a37f1fa2ae1f"
-dependencies = [
- "cc",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "pyo3"
-version = "0.27.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "37a6df7eab65fc7bee654a421404947e10a0f7085b6951bf2ea395f4659fb0cf"
+checksum = "7ba0117f4212101ee6544044dae45abe1083d30ce7b29c4b5cbdfa2354e07383"
 dependencies = [
  "indoc",
  "libc",
@@ -2418,18 +2081,18 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.27.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f77d387774f6f6eec64a004eac0ed525aab7fa1966d94b42f743797b3e395afb"
+checksum = "4fc6ddaf24947d12a9aa31ac65431fb1b851b8f4365426e182901eabfb87df5f"
 dependencies = [
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.27.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
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+checksum = "025474d3928738efb38ac36d4744a74a400c901c7596199e20e45d98eb194105"
 dependencies = [
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  "pyo3-build-config",
@@ -2437,34 +2100,34 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.27.1"
+version = "0.26.0"
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-checksum = "eaf8f9f1108270b90d3676b8679586385430e5c0bb78bb5f043f95499c821a71"
+checksum = "2e64eb489f22fe1c95911b77c44cc41e7c19f3082fc81cce90f657cdc42ffded"
 dependencies = [
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  "pyo3-macros-backend",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.27.1"
+version = "0.26.0"
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-checksum = "70a3b2274450ba5288bc9b8c1b69ff569d1d61189d4bff38f8d22e03d17f932b"
+checksum = "100246c0ecf400b475341b8455a9213344569af29a3c841d29270e53102e0fcf"
 dependencies = [
  "heck",
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "quote"
-version = "1.0.42"
+version = "1.0.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a338cc41d27e6cc6dce6cefc13a0729dfbb81c262b1f519331575dd80ef3067f"
+checksum = "dc74d9a594b72ae6656596548f56f667211f8a97b3d4c3d467150794690dc40a"
 dependencies = [
  "proc-macro2",
 ]
@@ -2501,34 +2164,14 @@ version = "0.9.3"
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-]
-
-[[package]]
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-checksum = "0786a43debb760f491b1bc0269fe5e84155353c67482b9e60d0cfb596054b43e"
-dependencies = [
- "recursive-proc-macro-impl",
- "stacker",
-]
-
-[[package]]
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-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
-dependencies = [
- "quote",
- "syn 2.0.111",
+ "getrandom 0.3.4",
 ]
 
 [[package]]
 name = "redox_syscall"
-version = "0.5.17"
+version = "0.5.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5407465600fb0548f1442edf71dd20683c6ed326200ace4b1ef0763521bb3b77"
+checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
 dependencies = [
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 ]
@@ -2558,15 +2201,9 @@ dependencies = [
 
 [[package]]
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-version = "0.8.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "caf4aa5b0f434c91fe5c7f1ecb6a5ece2130b02ad2a590589dda5146df959001"
-
-[[package]]
-name = "relative-path"
-version = "1.9.3"
+version = "0.8.8"
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-checksum = "ba39f3699c378cd8970968dcbff9c43159ea4cfbd88d43c00b22f2ef10a435d2"
+checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
 
 [[package]]
 name = "repr_offset"
@@ -2577,35 +2214,6 @@ dependencies = [
  "tstr",
 ]
 
-[[package]]
-name = "rstest"
-version = "0.26.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f5a3193c063baaa2a95a33f03035c8a72b83d97a54916055ba22d35ed3839d49"
-dependencies = [
- "futures-timer",
- "futures-util",
- "rstest_macros",
-]
-
-[[package]]
-name = "rstest_macros"
-version = "0.26.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c845311f0ff7951c5506121a9ad75aec44d083c31583b2ea5a30bcb0b0abba0"
-dependencies = [
- "cfg-if",
- "glob",
- "proc-macro-crate",
- "proc-macro2",
- "quote",
- "regex",
- "relative-path",
- "rustc_version",
- "syn 2.0.111",
- "unicode-ident",
-]
-
 [[package]]
 name = "rustc_version"
 version = "0.4.1"
@@ -2617,15 +2225,15 @@ dependencies = [
 
 [[package]]
 name = "rustix"
-version = "1.0.8"
+version = "1.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "11181fbabf243db407ef8df94a6ce0b2f9a733bd8be4ad02b4eda9602296cac8"
+checksum = "146c9e247ccc180c1f61615433868c99f3de3ae256a30a43b49f67c2d9171f34"
 dependencies = [
  "bitflags",
  "errno",
  "libc",
  "linux-raw-sys",
- "windows-sys 0.60.2",
+ "windows-sys",
 ]
 
 [[package]]
@@ -2636,9 +2244,9 @@ checksum = "b39cdef0fa800fc44525c84ccb54a029961a8215f9619753635a9c0d2538d46d"
 
 [[package]]
 name = "ryu"
-version = "1.0.20"
+version = "1.0.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "28d3b2b1366ec20994f1fd18c3c594f05c5dd4bc44d8bb0c1c632c8d6829481f"
+checksum = "a50f4cf475b65d88e057964e0e9bb1f0aa9bbb2036dc65c64596b42932536984"
 
 [[package]]
 name = "same-file"
@@ -2694,30 +2302,20 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.143"
+version = "1.0.149"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d401abef1d108fbd9cbaebc3e46611f4b1021f714a0597a71f41ee463f5f4a5a"
+checksum = "83fc039473c5595ace860d8c4fafa220ff474b3fc6bfdb4293327f1a37e94d86"
 dependencies = [
  "itoa",
  "memchr",
- "ryu",
  "serde",
-]
-
-[[package]]
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-version = "0.10.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7507d819769d01a365ab707794a4084392c824f54a7a6a7862f8c3d0892b283"
-dependencies = [
- "cfg-if",
- "cpufeatures",
- "digest",
+ "serde_core",
+ "zmij",
 ]
 
 [[package]]
@@ -2728,9 +2326,9 @@ checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
 [[package]]
 name = "simd-adler32"
-version = "0.3.7"
+version = "0.3.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
+checksum = "e320a6c5ad31d271ad523dcf3ad13e2767ad8b1cb8f047f75a8aeaf8da139da2"
 
 [[package]]
 name = "simdutf8"
@@ -2769,7 +2367,6 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4591acadbcf52f0af60eafbb2c003232b2b4cd8de5f0e9437cb8b1b59046cc0f"
 dependencies = [
  "log",
- "recursive",
  "sqlparser_derive",
 ]
 
@@ -2781,58 +2378,14 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
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-version = "1.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8f112729512f8e442d81f95a8a7ddf2b7c6b8a1a6f509a95864142b30cab2d3"
-
-[[package]]
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-version = "0.1.21"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cddb07e32ddb770749da91081d8d0ac3a16f1a569a18b20348cd371f5dead06b"
-dependencies = [
- "cc",
- "cfg-if",
- "libc",
- "psm",
- "windows-sys 0.59.0",
-]
-
-[[package]]
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-version = "1.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a2eb9349b6444b326872e140eb1cf5e7c522154d69e7a0ffb0fb81c06b37543f"
-
-[[package]]
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-version = "0.26.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8fec0f0aef304996cf250b31b5a10dee7980c85da9d759361292b8bca5a18f06"
-
-[[package]]
-name = "strum_macros"
-version = "0.26.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c6bee85a5a24955dc440386795aa378cd9cf82acd5f764469152d2270e581be"
-dependencies = [
- "heck",
- "proc-macro2",
- "quote",
- "rustversion",
- "syn 2.0.111",
-]
-
-[[package]]
-name = "subtle"
-version = "2.6.1"
+version = "1.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "13c2bddecc57b384dee18652358fb23172facb8a2c51ccc10d74c157bdea3292"
+checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
 
 [[package]]
 name = "syn"
@@ -2847,9 +2400,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.111"
+version = "2.0.114"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "390cc9a294ab71bdb1aa2e99d13be9c753cd2d7bd6560c77118597410c4d2e87"
+checksum = "d4d107df263a3013ef9b1879b0df87d706ff80f65a86ea879bd9c31f9b307c2a"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2864,46 +2417,46 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "target-lexicon"
-version = "0.13.3"
+version = "0.13.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "df7f62577c25e07834649fc3b39fafdc597c0a3527dc1c60129201ccfcbaa50c"
+checksum = "b1dd07eb858a2067e2f3c7155d54e929265c264e6f37efe3ee7a8d1b5a1dd0ba"
 
 [[package]]
 name = "tempfile"
-version = "3.21.0"
+version = "3.24.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "15b61f8f20e3a6f7e0649d825294eaf317edce30f82cf6026e7e4cb9222a7d1e"
+checksum = "655da9c7eb6305c55742045d5a8d2037996d61d8de95806335c7c86ce0f82e9c"
 dependencies = [
  "fastrand",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "once_cell",
  "rustix",
- "windows-sys 0.60.2",
+ "windows-sys",
 ]
 
 [[package]]
 name = "thiserror"
-version = "2.0.16"
+version = "2.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3467d614147380f2e4e374161426ff399c91084acd2363eaf549172b3d5e60c0"
+checksum = "f63587ca0f12b72a0600bcba1d40081f830876000bb46dd2337a3051618f4fc8"
 dependencies = [
  "thiserror-impl",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.16"
+version = "2.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6c5e1be1c48b9172ee610da68fd9cd2770e7a4056cb3fc98710ee6906f0c7960"
+checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -2928,9 +2481,9 @@ dependencies = [
 
 [[package]]
 name = "tinystr"
-version = "0.8.1"
+version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5d4f6d1145dcb577acf783d4e601bc1d76a13337bb54e6233add580b07344c8b"
+checksum = "42d3e9c45c09de15d06dd8acf5f4e0e399e85927b7f00711024eb7ae10fa4869"
 dependencies = [
  "displaydoc",
  "zerovec",
@@ -2938,9 +2491,9 @@ dependencies = [
 
 [[package]]
 name = "tokio"
-version = "1.48.0"
+version = "1.49.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ff360e02eab121e0bc37a2d3b4d4dc622e6eda3a8e5253d5435ecf5bd4c68408"
+checksum = "72a2903cd7736441aac9df9d7688bd0ce48edccaadf181c3b90be801e81d3d86"
 dependencies = [
  "bytes",
  "pin-project-lite",
@@ -2955,57 +2508,14 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
-]
-
-[[package]]
-name = "tokio-util"
-version = "0.7.16"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "14307c986784f72ef81c89db7d9e28d6ac26d16213b109ea501696195e6e3ce5"
-dependencies = [
- "bytes",
- "futures-core",
- "futures-sink",
- "pin-project-lite",
- "tokio",
-]
-
-[[package]]
-name = "toml_datetime"
-version = "0.7.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2cdb639ebbc97961c51720f858597f7f24c4fc295327923af55b74c3c724533"
-dependencies = [
- "serde_core",
-]
-
-[[package]]
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-version = "0.23.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6485ef6d0d9b5d0ec17244ff7eb05310113c3f316f2d14200d4de56b3cb98f8d"
-dependencies = [
- "indexmap",
- "toml_datetime",
- "toml_parser",
- "winnow",
-]
-
-[[package]]
-name = "toml_parser"
-version = "1.0.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c0cbe268d35bdb4bb5a56a2de88d0ad0eb70af5384a99d648cd4b3d04039800e"
-dependencies = [
- "winnow",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "tracing"
-version = "0.1.41"
+version = "0.1.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "784e0ac535deb450455cbfa28a6f0df145ea1bb7ae51b821cf5e7927fdcfbdd0"
+checksum = "63e71662fa4b2a2c3a26f570f037eb95bb1f85397f3cd8076caed2f026a6d100"
 dependencies = [
  "pin-project-lite",
  "tracing-attributes",
@@ -3014,20 +2524,20 @@ dependencies = [
 
 [[package]]
 name = "tracing-attributes"
-version = "0.1.30"
+version = "0.1.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "81383ab64e72a7a8b8e13130c49e3dab29def6d0c7d76a03087b3cf71c5c6903"
+checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.114",
 ]
 
 [[package]]
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-version = "0.1.34"
+version = "0.1.36"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b9d12581f227e93f094d3af2ae690a574abb8a2b9b7a96e7cfe9647b2b617678"
+checksum = "db97caf9d906fbde555dd62fa95ddba9eecfd14cb388e4f491a66d74cd5fb79a"
 dependencies = [
  "once_cell",
 ]
@@ -3049,9 +2559,9 @@ checksum = "e78122066b0cb818b8afd08f7ed22f7fdbc3e90815035726f0840d0d26c0747a"
 
 [[package]]
 name = "twox-hash"
-version = "2.1.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8b907da542cbced5261bd3256de1b3a1bf340a3d37f93425a07362a1d687de56"
+checksum = "9ea3136b675547379c4bd395ca6b938e5ad3c3d20fad76e7fe85f9e0d011419c"
 
 [[package]]
 name = "typed-arena"
@@ -3059,23 +2569,17 @@ version = "2.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6af6ae20167a9ece4bcb41af5b80f8a1f1df981f6391189ce00fd257af04126a"
 
-[[package]]
-name = "typenum"
-version = "1.18.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1dccffe3ce07af9386bfd29e80c0ab1a8205a2fc34e4bcd40364df902cfa8f3f"
-
 [[package]]
 name = "typewit"
-version = "1.13.0"
+version = "1.14.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4dd91acc53c592cb800c11c83e8e7ee1d48378d05cfa33b5474f5f80c5b236bf"
+checksum = "f8c1ae7cc0fdb8b842d65d127cb981574b0d2b249b74d1c7a2986863dc134f71"
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.18"
+version = "1.0.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a5f39404a5da50712a4c1eecf25e90dd62b613502b7e925fd4e4d19b5c96512"
+checksum = "9312f7c4f6ff9069b165498234ce8be658059c6728633667c526e27dc2cf1df5"
 
 [[package]]
 name = "unicode-segmentation"
@@ -3085,9 +2589,9 @@ checksum = "f6ccf251212114b54433ec949fd6a7841275f9ada20dddd2f29e9ceea4501493"
 
 [[package]]
 name = "unicode-width"
-version = "0.2.1"
+version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a1a07cc7db3810833284e8d372ccdc6da29741639ecc70c9ec107df0fa6154c"
+checksum = "b4ac048d71ede7ee76d585517add45da530660ef4390e49b098733c6e897f254"
 
 [[package]]
 name = "unindent"
@@ -3097,9 +2601,9 @@ checksum = "7264e107f553ccae879d21fbea1d6724ac785e8c3bfc762137959b5802826ef3"
 
 [[package]]
 name = "url"
-version = "2.5.7"
+version = "2.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08bc136a29a3d1758e07a9cca267be308aeebf5cfd5a10f3f67ab2097683ef5b"
+checksum = "ff67a8a4397373c3ef660812acab3268222035010ab8680ec4215f38ba3d0eed"
 dependencies = [
  "form_urlencoded",
  "idna",
@@ -3115,11 +2619,11 @@ checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
 
 [[package]]
 name = "uuid"
-version = "1.18.0"
+version = "1.19.0"
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@@ -3206,31 +2697,31 @@ dependencies = [
 
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@@ -3264,11 +2755,11 @@ checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
 
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 dependencies = [
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+ "windows-sys",
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-dependencies = [
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+checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
 
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 dependencies = [
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 dependencies = [
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+ "syn 2.0.114",
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@@ -3583,15 +2908,15 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
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+ "syn 2.0.114",
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 dependencies = [
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@@ -3600,9 +2925,9 @@ dependencies = [
 
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@@ -3611,20 +2936,26 @@ dependencies = [
 
 [[package]]
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+ "syn 2.0.114",
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+
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+checksum = "2fc5a66a20078bf1251bde995aa2fdcc4b800c70b5d92dd2c62abc5c60f679f8"
 
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 name = "zstd"
@@ -3646,9 +2977,9 @@ dependencies = [
 
 [[package]]
 name = "zstd-sys"
-version = "2.0.15+zstd.1.5.7"
+version = "2.0.16+zstd.1.5.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eb81183ddd97d0c74cedf1d50d85c8d08c1b8b68ee863bdee9e706eedba1a237"
+checksum = "91e19ebc2adc8f83e43039e79776e3fda8ca919132d68a1fed6a5faca2683748"
 dependencies = [
  "cc",
  "pkg-config",
diff --git a/examples/datafusion-ffi-example/Cargo.toml b/examples/datafusion-ffi-example/Cargo.toml
index 8150156d6..e6708fce8 100644
--- a/examples/datafusion-ffi-example/Cargo.toml
+++ b/examples/datafusion-ffi-example/Cargo.toml
@@ -21,16 +21,21 @@ version = "0.2.0"
 edition = "2021"
 
 [dependencies]
-datafusion = { version = "51" }
-datafusion-ffi = { version = "51" }
-pyo3 = { version = "0.27", features = ["extension-module", "abi3", "abi3-py310"] }
+datafusion-catalog = { version = "52" , default-features = false }
+datafusion-common = { version = "52" , default-features = false }
+datafusion-functions-aggregate = { version = "52"  }
+datafusion-functions-window = { version = "52"  }
+datafusion-expr = { version = "52"  }
+datafusion-ffi = { version = "52" }
+
+pyo3 = { version = "0.26", features = ["extension-module", "abi3", "abi3-py39"] }
 arrow = { version = "57" }
 arrow-array = { version = "57" }
 arrow-schema = { version = "57" }
-async-trait = "0.1.88"
+async-trait = "0.1.89"
 
 [build-dependencies]
-pyo3-build-config = "0.27"
+pyo3-build-config = "0.26"
 
 [lib]
 name = "datafusion_ffi_example"
diff --git a/examples/datafusion-ffi-example/python/tests/_test_catalog_provider.py b/examples/datafusion-ffi-example/python/tests/_test_catalog_provider.py
index 1bf1bf136..b26e12085 100644
--- a/examples/datafusion-ffi-example/python/tests/_test_catalog_provider.py
+++ b/examples/datafusion-ffi-example/python/tests/_test_catalog_provider.py
@@ -18,43 +18,95 @@
 from __future__ import annotations
 
 import pyarrow as pa
-from datafusion import SessionContext
+import pyarrow.dataset as ds
+import pytest
+from datafusion import SessionContext, Table
+from datafusion.catalog import Schema
 from datafusion_ffi_example import MyCatalogProvider
 
 
-def test_catalog_provider():
-    ctx = SessionContext()
+def create_test_dataset() -> Table:
+    """Create a simple test dataset."""
+    batch = pa.RecordBatch.from_arrays(
+        [pa.array([100, 200, 300]), pa.array([1.1, 2.2, 3.3])],
+        names=["id", "value"],
+    )
+    dataset = ds.dataset([batch])
+    return Table(dataset)
+
 
-    my_catalog_name = "my_catalog"
-    expected_schema_name = "my_schema"
-    expected_table_name = "my_table"
-    expected_table_columns = ["units", "price"]
+@pytest.mark.parametrize("inner_capsule", [True, False])
+def test_ffi_catalog_provider_basic(inner_capsule: bool) -> None:
+    """Test basic FFI CatalogProvider functionality."""
+    ctx = SessionContext()
 
+    # Register FFI catalog
     catalog_provider = MyCatalogProvider()
-    ctx.register_catalog_provider(my_catalog_name, catalog_provider)
-    my_catalog = ctx.catalog(my_catalog_name)
-
-    my_catalog_schemas = my_catalog.names()
-    assert expected_schema_name in my_catalog_schemas
-    my_schema = my_catalog.schema(expected_schema_name)
-    assert expected_table_name in my_schema.names()
-    my_table = my_schema.table(expected_table_name)
-    assert expected_table_columns == my_table.schema.names
-
-    result = ctx.table(
-        f"{my_catalog_name}.{expected_schema_name}.{expected_table_name}"
-    ).collect()
+    if inner_capsule:
+        catalog_provider = catalog_provider.__datafusion_catalog_provider__(ctx)
+
+    ctx.register_catalog_provider("ffi_catalog", catalog_provider)
+
+    # Verify the catalog exists
+    catalog = ctx.catalog("ffi_catalog")
+    schema_names = catalog.names()
+    assert "my_schema" in schema_names
+
+    # Query the pre-populated table
+    result = ctx.sql("SELECT * FROM ffi_catalog.my_schema.my_table").collect()
     assert len(result) == 2
+    assert result[0].num_columns == 2
+
+
+def test_ffi_catalog_provider_register_schema():
+    """Test registering additional schemas to FFI CatalogProvider."""
+    ctx = SessionContext()
+
+    catalog_provider = MyCatalogProvider()
+    ctx.register_catalog_provider("ffi_catalog", catalog_provider)
+
+    catalog = ctx.catalog("ffi_catalog")
+
+    # Register a new memory schema
+    new_schema = Schema.memory_schema()
+    catalog.register_schema("additional_schema", new_schema)
+
+    # Verify the schema was registered
+    assert "additional_schema" in catalog.names()
+
+    # Add a table to the new schema
+    new_schema.register_table("new_table", create_test_dataset())
+
+    # Query the new table
+    result = ctx.sql("SELECT * FROM ffi_catalog.additional_schema.new_table").collect()
+    assert len(result) == 1
+    assert result[0].column(0) == pa.array([100, 200, 300])
+
+
+def test_ffi_catalog_provider_deregister_schema():
+    """Test deregistering schemas from FFI CatalogProvider."""
+    ctx = SessionContext()
+
+    catalog_provider = MyCatalogProvider()
+    ctx.register_catalog_provider("ffi_catalog", catalog_provider)
+
+    catalog = ctx.catalog("ffi_catalog")
+
+    # Register two schemas
+    schema1 = Schema.memory_schema()
+    schema2 = Schema.memory_schema()
+    catalog.register_schema("temp_schema1", schema1)
+    catalog.register_schema("temp_schema2", schema2)
+
+    # Verify both exist
+    names = catalog.names()
+    assert "temp_schema1" in names
+    assert "temp_schema2" in names
+
+    # Deregister one schema
+    catalog.deregister_schema("temp_schema1")
 
-    col0_result = [r.column(0) for r in result]
-    col1_result = [r.column(1) for r in result]
-    expected_col0 = [
-        pa.array([10, 20, 30], type=pa.int32()),
-        pa.array([5, 7], type=pa.int32()),
-    ]
-    expected_col1 = [
-        pa.array([1, 2, 5], type=pa.float64()),
-        pa.array([1.5, 2.5], type=pa.float64()),
-    ]
-    assert col0_result == expected_col0
-    assert col1_result == expected_col1
+    # Verify it's gone
+    names = catalog.names()
+    assert "temp_schema1" not in names
+    assert "temp_schema2" in names
diff --git a/examples/datafusion-ffi-example/python/tests/_test_schema_provider.py b/examples/datafusion-ffi-example/python/tests/_test_schema_provider.py
new file mode 100644
index 000000000..93449c660
--- /dev/null
+++ b/examples/datafusion-ffi-example/python/tests/_test_schema_provider.py
@@ -0,0 +1,232 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+from __future__ import annotations
+
+import pyarrow as pa
+import pyarrow.dataset as ds
+import pytest
+from datafusion import SessionContext, Table
+from datafusion.catalog import Schema
+from datafusion_ffi_example import FixedSchemaProvider, MyCatalogProvider
+
+
+def create_test_dataset() -> Table:
+    """Create a simple test dataset."""
+    batch = pa.RecordBatch.from_arrays(
+        [pa.array([100, 200, 300]), pa.array([1.1, 2.2, 3.3])],
+        names=["id", "value"],
+    )
+    dataset = ds.dataset([batch])
+    return Table(dataset)
+
+
+@pytest.mark.parametrize("inner_capsule", [True, False])
+def test_schema_provider_extract_values(inner_capsule: bool) -> None:
+    ctx = SessionContext()
+
+    my_schema_name = "my_schema"
+
+    schema_provider = FixedSchemaProvider()
+    if inner_capsule:
+        schema_provider = schema_provider.__datafusion_schema_provider__(ctx)
+
+    ctx.catalog().register_schema(my_schema_name, schema_provider)
+
+    expected_schema_name = "my_schema"
+    expected_table_name = "my_table"
+    expected_table_columns = ["units", "price"]
+
+    default_catalog = ctx.catalog()
+
+    catalog_schemas = default_catalog.names()
+    assert expected_schema_name in catalog_schemas
+    my_schema = default_catalog.schema(expected_schema_name)
+    assert expected_table_name in my_schema.names()
+    my_table = my_schema.table(expected_table_name)
+    assert expected_table_columns == my_table.schema.names
+
+    result = ctx.table(f"{expected_schema_name}.{expected_table_name}").collect()
+    assert len(result) == 2
+
+    col0_result = [r.column(0) for r in result]
+    col1_result = [r.column(1) for r in result]
+    expected_col0 = [
+        pa.array([10, 20, 30], type=pa.int32()),
+        pa.array([5, 7], type=pa.int32()),
+    ]
+    expected_col1 = [
+        pa.array([1, 2, 5], type=pa.float64()),
+        pa.array([1.5, 2.5], type=pa.float64()),
+    ]
+    assert col0_result == expected_col0
+    assert col1_result == expected_col1
+
+
+def test_ffi_schema_provider_basic():
+    """Test basic FFI SchemaProvider functionality."""
+    ctx = SessionContext()
+
+    # Register FFI schema
+    schema_provider = FixedSchemaProvider()
+    ctx.catalog().register_schema("ffi_schema", schema_provider)
+
+    # Verify the schema exists
+    schema = ctx.catalog().schema("ffi_schema")
+    table_names = schema.names()
+    assert "my_table" in table_names
+
+    # Query the pre-populated table
+    result = ctx.sql("SELECT * FROM ffi_schema.my_table").collect()
+    assert len(result) == 2
+    assert result[0].num_columns == 2
+
+
+def test_ffi_schema_provider_register_table():
+    """Test registering additional tables to FFI SchemaProvider."""
+    ctx = SessionContext()
+
+    schema_provider = FixedSchemaProvider()
+    ctx.catalog().register_schema("ffi_schema", schema_provider)
+
+    schema = ctx.catalog().schema("ffi_schema")
+
+    # Register a new table
+    schema.register_table("additional_table", create_test_dataset())
+
+    # Verify the table was registered
+    assert "additional_table" in schema.names()
+
+    # Query the new table
+    result = ctx.sql("SELECT * FROM ffi_schema.additional_table").collect()
+    assert len(result) == 1
+    assert result[0].column(0) == pa.array([100, 200, 300])
+    assert result[0].column(1) == pa.array([1.1, 2.2, 3.3])
+
+
+def test_ffi_schema_provider_deregister_table():
+    """Test deregistering tables from FFI SchemaProvider."""
+    ctx = SessionContext()
+
+    schema_provider = FixedSchemaProvider()
+    ctx.catalog().register_schema("ffi_schema", schema_provider)
+
+    schema = ctx.catalog().schema("ffi_schema")
+
+    # Register two tables
+    schema.register_table("temp_table1", create_test_dataset())
+    schema.register_table("temp_table2", create_test_dataset())
+
+    # Verify both exist
+    names = schema.names()
+    assert "temp_table1" in names
+    assert "temp_table2" in names
+
+    # Deregister one table
+    schema.deregister_table("temp_table1")
+
+    # Verify it's gone
+    names = schema.names()
+    assert "temp_table1" not in names
+    assert "temp_table2" in names
+
+
+def test_mixed_ffi_and_python_providers():
+    """Test mixing FFI and Python providers in the same catalog/schema."""
+    ctx = SessionContext()
+
+    # Register FFI catalog
+    ffi_catalog = MyCatalogProvider()
+    ctx.register_catalog_provider("ffi_catalog", ffi_catalog)
+
+    # Register Python memory schema to FFI catalog
+    python_schema = Schema.memory_schema()
+    ctx.catalog("ffi_catalog").register_schema("python_schema", python_schema)
+
+    # Add table to Python schema
+    python_schema.register_table("python_table", create_test_dataset())
+
+    # Query both FFI table and Python table
+    result_ffi = ctx.sql("SELECT * FROM ffi_catalog.my_schema.my_table").collect()
+    assert len(result_ffi) == 2
+
+    result_python = ctx.sql(
+        "SELECT * FROM ffi_catalog.python_schema.python_table"
+    ).collect()
+    assert len(result_python) == 1
+    assert result_python[0].column(0) == pa.array([100, 200, 300])
+
+
+def test_ffi_catalog_with_multiple_schemas():
+    """Test FFI catalog with multiple schemas of different types."""
+    ctx = SessionContext()
+
+    catalog_provider = MyCatalogProvider()
+    ctx.register_catalog_provider("multi_catalog", catalog_provider)
+
+    catalog = ctx.catalog("multi_catalog")
+
+    # Register different types of schemas
+    ffi_schema = FixedSchemaProvider()
+    memory_schema = Schema.memory_schema()
+
+    catalog.register_schema("ffi_schema", ffi_schema)
+    catalog.register_schema("memory_schema", memory_schema)
+
+    # Add tables to memory schema
+    memory_schema.register_table("mem_table", create_test_dataset())
+
+    # Verify all schemas exist
+    names = catalog.names()
+    assert "my_schema" in names  # Pre-populated
+    assert "ffi_schema" in names
+    assert "memory_schema" in names
+
+    # Query tables from each schema
+    result = ctx.sql("SELECT * FROM multi_catalog.my_schema.my_table").collect()
+    assert len(result) == 2
+
+    result = ctx.sql("SELECT * FROM multi_catalog.ffi_schema.my_table").collect()
+    assert len(result) == 2
+
+    result = ctx.sql("SELECT * FROM multi_catalog.memory_schema.mem_table").collect()
+    assert len(result) == 1
+    assert result[0].column(0) == pa.array([100, 200, 300])
+
+
+def test_ffi_schema_table_exist():
+    """Test table_exist method on FFI SchemaProvider."""
+    ctx = SessionContext()
+
+    schema_provider = FixedSchemaProvider()
+    ctx.catalog().register_schema("ffi_schema", schema_provider)
+
+    schema = ctx.catalog().schema("ffi_schema")
+
+    # Check pre-populated table
+    assert schema.table_exist("my_table")
+
+    # Check non-existent table
+    assert not schema.table_exist("nonexistent_table")
+
+    # Register a new table and check
+    schema.register_table("new_table", create_test_dataset())
+    assert schema.table_exist("new_table")
+
+    # Deregister and check
+    schema.deregister_table("new_table")
+    assert not schema.table_exist("new_table")
diff --git a/examples/datafusion-ffi-example/python/tests/_test_table_function.py b/examples/datafusion-ffi-example/python/tests/_test_table_function.py
index 4b8b21454..bf5aae3bd 100644
--- a/examples/datafusion-ffi-example/python/tests/_test_table_function.py
+++ b/examples/datafusion-ffi-example/python/tests/_test_table_function.py
@@ -27,9 +27,10 @@
     from datafusion.context import TableProviderExportable
 
 
-def test_ffi_table_function_register():
+def test_ffi_table_function_register() -> None:
     ctx = SessionContext()
     table_func = MyTableFunction()
+
     table_udtf = udtf(table_func, "my_table_func")
     ctx.register_udtf(table_udtf)
     result = ctx.sql("select * from my_table_func()").collect()
diff --git a/examples/datafusion-ffi-example/python/tests/_test_table_provider.py b/examples/datafusion-ffi-example/python/tests/_test_table_provider.py
index 48feaff64..fc77d2d3b 100644
--- a/examples/datafusion-ffi-example/python/tests/_test_table_provider.py
+++ b/examples/datafusion-ffi-example/python/tests/_test_table_provider.py
@@ -18,13 +18,18 @@
 from __future__ import annotations
 
 import pyarrow as pa
+import pytest
 from datafusion import SessionContext
 from datafusion_ffi_example import MyTableProvider
 
 
-def test_table_loading():
+@pytest.mark.parametrize("inner_capsule", [True, False])
+def test_table_provider_ffi(inner_capsule: bool) -> None:
     ctx = SessionContext()
     table = MyTableProvider(3, 2, 4)
+    if inner_capsule:
+        table = table.__datafusion_table_provider__(ctx)
+
     ctx.register_table("t", table)
     result = ctx.table("t").collect()
 
diff --git a/examples/datafusion-ffi-example/src/aggregate_udf.rs b/examples/datafusion-ffi-example/src/aggregate_udf.rs
index bb7505f7f..4eeb99232 100644
--- a/examples/datafusion-ffi-example/src/aggregate_udf.rs
+++ b/examples/datafusion-ffi-example/src/aggregate_udf.rs
@@ -15,19 +15,20 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::any::Any;
+use std::sync::Arc;
+
 use arrow_schema::DataType;
-use datafusion::error::Result as DataFusionResult;
-use datafusion::functions_aggregate::sum::Sum;
-use datafusion::logical_expr::function::AccumulatorArgs;
-use datafusion::logical_expr::{Accumulator, AggregateUDF, AggregateUDFImpl, Signature};
+use datafusion_common::error::Result as DataFusionResult;
+use datafusion_expr::function::AccumulatorArgs;
+use datafusion_expr::{Accumulator, AggregateUDF, AggregateUDFImpl, Signature};
 use datafusion_ffi::udaf::FFI_AggregateUDF;
+use datafusion_functions_aggregate::sum::Sum;
 use pyo3::types::PyCapsule;
 use pyo3::{pyclass, pymethods, Bound, PyResult, Python};
-use std::any::Any;
-use std::sync::Arc;
 
 #[pyclass(name = "MySumUDF", module = "datafusion_ffi_example", subclass)]
-#[derive(Debug, Clone, PartialEq, Eq, Hash)]
+#[derive(Debug, Clone, Eq, PartialEq, Hash)]
 pub(crate) struct MySumUDF {
     inner: Arc<Sum>,
 }
@@ -35,10 +36,10 @@ pub(crate) struct MySumUDF {
 #[pymethods]
 impl MySumUDF {
     #[new]
-    fn new() -> Self {
-        Self {
+    fn new() -> PyResult<Self> {
+        Ok(Self {
             inner: Arc::new(Sum::new()),
-        }
+        })
     }
 
     fn __datafusion_aggregate_udf__<'py>(
diff --git a/examples/datafusion-ffi-example/src/catalog_provider.rs b/examples/datafusion-ffi-example/src/catalog_provider.rs
index cd2616916..570222748 100644
--- a/examples/datafusion-ffi-example/src/catalog_provider.rs
+++ b/examples/datafusion-ffi-example/src/catalog_provider.rs
@@ -15,24 +15,27 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use pyo3::{pyclass, pymethods, Bound, PyResult, Python};
-use std::{any::Any, fmt::Debug, sync::Arc};
+use std::any::Any;
+use std::fmt::Debug;
+use std::sync::Arc;
 
 use arrow::datatypes::Schema;
 use async_trait::async_trait;
-use datafusion::{
-    catalog::{
-        CatalogProvider, MemoryCatalogProvider, MemorySchemaProvider, SchemaProvider, TableProvider,
-    },
-    datasource::MemTable,
-    error::{DataFusionError, Result},
+use datafusion_catalog::{
+    CatalogProvider, MemTable, MemoryCatalogProvider, MemorySchemaProvider, SchemaProvider,
+    TableProvider,
 };
+use datafusion_common::error::{DataFusionError, Result};
 use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
+use datafusion_ffi::schema_provider::FFI_SchemaProvider;
 use pyo3::types::PyCapsule;
+use pyo3::{pyclass, pymethods, Bound, PyAny, PyResult, Python};
+
+use crate::utils::ffi_logical_codec_from_pycapsule;
 
 pub fn my_table() -> Arc<dyn TableProvider + 'static> {
     use arrow::datatypes::{DataType, Field};
-    use datafusion::common::record_batch;
+    use datafusion_common::record_batch;
 
     let schema = Arc::new(Schema::new(vec![
         Field::new("units", DataType::Int32, true),
@@ -55,14 +58,19 @@ pub fn my_table() -> Arc<dyn TableProvider + 'static> {
     Arc::new(MemTable::try_new(schema, vec![partitions]).unwrap())
 }
 
+#[pyclass(
+    name = "FixedSchemaProvider",
+    module = "datafusion_ffi_example",
+    subclass
+)]
 #[derive(Debug)]
 pub struct FixedSchemaProvider {
-    inner: MemorySchemaProvider,
+    inner: Arc<MemorySchemaProvider>,
 }
 
 impl Default for FixedSchemaProvider {
     fn default() -> Self {
-        let inner = MemorySchemaProvider::new();
+        let inner = Arc::new(MemorySchemaProvider::new());
 
         let table = my_table();
 
@@ -72,6 +80,29 @@ impl Default for FixedSchemaProvider {
     }
 }
 
+#[pymethods]
+impl FixedSchemaProvider {
+    #[new]
+    pub fn new() -> Self {
+        Self::default()
+    }
+
+    pub fn __datafusion_schema_provider__<'py>(
+        &self,
+        py: Python<'py>,
+        session: Bound<PyAny>,
+    ) -> PyResult<Bound<'py, PyCapsule>> {
+        let name = cr"datafusion_schema_provider".into();
+
+        let provider = Arc::clone(&self.inner) as Arc<dyn SchemaProvider + Send>;
+
+        let codec = ffi_logical_codec_from_pycapsule(session)?;
+        let provider = FFI_SchemaProvider::new_with_ffi_codec(provider, None, codec);
+
+        PyCapsule::new(py, provider, Some(name))
+    }
+}
+
 #[async_trait]
 impl SchemaProvider for FixedSchemaProvider {
     fn as_any(&self) -> &dyn Any {
@@ -110,20 +141,9 @@ impl SchemaProvider for FixedSchemaProvider {
     module = "datafusion_ffi_example",
     subclass
 )]
-#[derive(Debug)]
+#[derive(Debug, Clone)]
 pub(crate) struct MyCatalogProvider {
-    inner: MemoryCatalogProvider,
-}
-
-impl Default for MyCatalogProvider {
-    fn default() -> Self {
-        let inner = MemoryCatalogProvider::new();
-
-        let schema_name: &str = "my_schema";
-        let _ = inner.register_schema(schema_name, Arc::new(FixedSchemaProvider::default()));
-
-        Self { inner }
-    }
+    inner: Arc<MemoryCatalogProvider>,
 }
 
 impl CatalogProvider for MyCatalogProvider {
@@ -159,20 +179,27 @@ impl CatalogProvider for MyCatalogProvider {
 #[pymethods]
 impl MyCatalogProvider {
     #[new]
-    pub fn new() -> Self {
-        Self {
-            inner: Default::default(),
-        }
+    pub fn new() -> PyResult<Self> {
+        let inner = Arc::new(MemoryCatalogProvider::new());
+
+        let schema_name: &str = "my_schema";
+        let _ = inner.register_schema(schema_name, Arc::new(FixedSchemaProvider::default()));
+
+        Ok(Self { inner })
     }
 
     pub fn __datafusion_catalog_provider__<'py>(
         &self,
         py: Python<'py>,
+        session: Bound<PyAny>,
     ) -> PyResult<Bound<'py, PyCapsule>> {
         let name = cr"datafusion_catalog_provider".into();
-        let catalog_provider =
-            FFI_CatalogProvider::new(Arc::new(MyCatalogProvider::default()), None);
 
-        PyCapsule::new(py, catalog_provider, Some(name))
+        let provider = Arc::clone(&self.inner) as Arc<dyn CatalogProvider + Send>;
+
+        let codec = ffi_logical_codec_from_pycapsule(session)?;
+        let provider = FFI_CatalogProvider::new_with_ffi_codec(provider, None, codec);
+
+        PyCapsule::new(py, provider, Some(name))
     }
 }
diff --git a/examples/datafusion-ffi-example/src/lib.rs b/examples/datafusion-ffi-example/src/lib.rs
index f5f96cd49..005d8b80a 100644
--- a/examples/datafusion-ffi-example/src/lib.rs
+++ b/examples/datafusion-ffi-example/src/lib.rs
@@ -15,19 +15,21 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use pyo3::prelude::*;
+
 use crate::aggregate_udf::MySumUDF;
-use crate::catalog_provider::MyCatalogProvider;
+use crate::catalog_provider::{FixedSchemaProvider, MyCatalogProvider};
 use crate::scalar_udf::IsNullUDF;
 use crate::table_function::MyTableFunction;
 use crate::table_provider::MyTableProvider;
 use crate::window_udf::MyRankUDF;
-use pyo3::prelude::*;
 
 pub(crate) mod aggregate_udf;
 pub(crate) mod catalog_provider;
 pub(crate) mod scalar_udf;
 pub(crate) mod table_function;
 pub(crate) mod table_provider;
+pub(crate) mod utils;
 pub(crate) mod window_udf;
 
 #[pymodule]
@@ -35,6 +37,7 @@ fn datafusion_ffi_example(m: &Bound<'_, PyModule>) -> PyResult<()> {
     m.add_class::<MyTableProvider>()?;
     m.add_class::<MyTableFunction>()?;
     m.add_class::<MyCatalogProvider>()?;
+    m.add_class::<FixedSchemaProvider>()?;
     m.add_class::<IsNullUDF>()?;
     m.add_class::<MySumUDF>()?;
     m.add_class::<MyRankUDF>()?;
diff --git a/examples/datafusion-ffi-example/src/scalar_udf.rs b/examples/datafusion-ffi-example/src/scalar_udf.rs
index 19b4e8b91..b3dd0591a 100644
--- a/examples/datafusion-ffi-example/src/scalar_udf.rs
+++ b/examples/datafusion-ffi-example/src/scalar_udf.rs
@@ -15,19 +15,20 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::any::Any;
+use std::sync::Arc;
+
 use arrow_array::{Array, BooleanArray};
 use arrow_schema::DataType;
-use datafusion::common::ScalarValue;
-use datafusion::error::Result as DataFusionResult;
-use datafusion::logical_expr::{
+use datafusion_common::error::Result as DataFusionResult;
+use datafusion_common::ScalarValue;
+use datafusion_expr::{
     ColumnarValue, ScalarFunctionArgs, ScalarUDF, ScalarUDFImpl, Signature, TypeSignature,
     Volatility,
 };
 use datafusion_ffi::udf::FFI_ScalarUDF;
 use pyo3::types::PyCapsule;
 use pyo3::{pyclass, pymethods, Bound, PyResult, Python};
-use std::any::Any;
-use std::sync::Arc;
 
 #[pyclass(name = "IsNullUDF", module = "datafusion_ffi_example", subclass)]
 #[derive(Debug, Clone, PartialEq, Eq, Hash)]
diff --git a/examples/datafusion-ffi-example/src/table_function.rs b/examples/datafusion-ffi-example/src/table_function.rs
index 2d7b356e3..275759f68 100644
--- a/examples/datafusion-ffi-example/src/table_function.rs
+++ b/examples/datafusion-ffi-example/src/table_function.rs
@@ -15,14 +15,17 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::table_provider::MyTableProvider;
-use datafusion::catalog::{TableFunctionImpl, TableProvider};
-use datafusion::error::Result as DataFusionResult;
-use datafusion::prelude::Expr;
+use std::sync::Arc;
+
+use datafusion_catalog::{TableFunctionImpl, TableProvider};
+use datafusion_common::error::Result as DataFusionResult;
+use datafusion_expr::Expr;
 use datafusion_ffi::udtf::FFI_TableFunction;
 use pyo3::types::PyCapsule;
-use pyo3::{pyclass, pymethods, Bound, PyResult, Python};
-use std::sync::Arc;
+use pyo3::{pyclass, pymethods, Bound, PyAny, PyResult, Python};
+
+use crate::table_provider::MyTableProvider;
+use crate::utils::ffi_logical_codec_from_pycapsule;
 
 #[pyclass(name = "MyTableFunction", module = "datafusion_ffi_example", subclass)]
 #[derive(Debug, Clone)]
@@ -38,11 +41,13 @@ impl MyTableFunction {
     fn __datafusion_table_function__<'py>(
         &self,
         py: Python<'py>,
+        session: Bound<PyAny>,
     ) -> PyResult<Bound<'py, PyCapsule>> {
         let name = cr"datafusion_table_function".into();
 
         let func = self.clone();
-        let provider = FFI_TableFunction::new(Arc::new(func), None);
+        let codec = ffi_logical_codec_from_pycapsule(session)?;
+        let provider = FFI_TableFunction::new_with_ffi_codec(Arc::new(func), None, codec);
 
         PyCapsule::new(py, provider, Some(name))
     }
diff --git a/examples/datafusion-ffi-example/src/table_provider.rs b/examples/datafusion-ffi-example/src/table_provider.rs
index e884585b5..a7138b054 100644
--- a/examples/datafusion-ffi-example/src/table_provider.rs
+++ b/examples/datafusion-ffi-example/src/table_provider.rs
@@ -15,15 +15,18 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::sync::Arc;
+
 use arrow_array::{ArrayRef, RecordBatch};
 use arrow_schema::{DataType, Field, Schema};
-use datafusion::catalog::MemTable;
-use datafusion::error::{DataFusionError, Result as DataFusionResult};
+use datafusion_catalog::MemTable;
+use datafusion_common::error::{DataFusionError, Result as DataFusionResult};
 use datafusion_ffi::table_provider::FFI_TableProvider;
 use pyo3::exceptions::PyRuntimeError;
 use pyo3::types::PyCapsule;
-use pyo3::{pyclass, pymethods, Bound, PyResult, Python};
-use std::sync::Arc;
+use pyo3::{pyclass, pymethods, Bound, PyAny, PyResult, Python};
+
+use crate::utils::ffi_logical_codec_from_pycapsule;
 
 /// In order to provide a test that demonstrates different sized record batches,
 /// the first batch will have num_rows, the second batch num_rows+1, and so on.
@@ -90,13 +93,17 @@ impl MyTableProvider {
     pub fn __datafusion_table_provider__<'py>(
         &self,
         py: Python<'py>,
+        session: Bound<PyAny>,
     ) -> PyResult<Bound<'py, PyCapsule>> {
         let name = cr"datafusion_table_provider".into();
 
         let provider = self
             .create_table()
-            .map_err(|e| PyRuntimeError::new_err(e.to_string()))?;
-        let provider = FFI_TableProvider::new(Arc::new(provider), false, None);
+            .map_err(|e: DataFusionError| PyRuntimeError::new_err(e.to_string()))?;
+
+        let codec = ffi_logical_codec_from_pycapsule(session)?;
+        let provider =
+            FFI_TableProvider::new_with_ffi_codec(Arc::new(provider), false, None, codec);
 
         PyCapsule::new(py, provider, Some(name))
     }
diff --git a/examples/datafusion-ffi-example/src/utils.rs b/examples/datafusion-ffi-example/src/utils.rs
new file mode 100644
index 000000000..d06dc2d6c
--- /dev/null
+++ b/examples/datafusion-ffi-example/src/utils.rs
@@ -0,0 +1,41 @@
+use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
+use pyo3::exceptions::PyValueError;
+use pyo3::prelude::{PyAnyMethods, PyCapsuleMethods};
+use pyo3::types::PyCapsule;
+use pyo3::{Bound, PyAny, PyResult};
+
+pub(crate) fn ffi_logical_codec_from_pycapsule(
+    obj: Bound<PyAny>,
+) -> PyResult<FFI_LogicalExtensionCodec> {
+    let attr_name = "__datafusion_logical_extension_codec__";
+    let capsule = if obj.hasattr(attr_name)? {
+        obj.getattr(attr_name)?.call0()?
+    } else {
+        obj
+    };
+
+    let capsule = capsule.downcast::<PyCapsule>()?;
+    validate_pycapsule(capsule, "datafusion_logical_extension_codec")?;
+
+    let codec = unsafe { capsule.reference::<FFI_LogicalExtensionCodec>() };
+
+    Ok(codec.clone())
+}
+
+pub(crate) fn validate_pycapsule(capsule: &Bound<PyCapsule>, name: &str) -> PyResult<()> {
+    let capsule_name = capsule.name()?;
+    if capsule_name.is_none() {
+        return Err(PyValueError::new_err(format!(
+            "Expected {name} PyCapsule to have name set."
+        )));
+    }
+
+    let capsule_name = capsule_name.unwrap().to_str()?;
+    if capsule_name != name {
+        return Err(PyValueError::new_err(format!(
+            "Expected name '{name}' in PyCapsule, instead got '{capsule_name}'"
+        )));
+    }
+
+    Ok(())
+}
diff --git a/examples/datafusion-ffi-example/src/window_udf.rs b/examples/datafusion-ffi-example/src/window_udf.rs
index 0ec8c7c2d..187ea6846 100644
--- a/examples/datafusion-ffi-example/src/window_udf.rs
+++ b/examples/datafusion-ffi-example/src/window_udf.rs
@@ -15,19 +15,20 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::any::Any;
+use std::sync::Arc;
+
 use arrow_schema::{DataType, FieldRef};
-use datafusion::error::Result as DataFusionResult;
-use datafusion::functions_window::rank::rank_udwf;
-use datafusion::logical_expr::function::{PartitionEvaluatorArgs, WindowUDFFieldArgs};
-use datafusion::logical_expr::{PartitionEvaluator, Signature, WindowUDF, WindowUDFImpl};
+use datafusion_common::error::Result as DataFusionResult;
+use datafusion_expr::function::{PartitionEvaluatorArgs, WindowUDFFieldArgs};
+use datafusion_expr::{PartitionEvaluator, Signature, WindowUDF, WindowUDFImpl};
 use datafusion_ffi::udwf::FFI_WindowUDF;
+use datafusion_functions_window::rank::rank_udwf;
 use pyo3::types::PyCapsule;
 use pyo3::{pyclass, pymethods, Bound, PyResult, Python};
-use std::any::Any;
-use std::sync::Arc;
 
 #[pyclass(name = "MyRankUDF", module = "datafusion_ffi_example", subclass)]
-#[derive(Debug, Clone, PartialEq, Eq, Hash)]
+#[derive(Debug, Clone, Eq, PartialEq, Hash)]
 pub(crate) struct MyRankUDF {
     inner: Arc<WindowUDF>,
 }
@@ -35,8 +36,8 @@ pub(crate) struct MyRankUDF {
 #[pymethods]
 impl MyRankUDF {
     #[new]
-    fn new() -> Self {
-        Self { inner: rank_udwf() }
+    fn new() -> PyResult<Self> {
+        Ok(Self { inner: rank_udwf() })
     }
 
     fn __datafusion_window_udf__<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyCapsule>> {
diff --git a/examples/tpch/_tests.py b/examples/tpch/_tests.py
index 80ff80244..780fcf5e5 100644
--- a/examples/tpch/_tests.py
+++ b/examples/tpch/_tests.py
@@ -25,8 +25,10 @@
 
 
 def df_selection(col_name, col_type):
-    if col_type == pa.float64() or isinstance(col_type, pa.Decimal128Type):
+    if col_type == pa.float64():
         return F.round(col(col_name), lit(2)).alias(col_name)
+    if isinstance(col_type, pa.Decimal128Type):
+        return F.round(col(col_name).cast(pa.float64()), lit(2)).alias(col_name)
     if col_type == pa.string() or col_type == pa.string_view():
         return F.trim(col(col_name)).alias(col_name)
     return col(col_name)
diff --git a/python/datafusion/catalog.py b/python/datafusion/catalog.py
index da54d233d..16c3ccc2a 100644
--- a/python/datafusion/catalog.py
+++ b/python/datafusion/catalog.py
@@ -27,7 +27,7 @@
 if TYPE_CHECKING:
     import pyarrow as pa
 
-    from datafusion import DataFrame
+    from datafusion import DataFrame, SessionContext
     from datafusion.context import TableProviderExportable
 
 try:
@@ -65,9 +65,9 @@ def schema_names(self) -> set[str]:
         return self.catalog.schema_names()
 
     @staticmethod
-    def memory_catalog() -> Catalog:
+    def memory_catalog(ctx: SessionContext | None = None) -> Catalog:
         """Create an in-memory catalog provider."""
-        catalog = df_internal.catalog.RawCatalog.memory_catalog()
+        catalog = df_internal.catalog.RawCatalog.memory_catalog(ctx)
         return Catalog(catalog)
 
     def schema(self, name: str = "public") -> Schema:
@@ -112,9 +112,9 @@ def __repr__(self) -> str:
         return self._raw_schema.__repr__()
 
     @staticmethod
-    def memory_schema() -> Schema:
+    def memory_schema(ctx: SessionContext | None = None) -> Schema:
         """Create an in-memory schema provider."""
-        schema = df_internal.catalog.RawSchema.memory_schema()
+        schema = df_internal.catalog.RawSchema.memory_schema(ctx)
         return Schema(schema)
 
     def names(self) -> set[str]:
@@ -141,6 +141,10 @@ def deregister_table(self, name: str) -> None:
         """Deregister a table provider from this schema."""
         return self._raw_schema.deregister_table(name)
 
+    def table_exist(self, name: str) -> bool:
+        """Determines if a table exists in this schema."""
+        return self._raw_schema.table_exist(name)
+
 
 @deprecated("Use `Schema` instead.")
 class Database(Schema):
@@ -163,10 +167,12 @@ class Table:
     __slots__ = ("_inner",)
 
     def __init__(
-        self, table: Table | TableProviderExportable | DataFrame | pa.dataset.Dataset
+        self,
+        table: Table | TableProviderExportable | DataFrame | pa.dataset.Dataset,
+        ctx: SessionContext | None = None,
     ) -> None:
         """Constructor."""
-        self._inner = df_internal.catalog.RawTable(table)
+        self._inner = df_internal.catalog.RawTable(table, ctx)
 
     def __repr__(self) -> str:
         """Print a string representation of the table."""
@@ -271,4 +277,4 @@ class SchemaProviderExportable(Protocol):
     https://docs.rs/datafusion/latest/datafusion/catalog/trait.SchemaProvider.html
     """
 
-    def __datafusion_schema_provider__(self) -> object: ...
+    def __datafusion_schema_provider__(self, session: Any) -> object: ...
diff --git a/python/datafusion/context.py b/python/datafusion/context.py
index 7dc06eb17..be647feff 100644
--- a/python/datafusion/context.py
+++ b/python/datafusion/context.py
@@ -88,7 +88,7 @@ class TableProviderExportable(Protocol):
     https://datafusion.apache.org/python/user-guide/io/table_provider.html
     """
 
-    def __datafusion_table_provider__(self) -> object: ...  # noqa: D105
+    def __datafusion_table_provider__(self, session: Any) -> object: ...  # noqa: D105
 
 
 class CatalogProviderExportable(Protocol):
@@ -97,7 +97,7 @@ class CatalogProviderExportable(Protocol):
     https://docs.rs/datafusion/latest/datafusion/catalog/trait.CatalogProvider.html
     """
 
-    def __datafusion_catalog_provider__(self) -> object: ...  # noqa: D105
+    def __datafusion_catalog_provider__(self, session: Any) -> object: ...  # noqa: D105
 
 
 class SessionConfig:
@@ -1301,3 +1301,19 @@ def _convert_table_partition_cols(
             )
 
         return converted_table_partition_cols
+
+    def __datafusion_task_context_provider__(self) -> Any:
+        """Access the PyCapsule FFI_TaskContextProvider."""
+        return self.ctx.__datafusion_task_context_provider__()
+
+    def __datafusion_logical_extension_codec__(self) -> Any:
+        """Access the PyCapsule FFI_LogicalExtensionCodec."""
+        return self.ctx.__datafusion_logical_extension_codec__()
+
+    def with_logical_extension_codec(self, codec: Any) -> SessionContext:
+        """Create a new session context with specified codec.
+
+        This only supports codecs that have been implemented using the
+        FFI interface.
+        """
+        return self.ctx.with_logical_extension_codec(codec)
diff --git a/python/datafusion/user_defined.py b/python/datafusion/user_defined.py
index 43a72c805..e6543e767 100644
--- a/python/datafusion/user_defined.py
+++ b/python/datafusion/user_defined.py
@@ -27,6 +27,7 @@
 import pyarrow as pa
 
 import datafusion._internal as df_internal
+from datafusion import SessionContext
 from datafusion.expr import Expr
 
 if TYPE_CHECKING:
@@ -923,16 +924,14 @@ class TableFunction:
     """
 
     def __init__(
-        self,
-        name: str,
-        func: Callable[[], any],
+        self, name: str, func: Callable[[], any], ctx: SessionContext | None = None
     ) -> None:
         """Instantiate a user-defined table function (UDTF).
 
         See :py:func:`udtf` for a convenience function and argument
         descriptions.
         """
-        self._udtf = df_internal.TableFunction(name, func)
+        self._udtf = df_internal.TableFunction(name, func, ctx)
 
     def __call__(self, *args: Expr) -> Any:
         """Execute the UDTF and return a table provider."""
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index 30f9ab903..53a661969 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -1666,7 +1666,6 @@ def test_execution_plan(aggregate_df):
     # indent plan will be different for everyone due to absolute path
     # to filename, so we just check for some expected content
     assert "AggregateExec:" in indent
-    assert "CoalesceBatchesExec:" in indent
     assert "RepartitionExec:" in indent
     assert "DataSourceExec:" in indent
     assert "file_type=csv" in indent
@@ -2435,9 +2434,7 @@ def test_write_parquet_with_options_writer_version(
 @pytest.mark.parametrize("writer_version", ["1.2.3", "custom-version", "0"])
 def test_write_parquet_with_options_wrong_writer_version(df, tmp_path, writer_version):
     """Test that invalid writer versions in Parquet throw an exception."""
-    with pytest.raises(
-        Exception, match="Unknown or unsupported parquet writer version"
-    ):
+    with pytest.raises(Exception, match="Invalid parquet writer version"):
         df.write_parquet_with_options(
             tmp_path, ParquetWriterOptions(writer_version=writer_version)
         )
diff --git a/python/tests/test_udtf.py b/python/tests/test_udtf.py
new file mode 100644
index 000000000..dba46e61a
--- /dev/null
+++ b/python/tests/test_udtf.py
@@ -0,0 +1,119 @@
+import pyarrow as pa
+import pyarrow.dataset as ds
+from datafusion import Expr, SessionContext, Table, udtf
+from datafusion.context import TableProviderExportable
+
+
+def python_table_function_inner(
+    num_cols: int, num_rows: int, num_batches: int
+) -> Table:
+    rows = list(range(num_rows))
+    cols = [pa.array(rows) for _ in range(num_cols)]
+    names = [f"row_{i}" for i in range(num_cols)]
+
+    batch = pa.RecordBatch.from_arrays(cols, names=names)
+    batches = [batch for _ in range(num_batches)]
+    dataset = ds.dataset(batches)
+
+    return Table(dataset)
+
+
+def test_python_table_function_with_args_class() -> None:
+    """Test Python TableFunction using a class with arguments."""
+    ctx = SessionContext()
+
+    class ParameterizedTableFunction:
+        """Table function that takes parameters."""
+
+        def __call__(self, num_cols: Expr, num_rows: Expr, num_batches: Expr) -> Table:
+            return python_table_function_inner(
+                num_cols.to_variant().value_i64(),
+                num_rows.to_variant().value_i64(),
+                num_batches.to_variant().value_i64(),
+            )
+
+    # Register the function
+    table_func = ParameterizedTableFunction()
+    table_udtf = udtf(table_func, "param_func")
+    ctx.register_udtf(table_udtf)
+
+    # Call with different parameters
+    result = ctx.sql("SELECT * FROM param_func(5, 10, 2)").collect()
+    assert len(result) == 2
+    assert result[0].num_columns == 5
+    assert result[0].num_rows == 10
+
+
+def test_python_table_function_decorator() -> None:
+    """Test Python TableFunction using decorator syntax."""
+    ctx = SessionContext()
+
+    @udtf("decorated_func")
+    def my_decorated_func(num_cols: Expr, num_rows: Expr, num_batches: Expr) -> Table:
+        return python_table_function_inner(
+            num_cols.to_variant().value_i64(),
+            num_rows.to_variant().value_i64(),
+            num_batches.to_variant().value_i64(),
+        )
+
+    ctx.register_udtf(my_decorated_func)
+
+    result = ctx.sql("SELECT * FROM decorated_func(3, 7, 2)").collect()
+    assert len(result) == 2
+    assert result[0].num_columns == 3
+    assert result[0].num_rows == 7
+
+
+def test_python_table_function_no_args() -> None:
+    """Test Python TableFunction with no arguments."""
+    ctx = SessionContext()
+
+    @udtf("static_func")
+    def static_table_func() -> Table:
+        return python_table_function_inner(2, 3, 1)
+
+    ctx.register_udtf(static_table_func)
+
+    result = ctx.sql("SELECT * FROM static_func()").collect()
+    assert len(result) == 1
+    assert list(result[0].column(0).to_pylist()) == [0, 1, 2]
+    assert list(result[0].column(1).to_pylist()) == [0, 1, 2]
+
+
+def test_python_table_function_single_arg() -> None:
+    """Test Python TableFunction with a single argument."""
+    ctx = SessionContext()
+
+    @udtf("single_arg_func")
+    def single_arg_func(n: Expr) -> TableProviderExportable:
+        return python_table_function_inner(2, n.to_variant().value_i64(), 1)
+
+    ctx.register_udtf(single_arg_func)
+
+    result = ctx.sql("SELECT * FROM single_arg_func(15)").collect()
+    assert len(result) == 1
+    assert result[0].num_columns == 2
+    assert result[0].num_rows == 15
+
+
+def test_python_table_function_with_string_args() -> None:
+    """Test Python TableFunction with string arguments."""
+    ctx = SessionContext()
+
+    @udtf("string_arg_func")
+    def string_arg_func(prefix: Expr) -> TableProviderExportable:
+        prefix_str = prefix.to_variant().value_string()
+        # Create a table with the prefix in column names
+
+        batch = pa.RecordBatch.from_arrays(
+            [pa.array([1, 2, 3]), pa.array([4, 5, 6])],
+            names=[f"{prefix_str}_a", f"{prefix_str}_b"],
+        )
+
+        return Table(ds.dataset([batch]))
+
+    ctx.register_udtf(string_arg_func)
+
+    result = ctx.sql("SELECT * FROM string_arg_func('test')").collect()
+    assert len(result) == 1
+    assert result[0].schema.names == ["test_a", "test_b"]
diff --git a/src/catalog.rs b/src/catalog.rs
index f8b86ec6a..10ca1dd12 100644
--- a/src/catalog.rs
+++ b/src/catalog.rs
@@ -25,7 +25,8 @@ use datafusion::catalog::{
 };
 use datafusion::common::DataFusionError;
 use datafusion::datasource::TableProvider;
-use datafusion_ffi::schema_provider::{FFI_SchemaProvider, ForeignSchemaProvider};
+use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
+use datafusion_ffi::schema_provider::FFI_SchemaProvider;
 use pyo3::exceptions::PyKeyError;
 use pyo3::prelude::*;
 use pyo3::types::PyCapsule;
@@ -34,54 +35,66 @@ use pyo3::IntoPyObjectExt;
 use crate::dataset::Dataset;
 use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionError, PyDataFusionResult};
 use crate::table::PyTable;
-use crate::utils::{validate_pycapsule, wait_for_future};
+use crate::utils::{
+    create_logical_extension_capsule, extract_logical_extension_codec, validate_pycapsule,
+    wait_for_future,
+};
 
 #[pyclass(frozen, name = "RawCatalog", module = "datafusion.catalog", subclass)]
 #[derive(Clone)]
 pub struct PyCatalog {
     pub catalog: Arc<dyn CatalogProvider>,
+    codec: Arc<FFI_LogicalExtensionCodec>,
 }
 
 #[pyclass(frozen, name = "RawSchema", module = "datafusion.catalog", subclass)]
 #[derive(Clone)]
 pub struct PySchema {
     pub schema: Arc<dyn SchemaProvider>,
+    codec: Arc<FFI_LogicalExtensionCodec>,
 }
 
-impl From<Arc<dyn CatalogProvider>> for PyCatalog {
-    fn from(catalog: Arc<dyn CatalogProvider>) -> Self {
-        Self { catalog }
+impl PyCatalog {
+    pub(crate) fn new_from_parts(
+        catalog: Arc<dyn CatalogProvider>,
+        codec: Arc<FFI_LogicalExtensionCodec>,
+    ) -> Self {
+        Self { catalog, codec }
     }
 }
 
-impl From<Arc<dyn SchemaProvider>> for PySchema {
-    fn from(schema: Arc<dyn SchemaProvider>) -> Self {
-        Self { schema }
+impl PySchema {
+    pub(crate) fn new_from_parts(
+        schema: Arc<dyn SchemaProvider>,
+        codec: Arc<FFI_LogicalExtensionCodec>,
+    ) -> Self {
+        Self { schema, codec }
     }
 }
 
 #[pymethods]
 impl PyCatalog {
     #[new]
-    fn new(catalog: Py<PyAny>) -> Self {
-        let catalog_provider =
-            Arc::new(RustWrappedPyCatalogProvider::new(catalog)) as Arc<dyn CatalogProvider>;
-        catalog_provider.into()
+    pub fn new(py: Python, catalog: Py<PyAny>, session: Option<Bound<PyAny>>) -> PyResult<Self> {
+        let codec = extract_logical_extension_codec(py, session)?;
+        let catalog = Arc::new(RustWrappedPyCatalogProvider::new(catalog, codec.clone()))
+            as Arc<dyn CatalogProvider>;
+        Ok(Self { catalog, codec })
     }
 
     #[staticmethod]
-    fn memory_catalog() -> Self {
-        let catalog_provider =
-            Arc::new(MemoryCatalogProvider::default()) as Arc<dyn CatalogProvider>;
-        catalog_provider.into()
+    pub fn memory_catalog(py: Python, session: Option<Bound<PyAny>>) -> PyResult<Self> {
+        let codec = extract_logical_extension_codec(py, session)?;
+        let catalog = Arc::new(MemoryCatalogProvider::default()) as Arc<dyn CatalogProvider>;
+        Ok(Self { catalog, codec })
     }
 
-    fn schema_names(&self) -> HashSet<String> {
+    pub fn schema_names(&self) -> HashSet<String> {
         self.catalog.schema_names().into_iter().collect()
     }
 
     #[pyo3(signature = (name="public"))]
-    fn schema(&self, name: &str) -> PyResult<Py<PyAny>> {
+    pub fn schema(&self, name: &str) -> PyResult<Py<PyAny>> {
         let schema = self
             .catalog
             .schema(name)
@@ -95,29 +108,13 @@ impl PyCatalog {
                 .downcast_ref::<RustWrappedPySchemaProvider>()
             {
                 Some(wrapped_schema) => Ok(wrapped_schema.schema_provider.clone_ref(py)),
-                None => PySchema::from(schema).into_py_any(py),
+                None => PySchema::new_from_parts(schema, self.codec.clone()).into_py_any(py),
             }
         })
     }
 
-    fn register_schema(&self, name: &str, schema_provider: Bound<'_, PyAny>) -> PyResult<()> {
-        let provider = if schema_provider.hasattr("__datafusion_schema_provider__")? {
-            let capsule = schema_provider
-                .getattr("__datafusion_schema_provider__")?
-                .call0()?;
-            let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
-            validate_pycapsule(capsule, "datafusion_schema_provider")?;
-
-            let provider = unsafe { capsule.reference::<FFI_SchemaProvider>() };
-            let provider: ForeignSchemaProvider = provider.into();
-            Arc::new(provider) as Arc<dyn SchemaProvider>
-        } else {
-            match schema_provider.extract::<PySchema>() {
-                Ok(py_schema) => py_schema.schema,
-                Err(_) => Arc::new(RustWrappedPySchemaProvider::new(schema_provider.into()))
-                    as Arc<dyn SchemaProvider>,
-            }
-        };
+    pub fn register_schema(&self, name: &str, schema_provider: Bound<'_, PyAny>) -> PyResult<()> {
+        let provider = extract_schema_provider_from_pyobj(schema_provider, self.codec.as_ref())?;
 
         let _ = self
             .catalog
@@ -127,7 +124,7 @@ impl PyCatalog {
         Ok(())
     }
 
-    fn deregister_schema(&self, name: &str, cascade: bool) -> PyResult<()> {
+    pub fn deregister_schema(&self, name: &str, cascade: bool) -> PyResult<()> {
         let _ = self
             .catalog
             .deregister_schema(name, cascade)
@@ -136,7 +133,7 @@ impl PyCatalog {
         Ok(())
     }
 
-    fn __repr__(&self) -> PyResult<String> {
+    pub fn __repr__(&self) -> PyResult<String> {
         let mut names: Vec<String> = self.schema_names().into_iter().collect();
         names.sort();
         Ok(format!("Catalog(schema_names=[{}])", names.join(", ")))
@@ -146,16 +143,22 @@ impl PyCatalog {
 #[pymethods]
 impl PySchema {
     #[new]
-    fn new(schema_provider: Py<PyAny>) -> Self {
-        let schema_provider =
+    pub fn new(
+        py: Python,
+        schema_provider: Py<PyAny>,
+        session: Option<Bound<PyAny>>,
+    ) -> PyResult<Self> {
+        let codec = extract_logical_extension_codec(py, session)?;
+        let schema =
             Arc::new(RustWrappedPySchemaProvider::new(schema_provider)) as Arc<dyn SchemaProvider>;
-        schema_provider.into()
+        Ok(Self { schema, codec })
     }
 
     #[staticmethod]
-    fn memory_schema() -> Self {
-        let schema_provider = Arc::new(MemorySchemaProvider::default()) as Arc<dyn SchemaProvider>;
-        schema_provider.into()
+    fn memory_schema(py: Python, session: Option<Bound<PyAny>>) -> PyResult<Self> {
+        let codec = extract_logical_extension_codec(py, session)?;
+        let schema = Arc::new(MemorySchemaProvider::default()) as Arc<dyn SchemaProvider>;
+        Ok(Self { schema, codec })
     }
 
     #[getter]
@@ -179,8 +182,13 @@ impl PySchema {
         Ok(format!("Schema(table_names=[{}])", names.join(";")))
     }
 
-    fn register_table(&self, name: &str, table_provider: &Bound<'_, PyAny>) -> PyResult<()> {
-        let table = PyTable::new(table_provider)?;
+    fn register_table(&self, name: &str, table_provider: Bound<'_, PyAny>) -> PyResult<()> {
+        let py = table_provider.py();
+        let codec_capsule = create_logical_extension_capsule(py, self.codec.as_ref())?
+            .as_any()
+            .clone();
+
+        let table = PyTable::new(table_provider, Some(codec_capsule))?;
 
         let _ = self
             .schema
@@ -198,6 +206,10 @@ impl PySchema {
 
         Ok(())
     }
+
+    fn table_exist(&self, name: &str) -> bool {
+        self.schema.table_exist(name)
+    }
 }
 
 #[derive(Debug)]
@@ -232,7 +244,7 @@ impl RustWrappedPySchemaProvider {
                 return Ok(None);
             }
 
-            let table = PyTable::new(&py_table)?;
+            let table = PyTable::new(py_table, None)?;
 
             Ok(Some(table.table))
         })
@@ -326,11 +338,15 @@ impl SchemaProvider for RustWrappedPySchemaProvider {
 #[derive(Debug)]
 pub(crate) struct RustWrappedPyCatalogProvider {
     pub(crate) catalog_provider: Py<PyAny>,
+    codec: Arc<FFI_LogicalExtensionCodec>,
 }
 
 impl RustWrappedPyCatalogProvider {
-    pub fn new(catalog_provider: Py<PyAny>) -> Self {
-        Self { catalog_provider }
+    pub fn new(catalog_provider: Py<PyAny>, codec: Arc<FFI_LogicalExtensionCodec>) -> Self {
+        Self {
+            catalog_provider,
+            codec,
+        }
     }
 
     fn schema_inner(&self, name: &str) -> PyResult<Option<Arc<dyn SchemaProvider>>> {
@@ -342,32 +358,7 @@ impl RustWrappedPyCatalogProvider {
                 return Ok(None);
             }
 
-            if py_schema.hasattr("__datafusion_schema_provider__")? {
-                let capsule = provider
-                    .getattr("__datafusion_schema_provider__")?
-                    .call0()?;
-                let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
-                validate_pycapsule(capsule, "datafusion_schema_provider")?;
-
-                let provider = unsafe { capsule.reference::<FFI_SchemaProvider>() };
-                let provider: ForeignSchemaProvider = provider.into();
-
-                Ok(Some(Arc::new(provider) as Arc<dyn SchemaProvider>))
-            } else {
-                if let Ok(inner_schema) = py_schema.getattr("schema") {
-                    if let Ok(inner_schema) = inner_schema.extract::<PySchema>() {
-                        return Ok(Some(inner_schema.schema));
-                    }
-                }
-                match py_schema.extract::<PySchema>() {
-                    Ok(inner_schema) => Ok(Some(inner_schema.schema)),
-                    Err(_) => {
-                        let py_schema = RustWrappedPySchemaProvider::new(py_schema.into());
-
-                        Ok(Some(Arc::new(py_schema) as Arc<dyn SchemaProvider>))
-                    }
-                }
-            }
+            extract_schema_provider_from_pyobj(py_schema, self.codec.as_ref()).map(Some)
         })
     }
 }
@@ -403,15 +394,13 @@ impl CatalogProvider for RustWrappedPyCatalogProvider {
         name: &str,
         schema: Arc<dyn SchemaProvider>,
     ) -> datafusion::common::Result<Option<Arc<dyn SchemaProvider>>> {
-        // JRIGHT HERE
-        // let py_schema: PySchema = schema.into();
         Python::attach(|py| {
             let py_schema = match schema
                 .as_any()
                 .downcast_ref::<RustWrappedPySchemaProvider>()
             {
                 Some(wrapped_schema) => wrapped_schema.schema_provider.as_any(),
-                None => &PySchema::from(schema)
+                None => &PySchema::new_from_parts(schema, self.codec.clone())
                     .into_py_any(py)
                     .map_err(to_datafusion_err)?,
             };
@@ -453,6 +442,35 @@ impl CatalogProvider for RustWrappedPyCatalogProvider {
     }
 }
 
+fn extract_schema_provider_from_pyobj(
+    mut schema_provider: Bound<PyAny>,
+    codec: &FFI_LogicalExtensionCodec,
+) -> PyResult<Arc<dyn SchemaProvider>> {
+    if schema_provider.hasattr("__datafusion_schema_provider__")? {
+        let py = schema_provider.py();
+        let codec_capsule = create_logical_extension_capsule(py, codec)?;
+        schema_provider = schema_provider
+            .getattr("__datafusion_schema_provider__")?
+            .call1((codec_capsule,))?;
+    }
+
+    let provider = if let Ok(capsule) = schema_provider.downcast::<PyCapsule>() {
+        validate_pycapsule(capsule, "datafusion_schema_provider")?;
+
+        let provider = unsafe { capsule.reference::<FFI_SchemaProvider>() };
+        let provider: Arc<dyn SchemaProvider + Send> = provider.into();
+        provider as Arc<dyn SchemaProvider>
+    } else {
+        match schema_provider.extract::<PySchema>() {
+            Ok(py_schema) => py_schema.schema,
+            Err(_) => Arc::new(RustWrappedPySchemaProvider::new(schema_provider.into()))
+                as Arc<dyn SchemaProvider>,
+        }
+    };
+
+    Ok(provider)
+}
+
 pub(crate) fn init_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
     m.add_class::<PyCatalog>()?;
     m.add_class::<PySchema>()?;
diff --git a/src/context.rs b/src/context.rs
index ad4fc36b1..1cd04ac2f 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -42,14 +42,18 @@ use datafusion::execution::memory_pool::{FairSpillPool, GreedyMemoryPool, Unboun
 use datafusion::execution::options::ReadOptions;
 use datafusion::execution::runtime_env::RuntimeEnvBuilder;
 use datafusion::execution::session_state::SessionStateBuilder;
+use datafusion::execution::TaskContextProvider;
 use datafusion::prelude::{
     AvroReadOptions, CsvReadOptions, DataFrame, NdJsonReadOptions, ParquetReadOptions,
 };
-use datafusion_ffi::catalog_provider::{FFI_CatalogProvider, ForeignCatalogProvider};
+use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
+use datafusion_ffi::execution::FFI_TaskContextProvider;
+use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
+use datafusion_proto::logical_plan::DefaultLogicalExtensionCodec;
 use object_store::ObjectStore;
 use pyo3::exceptions::{PyKeyError, PyValueError};
 use pyo3::prelude::*;
-use pyo3::types::{PyCapsule, PyDict, PyList, PyTuple, PyType};
+use pyo3::types::{PyCapsule, PyDict, PyList, PyTuple};
 use pyo3::IntoPyObjectExt;
 use url::Url;
 use uuid::Uuid;
@@ -71,7 +75,10 @@ use crate::udaf::PyAggregateUDF;
 use crate::udf::PyScalarUDF;
 use crate::udtf::PyTableFunction;
 use crate::udwf::PyWindowUDF;
-use crate::utils::{get_global_ctx, spawn_future, validate_pycapsule, wait_for_future};
+use crate::utils::{
+    create_logical_extension_capsule, extract_logical_extension_codec, get_global_ctx,
+    get_tokio_runtime, spawn_future, validate_pycapsule, wait_for_future,
+};
 
 /// Configuration options for a SessionContext
 #[pyclass(frozen, name = "SessionConfig", module = "datafusion", subclass)]
@@ -296,7 +303,8 @@ impl PySQLOptions {
 #[pyclass(frozen, name = "SessionContext", module = "datafusion", subclass)]
 #[derive(Clone)]
 pub struct PySessionContext {
-    pub ctx: SessionContext,
+    pub ctx: Arc<SessionContext>,
+    logical_codec: Arc<FFI_LogicalExtensionCodec>,
 }
 
 #[pymethods]
@@ -323,23 +331,24 @@ impl PySessionContext {
             .with_runtime_env(runtime)
             .with_default_features()
             .build();
-        Ok(PySessionContext {
-            ctx: SessionContext::new_with_state(session_state),
-        })
+        let ctx = Arc::new(SessionContext::new_with_state(session_state));
+        let logical_codec = Self::default_logical_codec(&ctx);
+        Ok(PySessionContext { ctx, logical_codec })
     }
 
     pub fn enable_url_table(&self) -> PyResult<Self> {
         Ok(PySessionContext {
-            ctx: self.ctx.clone().enable_url_table(),
+            ctx: Arc::new(self.ctx.as_ref().clone().enable_url_table()),
+            logical_codec: Arc::clone(&self.logical_codec),
         })
     }
 
-    #[classmethod]
+    #[staticmethod]
     #[pyo3(signature = ())]
-    fn global_ctx(_cls: &Bound<'_, PyType>) -> PyResult<Self> {
-        Ok(Self {
-            ctx: get_global_ctx().clone(),
-        })
+    pub fn global_ctx() -> PyResult<Self> {
+        let ctx = get_global_ctx().clone();
+        let logical_codec = Self::default_logical_codec(&ctx);
+        Ok(Self { ctx, logical_codec })
     }
 
     /// Register an object store with the given name
@@ -606,7 +615,8 @@ impl PySessionContext {
     }
 
     pub fn register_table(&self, name: &str, table: Bound<'_, PyAny>) -> PyDataFusionResult<()> {
-        let table = PyTable::new(&table)?;
+        let session = self.clone().into_bound_py_any(table.py())?;
+        let table = PyTable::new(table, Some(session))?;
 
         self.ctx.register_table(name, table.table)?;
         Ok(())
@@ -620,25 +630,32 @@ impl PySessionContext {
     pub fn register_catalog_provider(
         &self,
         name: &str,
-        provider: Bound<'_, PyAny>,
+        mut provider: Bound<'_, PyAny>,
     ) -> PyDataFusionResult<()> {
-        let provider = if provider.hasattr("__datafusion_catalog_provider__")? {
-            let capsule = provider
+        if provider.hasattr("__datafusion_catalog_provider__")? {
+            let py = provider.py();
+            let codec_capsule = create_logical_extension_capsule(py, self.logical_codec.as_ref())?;
+            provider = provider
                 .getattr("__datafusion_catalog_provider__")?
-                .call0()?;
-            let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
-            validate_pycapsule(capsule, "datafusion_catalog_provider")?;
+                .call1((codec_capsule,))?;
+        }
 
-            let provider = unsafe { capsule.reference::<FFI_CatalogProvider>() };
-            let provider: ForeignCatalogProvider = provider.into();
-            Arc::new(provider) as Arc<dyn CatalogProvider>
-        } else {
-            match provider.extract::<PyCatalog>() {
-                Ok(py_catalog) => py_catalog.catalog,
-                Err(_) => Arc::new(RustWrappedPyCatalogProvider::new(provider.into()))
-                    as Arc<dyn CatalogProvider>,
-            }
-        };
+        let provider =
+            if let Ok(capsule) = provider.downcast::<PyCapsule>().map_err(py_datafusion_err) {
+                validate_pycapsule(capsule, "datafusion_catalog_provider")?;
+
+                let provider = unsafe { capsule.reference::<FFI_CatalogProvider>() };
+                let provider: Arc<dyn CatalogProvider + Send> = provider.into();
+                provider as Arc<dyn CatalogProvider>
+            } else {
+                match provider.extract::<PyCatalog>() {
+                    Ok(py_catalog) => py_catalog.catalog,
+                    Err(_) => Arc::new(RustWrappedPyCatalogProvider::new(
+                        provider.into(),
+                        Arc::clone(&self.logical_codec),
+                    )) as Arc<dyn CatalogProvider>,
+                }
+            };
 
         let _ = self.ctx.register_catalog(name, provider);
 
@@ -861,20 +878,21 @@ impl PySessionContext {
     }
 
     #[pyo3(signature = (name="datafusion"))]
-    pub fn catalog(&self, name: &str) -> PyResult<Py<PyAny>> {
+    pub fn catalog(&self, py: Python, name: &str) -> PyResult<Py<PyAny>> {
         let catalog = self.ctx.catalog(name).ok_or(PyKeyError::new_err(format!(
             "Catalog with name {name} doesn't exist."
         )))?;
 
-        Python::attach(|py| {
-            match catalog
-                .as_any()
-                .downcast_ref::<RustWrappedPyCatalogProvider>()
-            {
-                Some(wrapped_schema) => Ok(wrapped_schema.catalog_provider.clone_ref(py)),
-                None => PyCatalog::from(catalog).into_py_any(py),
-            }
-        })
+        match catalog
+            .as_any()
+            .downcast_ref::<RustWrappedPyCatalogProvider>()
+        {
+            Some(wrapped_schema) => Ok(wrapped_schema.catalog_provider.clone_ref(py)),
+            None => Ok(
+                PyCatalog::new_from_parts(catalog, Arc::clone(&self.logical_codec))
+                    .into_py_any(py)?,
+            ),
+        }
     }
 
     pub fn catalog_names(&self) -> HashSet<String> {
@@ -1088,7 +1106,8 @@ impl PySessionContext {
     }
 
     pub fn read_table(&self, table: Bound<'_, PyAny>) -> PyDataFusionResult<PyDataFrame> {
-        let table = PyTable::new(&table)?;
+        let session = self.clone().into_bound_py_any(table.py())?;
+        let table = PyTable::new(table, Some(session))?;
         let df = self.ctx.read_table(table.table())?;
         Ok(PyDataFrame::new(df))
     }
@@ -1122,6 +1141,40 @@ impl PySessionContext {
         let stream = spawn_future(py, async move { plan.execute(part, Arc::new(ctx)) })?;
         Ok(PyRecordBatchStream::new(stream))
     }
+
+    pub fn __datafusion_task_context_provider__<'py>(
+        &self,
+        py: Python<'py>,
+    ) -> PyResult<Bound<'py, PyCapsule>> {
+        let name = cr"datafusion_task_context_provider".into();
+
+        let ctx_provider = Arc::clone(&self.ctx) as Arc<dyn TaskContextProvider>;
+        let ffi_ctx_provider = FFI_TaskContextProvider::from(&ctx_provider);
+
+        PyCapsule::new(py, ffi_ctx_provider, Some(name))
+    }
+
+    pub fn __datafusion_logical_extension_codec__<'py>(
+        &self,
+        py: Python<'py>,
+    ) -> PyResult<Bound<'py, PyCapsule>> {
+        create_logical_extension_capsule(py, self.logical_codec.as_ref())
+    }
+
+    pub fn with_logical_extension_codec<'py>(
+        &self,
+        codec: Bound<'py, PyAny>,
+    ) -> PyDataFusionResult<Self> {
+        let py = codec.py();
+        let logical_codec = extract_logical_extension_codec(py, Some(codec))?;
+
+        Ok({
+            Self {
+                ctx: Arc::clone(&self.ctx),
+                logical_codec,
+            }
+        })
+    }
 }
 
 impl PySessionContext {
@@ -1168,6 +1221,17 @@ impl PySessionContext {
             .register_table(TableReference::Bare { table: name.into() }, Arc::new(table))?;
         Ok(())
     }
+
+    fn default_logical_codec(ctx: &Arc<SessionContext>) -> Arc<FFI_LogicalExtensionCodec> {
+        let codec = Arc::new(DefaultLogicalExtensionCodec {});
+        let runtime = get_tokio_runtime().0.handle().clone();
+        let ctx_provider = Arc::clone(ctx) as Arc<dyn TaskContextProvider>;
+        Arc::new(FFI_LogicalExtensionCodec::new(
+            codec,
+            Some(runtime),
+            &ctx_provider,
+        ))
+    }
 }
 
 pub fn parse_file_compression_type(
@@ -1181,12 +1245,15 @@ pub fn parse_file_compression_type(
 
 impl From<PySessionContext> for SessionContext {
     fn from(ctx: PySessionContext) -> SessionContext {
-        ctx.ctx
+        ctx.ctx.as_ref().clone()
     }
 }
 
 impl From<SessionContext> for PySessionContext {
     fn from(ctx: SessionContext) -> PySessionContext {
-        PySessionContext { ctx }
+        let ctx = Arc::new(ctx);
+        let logical_codec = Self::default_logical_codec(&ctx);
+
+        PySessionContext { ctx, logical_codec }
     }
 }
diff --git a/src/dataframe.rs b/src/dataframe.rs
index d920df71e..79b76779b 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -17,6 +17,7 @@
 
 use std::collections::HashMap;
 use std::ffi::{CStr, CString};
+use std::str::FromStr;
 use std::sync::Arc;
 
 use arrow::array::{new_null_array, Array, ArrayRef, RecordBatch, RecordBatchReader};
@@ -175,7 +176,7 @@ impl PyParquetWriterOptions {
     pub fn new(
         data_pagesize_limit: usize,
         write_batch_size: usize,
-        writer_version: String,
+        writer_version: &str,
         skip_arrow_metadata: bool,
         compression: Option<String>,
         dictionary_enabled: Option<bool>,
@@ -193,8 +194,11 @@ impl PyParquetWriterOptions {
         allow_single_file_parallelism: bool,
         maximum_parallel_row_group_writers: usize,
         maximum_buffered_record_batches_per_stream: usize,
-    ) -> Self {
-        Self {
+    ) -> PyResult<Self> {
+        let writer_version =
+            datafusion::common::parquet_config::DFParquetWriterVersion::from_str(writer_version)
+                .map_err(py_datafusion_err)?;
+        Ok(Self {
             options: ParquetOptions {
                 data_pagesize_limit,
                 write_batch_size,
@@ -218,7 +222,7 @@ impl PyParquetWriterOptions {
                 maximum_buffered_record_batches_per_stream,
                 ..Default::default()
             },
-        }
+        })
     }
 }
 
diff --git a/src/expr.rs b/src/expr.rs
index fc8023b20..c5776c597 100644
--- a/src/expr.rs
+++ b/src/expr.rs
@@ -145,8 +145,8 @@ impl PyExpr {
             match &self.expr {
             Expr::Alias(alias) => Ok(PyAlias::from(alias.clone()).into_bound_py_any(py)?),
             Expr::Column(col) => Ok(PyColumn::from(col.clone()).into_bound_py_any(py)?),
-            Expr::ScalarVariable(data_type, variables) => {
-                Ok(PyScalarVariable::new(data_type, variables).into_bound_py_any(py)?)
+            Expr::ScalarVariable(field, variables) => {
+                Ok(PyScalarVariable::new(field, variables).into_bound_py_any(py)?)
             }
             Expr::Like(value) => Ok(PyLike::from(value.clone()).into_bound_py_any(py)?),
             Expr::Literal(value, metadata) => Ok(PyLiteral::new_with_metadata(value.clone(), metadata.clone()).into_bound_py_any(py)?),
diff --git a/src/expr/scalar_variable.rs b/src/expr/scalar_variable.rs
index f3c128a4c..5bc056e76 100644
--- a/src/expr/scalar_variable.rs
+++ b/src/expr/scalar_variable.rs
@@ -15,7 +15,7 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use datafusion::arrow::datatypes::DataType;
+use arrow::datatypes::FieldRef;
 use pyo3::prelude::*;
 
 use crate::common::data_type::PyDataType;
@@ -23,14 +23,14 @@ use crate::common::data_type::PyDataType;
 #[pyclass(frozen, name = "ScalarVariable", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
 pub struct PyScalarVariable {
-    data_type: DataType,
+    field: FieldRef,
     variables: Vec<String>,
 }
 
 impl PyScalarVariable {
-    pub fn new(data_type: &DataType, variables: &[String]) -> Self {
+    pub fn new(field: &FieldRef, variables: &[String]) -> Self {
         Self {
-            data_type: data_type.to_owned(),
+            field: field.to_owned(),
             variables: variables.to_vec(),
         }
     }
@@ -40,7 +40,7 @@ impl PyScalarVariable {
 impl PyScalarVariable {
     /// Get the data type
     fn data_type(&self) -> PyResult<PyDataType> {
-        Ok(self.data_type.clone().into())
+        Ok(self.field.data_type().clone().into())
     }
 
     fn variables(&self) -> PyResult<Vec<String>> {
@@ -48,6 +48,6 @@ impl PyScalarVariable {
     }
 
     fn __repr__(&self) -> PyResult<String> {
-        Ok(format!("{}{:?}", self.data_type, self.variables))
+        Ok(format!("{}{:?}", self.field.data_type(), self.variables))
     }
 }
diff --git a/src/expr/statement.rs b/src/expr/statement.rs
index 40666dd8b..3d8c3c1c7 100644
--- a/src/expr/statement.rs
+++ b/src/expr/statement.rs
@@ -20,8 +20,8 @@ use std::sync::Arc;
 use arrow::datatypes::Field;
 use arrow::pyarrow::PyArrowType;
 use datafusion::logical_expr::{
-    Deallocate, Execute, Prepare, SetVariable, TransactionAccessMode, TransactionConclusion,
-    TransactionEnd, TransactionIsolationLevel, TransactionStart,
+    Deallocate, Execute, Prepare, ResetVariable, SetVariable, TransactionAccessMode,
+    TransactionConclusion, TransactionEnd, TransactionIsolationLevel, TransactionStart,
 };
 use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
@@ -259,6 +259,50 @@ impl PyTransactionEnd {
     }
 }
 
+#[pyclass(frozen, name = "ResetVariable", module = "datafusion.expr", subclass)]
+#[derive(Clone)]
+pub struct PyResetVariable {
+    reset_variable: ResetVariable,
+}
+
+impl From<ResetVariable> for PyResetVariable {
+    fn from(reset_variable: ResetVariable) -> PyResetVariable {
+        PyResetVariable { reset_variable }
+    }
+}
+
+impl TryFrom<PyResetVariable> for ResetVariable {
+    type Error = PyErr;
+
+    fn try_from(py: PyResetVariable) -> Result<Self, Self::Error> {
+        Ok(py.reset_variable)
+    }
+}
+
+impl LogicalNode for PyResetVariable {
+    fn inputs(&self) -> Vec<PyLogicalPlan> {
+        vec![]
+    }
+
+    fn to_variant<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyAny>> {
+        self.clone().into_bound_py_any(py)
+    }
+}
+
+#[pymethods]
+impl PyResetVariable {
+    #[new]
+    pub fn new(variable: String) -> Self {
+        PyResetVariable {
+            reset_variable: ResetVariable { variable },
+        }
+    }
+
+    pub fn variable(&self) -> String {
+        self.reset_variable.variable.clone()
+    }
+}
+
 #[pyclass(frozen, name = "SetVariable", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
 pub struct PySetVariable {
diff --git a/src/sql/logical.rs b/src/sql/logical.rs
index 37f20d287..786118199 100644
--- a/src/sql/logical.rs
+++ b/src/sql/logical.rs
@@ -55,7 +55,8 @@ use crate::expr::recursive_query::PyRecursiveQuery;
 use crate::expr::repartition::PyRepartition;
 use crate::expr::sort::PySort;
 use crate::expr::statement::{
-    PyDeallocate, PyExecute, PyPrepare, PySetVariable, PyTransactionEnd, PyTransactionStart,
+    PyDeallocate, PyExecute, PyPrepare, PyResetVariable, PySetVariable, PyTransactionEnd,
+    PyTransactionStart,
 };
 use crate::expr::subquery::PySubquery;
 use crate::expr::subquery_alias::PySubqueryAlias;
@@ -115,6 +116,9 @@ impl PyLogicalPlan {
                     PyTransactionEnd::from(plan.clone()).to_variant(py)
                 }
                 Statement::SetVariable(plan) => PySetVariable::from(plan.clone()).to_variant(py),
+                Statement::ResetVariable(plan) => {
+                    PyResetVariable::from(plan.clone()).to_variant(py)
+                }
                 Statement::Prepare(plan) => PyPrepare::from(plan.clone()).to_variant(py),
                 Statement::Execute(plan) => PyExecute::from(plan.clone()).to_variant(py),
                 Statement::Deallocate(plan) => PyDeallocate::from(plan.clone()).to_variant(py),
diff --git a/src/table.rs b/src/table.rs
index 0eec57f75..f41405467 100644
--- a/src/table.rs
+++ b/src/table.rs
@@ -28,7 +28,9 @@ use datafusion::logical_expr::{Expr, LogicalPlanBuilder, TableProviderFilterPush
 use datafusion::physical_plan::ExecutionPlan;
 use datafusion::prelude::DataFrame;
 use pyo3::prelude::*;
+use pyo3::IntoPyObjectExt;
 
+use crate::context::PySessionContext;
 use crate::dataframe::PyDataFrame;
 use crate::dataset::Dataset;
 use crate::utils::table_provider_from_pycapsule;
@@ -60,7 +62,8 @@ impl PyTable {
     /// - FFI Table Providers via PyCapsule
     /// - PyArrow Dataset objects
     #[new]
-    pub fn new(obj: &Bound<'_, PyAny>) -> PyResult<Self> {
+    pub fn new(obj: Bound<'_, PyAny>, session: Option<Bound<PyAny>>) -> PyResult<Self> {
+        let py = obj.py();
         if let Ok(py_table) = obj.extract::<PyTable>() {
             Ok(py_table)
         } else if let Ok(py_table) = obj
@@ -77,11 +80,16 @@ impl PyTable {
         {
             let provider = py_df.inner_df().as_ref().clone().into_view();
             Ok(PyTable::from(provider))
-        } else if let Some(provider) = table_provider_from_pycapsule(obj)? {
+        } else if let Some(provider) = {
+            let session = match session {
+                Some(session) => session,
+                None => PySessionContext::global_ctx()?.into_bound_py_any(obj.py())?,
+            };
+            table_provider_from_pycapsule(obj.clone(), session)?
+        } {
             Ok(PyTable::from(provider))
         } else {
-            let py = obj.py();
-            let provider = Arc::new(Dataset::new(obj, py)?) as Arc<dyn TableProvider>;
+            let provider = Arc::new(Dataset::new(&obj, py)?) as Arc<dyn TableProvider>;
             Ok(PyTable::from(provider))
         }
     }
diff --git a/src/udaf.rs b/src/udaf.rs
index 92857f9f7..262366a8a 100644
--- a/src/udaf.rs
+++ b/src/udaf.rs
@@ -23,9 +23,9 @@ use datafusion::arrow::pyarrow::{PyArrowType, ToPyArrow};
 use datafusion::common::ScalarValue;
 use datafusion::error::{DataFusionError, Result};
 use datafusion::logical_expr::{
-    create_udaf, Accumulator, AccumulatorFactoryFunction, AggregateUDF,
+    create_udaf, Accumulator, AccumulatorFactoryFunction, AggregateUDF, AggregateUDFImpl,
 };
-use datafusion_ffi::udaf::{FFI_AggregateUDF, ForeignAggregateUDF};
+use datafusion_ffi::udaf::FFI_AggregateUDF;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
 
@@ -158,9 +158,9 @@ fn aggregate_udf_from_capsule(capsule: &Bound<'_, PyCapsule>) -> PyDataFusionRes
     validate_pycapsule(capsule, "datafusion_aggregate_udf")?;
 
     let udaf = unsafe { capsule.reference::<FFI_AggregateUDF>() };
-    let udaf: ForeignAggregateUDF = udaf.try_into()?;
+    let udaf: Arc<dyn AggregateUDFImpl> = udaf.into();
 
-    Ok(udaf.into())
+    Ok(AggregateUDF::new_from_shared_impl(udaf))
 }
 
 /// Represents an AggregateUDF
diff --git a/src/udf.rs b/src/udf.rs
index 5cf87c825..c5d25a4b7 100644
--- a/src/udf.rs
+++ b/src/udf.rs
@@ -22,8 +22,8 @@ use datafusion::arrow::datatypes::DataType;
 use datafusion::arrow::pyarrow::{FromPyArrow, PyArrowType, ToPyArrow};
 use datafusion::error::DataFusionError;
 use datafusion::logical_expr::function::ScalarFunctionImplementation;
-use datafusion::logical_expr::{create_udf, ColumnarValue, ScalarUDF};
-use datafusion_ffi::udf::{FFI_ScalarUDF, ForeignScalarUDF};
+use datafusion::logical_expr::{create_udf, ColumnarValue, ScalarUDF, ScalarUDFImpl};
+use datafusion_ffi::udf::FFI_ScalarUDF;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
 
@@ -112,10 +112,10 @@ impl PyScalarUDF {
             validate_pycapsule(capsule, "datafusion_scalar_udf")?;
 
             let udf = unsafe { capsule.reference::<FFI_ScalarUDF>() };
-            let udf: ForeignScalarUDF = udf.try_into()?;
+            let udf: Arc<dyn ScalarUDFImpl> = udf.into();
 
             Ok(Self {
-                function: udf.into(),
+                function: ScalarUDF::new_from_shared_impl(udf),
             })
         } else {
             Err(crate::errors::PyDataFusionError::Common(
diff --git a/src/udtf.rs b/src/udtf.rs
index 7226dbe92..eee00462c 100644
--- a/src/udtf.rs
+++ b/src/udtf.rs
@@ -20,10 +20,13 @@ use std::sync::Arc;
 use datafusion::catalog::{TableFunctionImpl, TableProvider};
 use datafusion::error::Result as DataFusionResult;
 use datafusion::logical_expr::Expr;
-use datafusion_ffi::udtf::{FFI_TableFunction, ForeignTableFunction};
+use datafusion_ffi::udtf::FFI_TableFunction;
+use pyo3::exceptions::{PyImportError, PyTypeError};
 use pyo3::prelude::*;
-use pyo3::types::{PyCapsule, PyTuple};
+use pyo3::types::{PyCapsule, PyTuple, PyType};
+use pyo3::IntoPyObjectExt;
 
+use crate::context::PySessionContext;
 use crate::errors::{py_datafusion_err, to_datafusion_err};
 use crate::expr::PyExpr;
 use crate::table::PyTable;
@@ -47,17 +50,34 @@ pub(crate) enum PyTableFunctionInner {
 #[pymethods]
 impl PyTableFunction {
     #[new]
-    #[pyo3(signature=(name, func))]
-    pub fn new(name: &str, func: Bound<'_, PyAny>) -> PyResult<Self> {
+    #[pyo3(signature=(name, func, session))]
+    pub fn new(
+        name: &str,
+        func: Bound<'_, PyAny>,
+        session: Option<Bound<PyAny>>,
+    ) -> PyResult<Self> {
         let inner = if func.hasattr("__datafusion_table_function__")? {
-            let capsule = func.getattr("__datafusion_table_function__")?.call0()?;
+            let py = func.py();
+            let session = match session {
+                Some(session) => session,
+                None => PySessionContext::global_ctx()?.into_bound_py_any(py)?,
+            };
+            let capsule = func
+                .getattr("__datafusion_table_function__")?
+                .call1((session,)).map_err(|err| {
+                if err.get_type(py).is(PyType::new::<PyTypeError>(py)) {
+                    PyImportError::new_err("Incompatible libraries. DataFusion 52.0.0 introduced an incompatible signature change for table functions. Either downgrade DataFusion or upgrade your function library.")
+                } else {
+                    err
+                }
+            })?;
             let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
             validate_pycapsule(capsule, "datafusion_table_function")?;
 
             let ffi_func = unsafe { capsule.reference::<FFI_TableFunction>() };
-            let foreign_func: ForeignTableFunction = ffi_func.to_owned().into();
+            let foreign_func: Arc<dyn TableFunctionImpl> = ffi_func.to_owned().into();
 
-            PyTableFunctionInner::FFIFunction(Arc::new(foreign_func))
+            PyTableFunctionInner::FFIFunction(foreign_func)
         } else {
             let py_obj = Arc::new(func.unbind());
             PyTableFunctionInner::PythonFunction(py_obj)
@@ -96,9 +116,9 @@ fn call_python_table_function(
     Python::attach(|py| {
         let py_args = PyTuple::new(py, args)?;
         let provider_obj = func.call1(py, py_args)?;
-        let provider = provider_obj.bind(py);
+        let provider = provider_obj.bind(py).clone();
 
-        Ok::<Arc<dyn TableProvider>, PyErr>(PyTable::new(provider)?.table)
+        Ok::<Arc<dyn TableProvider>, PyErr>(PyTable::new(provider, None)?.table)
     })
     .map_err(to_datafusion_err)
 }
diff --git a/src/udwf.rs b/src/udwf.rs
index d347ec0f1..86310609c 100644
--- a/src/udwf.rs
+++ b/src/udwf.rs
@@ -30,7 +30,7 @@ use datafusion::logical_expr::{
     PartitionEvaluator, PartitionEvaluatorFactory, Signature, Volatility, WindowUDF, WindowUDFImpl,
 };
 use datafusion::scalar::ScalarValue;
-use datafusion_ffi::udwf::{FFI_WindowUDF, ForeignWindowUDF};
+use datafusion_ffi::udwf::FFI_WindowUDF;
 use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyList, PyTuple};
@@ -249,22 +249,21 @@ impl PyWindowUDF {
 
     #[staticmethod]
     pub fn from_pycapsule(func: Bound<'_, PyAny>) -> PyDataFusionResult<Self> {
-        if func.hasattr("__datafusion_window_udf__")? {
-            let capsule = func.getattr("__datafusion_window_udf__")?.call0()?;
-            let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
-            validate_pycapsule(capsule, "datafusion_window_udf")?;
+        let capsule = if func.hasattr("__datafusion_window_udf__")? {
+            func.getattr("__datafusion_window_udf__")?.call0()?
+        } else {
+            func
+        };
 
-            let udwf = unsafe { capsule.reference::<FFI_WindowUDF>() };
-            let udwf: ForeignWindowUDF = udwf.try_into()?;
+        let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+        validate_pycapsule(capsule, "datafusion_window_udf")?;
 
-            Ok(Self {
-                function: udwf.into(),
-            })
-        } else {
-            Err(crate::errors::PyDataFusionError::Common(
-                "__datafusion_window_udf__ does not exist on WindowUDF object.".to_string(),
-            ))
-        }
+        let udwf = unsafe { capsule.reference::<FFI_WindowUDF>() };
+        let udwf: Arc<dyn WindowUDFImpl> = udwf.into();
+
+        Ok(Self {
+            function: WindowUDF::new_from_shared_impl(udwf),
+        })
     }
 
     fn __repr__(&self) -> PyResult<String> {
diff --git a/src/utils.rs b/src/utils.rs
index 6038c77b1..eede34907 100644
--- a/src/utils.rs
+++ b/src/utils.rs
@@ -23,15 +23,18 @@ use datafusion::common::ScalarValue;
 use datafusion::datasource::TableProvider;
 use datafusion::execution::context::SessionContext;
 use datafusion::logical_expr::Volatility;
-use datafusion_ffi::table_provider::{FFI_TableProvider, ForeignTableProvider};
-use pyo3::exceptions::PyValueError;
+use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
+use datafusion_ffi::table_provider::FFI_TableProvider;
+use pyo3::exceptions::{PyImportError, PyTypeError, PyValueError};
 use pyo3::prelude::*;
-use pyo3::types::PyCapsule;
+use pyo3::types::{PyCapsule, PyType};
+use pyo3::IntoPyObjectExt;
 use tokio::runtime::Runtime;
 use tokio::task::JoinHandle;
 use tokio::time::sleep;
 
 use crate::common::data_type::PyScalarValue;
+use crate::context::PySessionContext;
 use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionError, PyDataFusionResult};
 use crate::TokioRuntime;
 
@@ -60,9 +63,9 @@ pub(crate) fn is_ipython_env(py: Python) -> &'static bool {
 
 /// Utility to get the Global Datafussion CTX
 #[inline]
-pub(crate) fn get_global_ctx() -> &'static SessionContext {
-    static CTX: OnceLock<SessionContext> = OnceLock::new();
-    CTX.get_or_init(SessionContext::new)
+pub(crate) fn get_global_ctx() -> &'static Arc<SessionContext> {
+    static CTX: OnceLock<Arc<SessionContext>> = OnceLock::new();
+    CTX.get_or_init(|| Arc::new(SessionContext::new()))
 }
 
 /// Utility to collect rust futures with GIL released and respond to
@@ -167,18 +170,30 @@ pub(crate) fn validate_pycapsule(capsule: &Bound<PyCapsule>, name: &str) -> PyRe
     Ok(())
 }
 
-pub(crate) fn table_provider_from_pycapsule(
-    obj: &Bound<PyAny>,
+pub(crate) fn table_provider_from_pycapsule<'py>(
+    mut obj: Bound<'py, PyAny>,
+    session: Bound<'py, PyAny>,
 ) -> PyResult<Option<Arc<dyn TableProvider>>> {
     if obj.hasattr("__datafusion_table_provider__")? {
-        let capsule = obj.getattr("__datafusion_table_provider__")?.call0()?;
-        let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+        obj = obj
+            .getattr("__datafusion_table_provider__")?
+            .call1((session,)).map_err(|err| {
+            let py = obj.py();
+            if err.get_type(py).is(PyType::new::<PyTypeError>(py)) {
+                PyImportError::new_err("Incompatible libraries. DataFusion 52.0.0 introduced an incompatible signature change for table providers. Either downgrade DataFusion or upgrade your function library.")
+            } else {
+                err
+            }
+        })?;
+    }
+
+    if let Ok(capsule) = obj.downcast::<PyCapsule>().map_err(py_datafusion_err) {
         validate_pycapsule(capsule, "datafusion_table_provider")?;
 
         let provider = unsafe { capsule.reference::<FFI_TableProvider>() };
-        let provider: ForeignTableProvider = provider.into();
+        let provider: Arc<dyn TableProvider> = provider.into();
 
-        Ok(Some(Arc::new(provider)))
+        Ok(Some(provider))
     } else {
         Ok(None)
     }
@@ -199,3 +214,37 @@ pub(crate) fn py_obj_to_scalar_value(py: Python, obj: Py<PyAny>) -> PyResult<Sca
     // Convert PyScalarValue to ScalarValue
     Ok(py_scalar.into())
 }
+
+pub(crate) fn extract_logical_extension_codec(
+    py: Python,
+    obj: Option<Bound<PyAny>>,
+) -> PyResult<Arc<FFI_LogicalExtensionCodec>> {
+    let obj = match obj {
+        Some(obj) => obj,
+        None => PySessionContext::global_ctx()?.into_bound_py_any(py)?,
+    };
+    let capsule = if obj.hasattr("__datafusion_logical_extension_codec__")? {
+        let capsule = obj
+            .getattr("__datafusion_logical_extension_codec__")?
+            .call0()?;
+        capsule
+    } else {
+        obj
+    };
+    let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+
+    validate_pycapsule(capsule, "datafusion_logical_extension_codec")?;
+
+    let codec = unsafe { capsule.reference::<FFI_LogicalExtensionCodec>() };
+    Ok(Arc::new(codec.clone()))
+}
+
+pub(crate) fn create_logical_extension_capsule<'py>(
+    py: Python<'py>,
+    codec: &FFI_LogicalExtensionCodec,
+) -> PyResult<Bound<'py, PyCapsule>> {
+    let name = cr"datafusion_logical_extension_codec".into();
+    let codec = codec.clone();
+
+    PyCapsule::new(py, codec, Some(name))
+}

From ada3dcdb8da0fe14cf4e61fe874485e937468f29 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 4 Feb 2026 07:30:29 -0500
Subject: [PATCH 27/65] build(deps): bump actions/checkout from 5 to 6 (#1310)

Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v5...v6)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 18 +++++++++---------
 .github/workflows/dev.yml   |  2 +-
 .github/workflows/test.yaml |  4 ++--
 3 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2dc8b96fe..8eb64b420 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -27,7 +27,7 @@ jobs:
   build:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Install Python
         uses: actions/setup-python@v6
         with:
@@ -55,7 +55,7 @@ jobs:
   generate-license:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - uses: astral-sh/setup-uv@v7
         with:
             enable-cache: true
@@ -77,7 +77,7 @@ jobs:
         python-version: ["3.10"]
         os: [macos-latest, windows-latest]
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - uses: actions/setup-python@v6
         with:
@@ -133,7 +133,7 @@ jobs:
       matrix:
         python-version: ["3.10"]
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - uses: actions/setup-python@v6
         with:
@@ -177,7 +177,7 @@ jobs:
     name: Manylinux x86_64
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - run: rm LICENSE.txt
       - name: Download LICENSE.txt
         uses: actions/download-artifact@v5
@@ -206,7 +206,7 @@ jobs:
     name: Manylinux arm64
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - run: rm LICENSE.txt
       - name: Download LICENSE.txt
         uses: actions/download-artifact@v5
@@ -236,7 +236,7 @@ jobs:
     name: Source distribution
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - run: rm LICENSE.txt
       - name: Download LICENSE.txt
         uses: actions/download-artifact@v5
@@ -299,11 +299,11 @@ jobs:
           fi
 
       - name: Checkout docs sources
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Checkout docs target branch
         if: github.event_name == 'push' && (github.ref == 'refs/heads/main' || github.ref_type == 'tag')
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
           ref: ${{ steps.target-branch.outputs.value }}
diff --git a/.github/workflows/dev.yml b/.github/workflows/dev.yml
index ac45e9fdf..434fd9b57 100644
--- a/.github/workflows/dev.yml
+++ b/.github/workflows/dev.yml
@@ -25,7 +25,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
       - name: Setup Python
         uses: actions/setup-python@v6
         with:
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 99457b872..687ac9cba 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -42,7 +42,7 @@ jobs:
           - "stable"
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Verify example datafusion version
         run: |
@@ -126,7 +126,7 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Setup Rust Toolchain
         uses: dtolnay/rust-toolchain@stable

From f6cc7a2a9f7e08aafd1e6c700f130b4cff733533 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 4 Feb 2026 07:31:00 -0500
Subject: [PATCH 28/65] build(deps): bump actions/download-artifact from 5 to 7
 (#1321)

Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 5 to 7.
- [Release notes](https://github.com/actions/download-artifact/releases)
- [Commits](https://github.com/actions/download-artifact/compare/v5...v7)

---
updated-dependencies:
- dependency-name: actions/download-artifact
  dependency-version: '7'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8eb64b420..cdb6f4443 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -87,7 +87,7 @@ jobs:
 
       - run: rm LICENSE.txt
       - name: Download LICENSE.txt
-        uses: actions/download-artifact@v5
+        uses: actions/download-artifact@v7
         with:
           name: python-wheel-license
           path: .
@@ -143,7 +143,7 @@ jobs:
 
       - run: rm LICENSE.txt
       - name: Download LICENSE.txt
-        uses: actions/download-artifact@v5
+        uses: actions/download-artifact@v7
         with:
           name: python-wheel-license
           path: .
@@ -180,7 +180,7 @@ jobs:
       - uses: actions/checkout@v6
       - run: rm LICENSE.txt
       - name: Download LICENSE.txt
-        uses: actions/download-artifact@v5
+        uses: actions/download-artifact@v7
         with:
           name: python-wheel-license
           path: .
@@ -209,7 +209,7 @@ jobs:
       - uses: actions/checkout@v6
       - run: rm LICENSE.txt
       - name: Download LICENSE.txt
-        uses: actions/download-artifact@v5
+        uses: actions/download-artifact@v7
         with:
           name: python-wheel-license
           path: .
@@ -239,7 +239,7 @@ jobs:
       - uses: actions/checkout@v6
       - run: rm LICENSE.txt
       - name: Download LICENSE.txt
-        uses: actions/download-artifact@v5
+        uses: actions/download-artifact@v7
         with:
           name: python-wheel-license
           path: .
@@ -321,7 +321,7 @@ jobs:
 
       # Download the Linux wheel built in the previous job
       - name: Download pre-built Linux wheel
-        uses: actions/download-artifact@v5
+        uses: actions/download-artifact@v7
         with:
           name: dist-manylinux-x86_64
           path: wheels/
@@ -375,7 +375,7 @@ jobs:
   #   needs: [build-manylinux, build-python-mac-win]
   #   runs-on: ubuntu-latest
   #   steps:
-  #     - uses: actions/download-artifact@v5
+  #     - uses: actions/download-artifact@v7
   #     - name: Publish to PyPI
   #       uses: pypa/gh-action-pypi-publish@master
   #       with:

From 2465e19c390861163f024164df0c6987ccb0fec5 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 4 Feb 2026 07:31:25 -0500
Subject: [PATCH 29/65] build(deps): bump actions/upload-artifact from 4 to 6
 (#1322)

Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4 to 6.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v4...v6)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cdb6f4443..911c536a8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -62,7 +62,7 @@ jobs:
 
       - name: Generate license file
         run: uv run --no-project python ./dev/create_license.py
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v6
         with:
           name: python-wheel-license
           path: LICENSE.txt
@@ -119,7 +119,7 @@ jobs:
         run: find target/wheels/
 
       - name: Archive wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: dist-${{ matrix.os  }}
           path: target/wheels/*
@@ -167,7 +167,7 @@ jobs:
         run: find target/wheels/
 
       - name: Archive wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: dist-macos-aarch64
           path: target/wheels/*
@@ -196,7 +196,7 @@ jobs:
           rustup-components: rust-std rustfmt # Keep them in one line due to https://github.com/PyO3/maturin-action/issues/153
           args: --release --manylinux 2014 --features protoc,substrait
       - name: Archive wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: dist-manylinux-x86_64
           path: target/wheels/*
@@ -226,7 +226,7 @@ jobs:
           rustup-components: rust-std rustfmt # Keep them in one line due to https://github.com/PyO3/maturin-action/issues/153
           args: --release --features protoc,substrait
       - name: Archive wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: dist-manylinux-aarch64
           path: target/wheels/*
@@ -271,7 +271,7 @@ jobs:
       - build-sdist
     steps:
       - name: Merge Build Artifacts
-        uses: actions/upload-artifact/merge@v4
+        uses: actions/upload-artifact/merge@v6
         with:
           name: dist
           pattern: dist-*

From 32272765a4a6215befd75c6cd1af22d09e170808 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 4 Feb 2026 07:31:49 -0500
Subject: [PATCH 30/65] build(deps): bump actions/cache from 4 to 5 (#1323)

Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-version: '5'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/test.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 687ac9cba..df4d8fcda 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -74,7 +74,7 @@ jobs:
           python-version: ${{ matrix.python-version }}
 
       - name: Cache Cargo
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: ~/.cargo
           key: cargo-cache-${{ steps.rust-toolchain.outputs.cachekey }}-${{ hashFiles('Cargo.lock') }}
@@ -105,7 +105,7 @@ jobs:
 
       - name: Cache the generated dataset
         id: cache-tpch-dataset
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: benchmarks/tpch/data
           key: tpch-data-2.18.0

From 015dd76f9fdc8fe74cce1c87fa348b20698903fd Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 4 Feb 2026 08:54:45 -0500
Subject: [PATCH 31/65] Pass Field information back and forth when using scalar
 UDFs (#1299)

* Pass Field information back and forth when using scalar UDFs

* Add ArrowArrayExportable class and use it to create pyarrow arrays for python UDFs

* Minor user documentation update

* Update naming from type to field where appropriate

* Add unit test to check field inputs

* Update docstring

* Add text to user documentation on passing field information for scalar UDFs

* Minor change requested in code review

* Make type hints match outer
---
 .../common-operations/udf-and-udfa.rst        |  11 ++
 pyproject.toml                                |   1 +
 python/datafusion/user_defined.py             |  79 ++++++----
 python/tests/test_udf.py                      |  86 ++++++++++-
 src/array.rs                                  |  82 ++++++++++
 src/lib.rs                                    |   1 +
 src/udf.rs                                    | 146 ++++++++++++++----
 uv.lock                                       |  55 +------
 8 files changed, 348 insertions(+), 113 deletions(-)
 create mode 100644 src/array.rs

diff --git a/docs/source/user-guide/common-operations/udf-and-udfa.rst b/docs/source/user-guide/common-operations/udf-and-udfa.rst
index 0830fa81c..d554e1e25 100644
--- a/docs/source/user-guide/common-operations/udf-and-udfa.rst
+++ b/docs/source/user-guide/common-operations/udf-and-udfa.rst
@@ -90,6 +90,17 @@ converting to Python objects to do the evaluation.
 
     df.select(col("a"), is_null_arr(col("a")).alias("is_null")).show()
 
+In this example we passed the PyArrow ``DataType`` when we defined the function
+by calling ``udf()``. If you need additional control, such as specifying
+metadata or nullability of the input or output, you can instead specify a
+PyArrow ``Field``.
+
+If you need to write a custom function but do not want to incur the performance
+cost of converting to Python objects and back, a more advanced approach is to
+write Rust based UDFs and to expose them to Python. There is an example in the
+`DataFusion blog <https://datafusion.apache.org/blog/2024/11/19/datafusion-python-udf-comparisons/>`_
+describing how to do this.
+
 Aggregate Functions
 -------------------
 
diff --git a/pyproject.toml b/pyproject.toml
index 9ad7dab8d..497943a34 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -141,6 +141,7 @@ dev = [
     "maturin>=1.8.1",
     "numpy>1.25.0;python_version<'3.14'",
     "numpy>=2.3.2;python_version>='3.14'",
+    "pyarrow>=19.0.0",
     "pre-commit>=4.3.0",
     "pyyaml>=6.0.3",
     "pytest>=7.4.4",
diff --git a/python/datafusion/user_defined.py b/python/datafusion/user_defined.py
index e6543e767..5dd626568 100644
--- a/python/datafusion/user_defined.py
+++ b/python/datafusion/user_defined.py
@@ -34,7 +34,7 @@
     from _typeshed import CapsuleType as _PyCapsule
 
     _R = TypeVar("_R", bound=pa.DataType)
-    from collections.abc import Callable
+    from collections.abc import Callable, Sequence
 
 
 class Volatility(Enum):
@@ -81,6 +81,27 @@ def __str__(self) -> str:
         return self.name.lower()
 
 
+def data_type_or_field_to_field(value: pa.DataType | pa.Field, name: str) -> pa.Field:
+    """Helper function to return a Field from either a Field or DataType."""
+    if isinstance(value, pa.Field):
+        return value
+    return pa.field(name, type=value)
+
+
+def data_types_or_fields_to_field_list(
+    inputs: Sequence[pa.Field | pa.DataType] | pa.Field | pa.DataType,
+) -> list[pa.Field]:
+    """Helper function to return a list of Fields."""
+    if isinstance(inputs, pa.DataType):
+        return [pa.field("value", type=inputs)]
+    if isinstance(inputs, pa.Field):
+        return [inputs]
+
+    return [
+        data_type_or_field_to_field(v, f"value_{idx}") for (idx, v) in enumerate(inputs)
+    ]
+
+
 class ScalarUDFExportable(Protocol):
     """Type hint for object that has __datafusion_scalar_udf__ PyCapsule."""
 
@@ -103,8 +124,8 @@ def __init__(
         self,
         name: str,
         func: Callable[..., _R],
-        input_types: pa.DataType | list[pa.DataType],
-        return_type: _R,
+        input_fields: list[pa.Field],
+        return_field: _R,
         volatility: Volatility | str,
     ) -> None:
         """Instantiate a scalar user-defined function (UDF).
@@ -114,10 +135,10 @@ def __init__(
         if hasattr(func, "__datafusion_scalar_udf__"):
             self._udf = df_internal.ScalarUDF.from_pycapsule(func)
             return
-        if isinstance(input_types, pa.DataType):
-            input_types = [input_types]
+        if isinstance(input_fields, pa.DataType):
+            input_fields = [input_fields]
         self._udf = df_internal.ScalarUDF(
-            name, func, input_types, return_type, str(volatility)
+            name, func, input_fields, return_field, str(volatility)
         )
 
     def __repr__(self) -> str:
@@ -136,8 +157,8 @@ def __call__(self, *args: Expr) -> Expr:
     @overload
     @staticmethod
     def udf(
-        input_types: list[pa.DataType],
-        return_type: _R,
+        input_fields: Sequence[pa.DataType | pa.Field] | pa.DataType | pa.Field,
+        return_field: pa.DataType | pa.Field,
         volatility: Volatility | str,
         name: str | None = None,
     ) -> Callable[..., ScalarUDF]: ...
@@ -146,8 +167,8 @@ def udf(
     @staticmethod
     def udf(
         func: Callable[..., _R],
-        input_types: list[pa.DataType],
-        return_type: _R,
+        input_fields: Sequence[pa.DataType | pa.Field] | pa.DataType | pa.Field,
+        return_field: pa.DataType | pa.Field,
         volatility: Volatility | str,
         name: str | None = None,
     ) -> ScalarUDF: ...
@@ -163,20 +184,24 @@ def udf(*args: Any, **kwargs: Any):  # noqa: D417
         This class can be used both as either a function or a decorator.
 
         Usage:
-            - As a function: ``udf(func, input_types, return_type, volatility, name)``.
-            - As a decorator: ``@udf(input_types, return_type, volatility, name)``.
+            - As a function: ``udf(func, input_fields, return_field, volatility, name)``.
+            - As a decorator: ``@udf(input_fields, return_field, volatility, name)``.
               When used a decorator, do **not** pass ``func`` explicitly.
 
+        In lieu of passing a PyArrow Field, you can pass a DataType for simplicity.
+        When you do so, it will be assumed that the nullability of the inputs and
+        output are True and that they have no metadata.
+
         Args:
             func (Callable, optional): Only needed when calling as a function.
                 Skip this argument when using `udf` as a decorator. If you have a Rust
                 backed ScalarUDF within a PyCapsule, you can pass this parameter
                 and ignore the rest. They will be determined directly from the
                 underlying function. See the online documentation for more information.
-            input_types (list[pa.DataType]): The data types of the arguments
-                to ``func``. This list must be of the same length as the number of
-                arguments.
-            return_type (_R): The data type of the return value from the function.
+            input_fields (list[pa.Field | pa.DataType]): The data types or Fields
+                of the arguments to ``func``. This list must be of the same length
+                as the number of arguments.
+            return_field (_R): The field of the return value from the function.
             volatility (Volatility | str): See `Volatility` for allowed values.
             name (Optional[str]): A descriptive name for the function.
 
@@ -196,12 +221,12 @@ def double_func(x):
             @udf([pa.int32()], pa.int32(), "volatile", "double_it")
             def double_udf(x):
                 return x * 2
-        """
+        """  # noqa: W505 E501
 
         def _function(
             func: Callable[..., _R],
-            input_types: list[pa.DataType],
-            return_type: _R,
+            input_fields: Sequence[pa.DataType | pa.Field] | pa.DataType | pa.Field,
+            return_field: pa.DataType | pa.Field,
             volatility: Volatility | str,
             name: str | None = None,
         ) -> ScalarUDF:
@@ -213,23 +238,25 @@ def _function(
                     name = func.__qualname__.lower()
                 else:
                     name = func.__class__.__name__.lower()
+            input_fields = data_types_or_fields_to_field_list(input_fields)
+            return_field = data_type_or_field_to_field(return_field, "value")
             return ScalarUDF(
                 name=name,
                 func=func,
-                input_types=input_types,
-                return_type=return_type,
+                input_fields=input_fields,
+                return_field=return_field,
                 volatility=volatility,
             )
 
         def _decorator(
-            input_types: list[pa.DataType],
-            return_type: _R,
+            input_fields: Sequence[pa.DataType | pa.Field] | pa.DataType | pa.Field,
+            return_field: _R,
             volatility: Volatility | str,
             name: str | None = None,
         ) -> Callable:
             def decorator(func: Callable) -> Callable:
                 udf_caller = ScalarUDF.udf(
-                    func, input_types, return_type, volatility, name
+                    func, input_fields, return_field, volatility, name
                 )
 
                 @functools.wraps(func)
@@ -260,8 +287,8 @@ def from_pycapsule(func: ScalarUDFExportable) -> ScalarUDF:
         return ScalarUDF(
             name=name,
             func=func,
-            input_types=None,
-            return_type=None,
+            input_fields=None,
+            return_field=None,
             volatility=None,
         )
 
diff --git a/python/tests/test_udf.py b/python/tests/test_udf.py
index a6c047552..c90668efe 100644
--- a/python/tests/test_udf.py
+++ b/python/tests/test_udf.py
@@ -17,7 +17,8 @@
 
 import pyarrow as pa
 import pytest
-from datafusion import column, udf
+from datafusion import SessionContext, column, udf
+from datafusion import functions as f
 
 
 @pytest.fixture
@@ -124,3 +125,86 @@ def udf_with_param(values: pa.Array) -> pa.Array:
     result = df2.collect()[0].column(0)
 
     assert result == pa.array([False, True, True])
+
+
+def test_udf_with_metadata(ctx) -> None:
+    from uuid import UUID
+
+    @udf([pa.string()], pa.uuid(), "stable")
+    def uuid_from_string(uuid_string):
+        return pa.array((UUID(s).bytes for s in uuid_string.to_pylist()), pa.uuid())
+
+    @udf([pa.uuid()], pa.int64(), "stable")
+    def uuid_version(uuid):
+        return pa.array(s.version for s in uuid.to_pylist())
+
+    batch = pa.record_batch({"idx": pa.array(range(5))})
+    results = (
+        ctx.create_dataframe([[batch]])
+        .with_column("uuid_string", f.uuid())
+        .with_column("uuid", uuid_from_string(column("uuid_string")))
+        .select(uuid_version(column("uuid").alias("uuid_version")))
+        .collect()
+    )
+
+    assert results[0][0].to_pylist() == [4, 4, 4, 4, 4]
+
+
+def test_udf_with_nullability(ctx: SessionContext) -> None:
+    import pyarrow.compute as pc
+
+    field_nullable_i64 = pa.field("with_nulls", type=pa.int64(), nullable=True)
+    field_non_nullable_i64 = pa.field("no_nulls", type=pa.int64(), nullable=False)
+
+    @udf([field_nullable_i64], field_nullable_i64, "stable")
+    def nullable_abs(input_col):
+        return pc.abs(input_col)
+
+    @udf([field_non_nullable_i64], field_non_nullable_i64, "stable")
+    def non_nullable_abs(input_col):
+        return pc.abs(input_col)
+
+    batch = pa.record_batch(
+        {
+            "with_nulls": pa.array([-2, None, 0, 1, 2]),
+            "no_nulls": pa.array([-2, -1, 0, 1, 2]),
+        },
+        schema=pa.schema(
+            [
+                field_nullable_i64,
+                field_non_nullable_i64,
+            ]
+        ),
+    )
+    ctx.register_record_batches("t", [[batch]])
+    df = ctx.table("t")
+
+    # Input matches expected, nullable
+    df_result = df.select(nullable_abs(column("with_nulls")))
+    returned_field = df_result.schema().field(0)
+    assert returned_field.nullable
+    results = df_result.collect()
+    assert results[0][0].to_pylist() == [2, None, 0, 1, 2]
+
+    # Input coercible to expected, nullable
+    df_result = df.select(nullable_abs(column("no_nulls")))
+    returned_field = df_result.schema().field(0)
+    assert returned_field.nullable
+    results = df_result.collect()
+    assert results[0][0].to_pylist() == [2, 1, 0, 1, 2]
+
+    # Input matches expected, no nulls
+    df_result = df.select(non_nullable_abs(column("no_nulls")))
+    returned_field = df_result.schema().field(0)
+    assert not returned_field.nullable
+    results = df_result.collect()
+    assert results[0][0].to_pylist() == [2, 1, 0, 1, 2]
+
+    # Invalid - requires non-nullable input but that is not possible
+    df_result = df.select(non_nullable_abs(column("with_nulls")))
+    returned_field = df_result.schema().field(0)
+    assert not returned_field.nullable
+
+    with pytest.raises(Exception) as e_info:
+        _results = df_result.collect()
+    assert "InvalidArgumentError" in str(e_info)
diff --git a/src/array.rs b/src/array.rs
new file mode 100644
index 000000000..4dbd708cd
--- /dev/null
+++ b/src/array.rs
@@ -0,0 +1,82 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+use std::sync::Arc;
+
+use arrow::array::{Array, ArrayRef};
+use arrow::datatypes::{Field, FieldRef};
+use arrow::ffi::{FFI_ArrowArray, FFI_ArrowSchema};
+use arrow::pyarrow::ToPyArrow;
+use pyo3::prelude::{PyAnyMethods, PyCapsuleMethods};
+use pyo3::types::PyCapsule;
+use pyo3::{pyclass, pymethods, Bound, PyAny, PyResult, Python};
+
+use crate::errors::PyDataFusionResult;
+use crate::utils::validate_pycapsule;
+
+/// A Python object which implements the Arrow PyCapsule for importing
+/// into other libraries.
+#[pyclass(name = "ArrowArrayExportable", module = "datafusion", frozen)]
+#[derive(Clone)]
+pub struct PyArrowArrayExportable {
+    array: ArrayRef,
+    field: FieldRef,
+}
+
+#[pymethods]
+impl PyArrowArrayExportable {
+    #[pyo3(signature = (requested_schema=None))]
+    fn __arrow_c_array__<'py>(
+        &'py self,
+        py: Python<'py>,
+        requested_schema: Option<Bound<'py, PyCapsule>>,
+    ) -> PyDataFusionResult<(Bound<'py, PyCapsule>, Bound<'py, PyCapsule>)> {
+        let field = if let Some(schema_capsule) = requested_schema {
+            validate_pycapsule(&schema_capsule, "arrow_schema")?;
+
+            let schema_ptr = unsafe { schema_capsule.reference::<FFI_ArrowSchema>() };
+            let desired_field = Field::try_from(schema_ptr)?;
+
+            Arc::new(desired_field)
+        } else {
+            Arc::clone(&self.field)
+        };
+
+        let ffi_schema = FFI_ArrowSchema::try_from(&field)?;
+        let schema_capsule = PyCapsule::new(py, ffi_schema, Some(cr"arrow_schema".into()))?;
+
+        let ffi_array = FFI_ArrowArray::new(&self.array.to_data());
+        let array_capsule = PyCapsule::new(py, ffi_array, Some(cr"arrow_array".into()))?;
+
+        Ok((schema_capsule, array_capsule))
+    }
+}
+
+impl ToPyArrow for PyArrowArrayExportable {
+    fn to_pyarrow<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyAny>> {
+        let module = py.import("pyarrow")?;
+        let method = module.getattr("array")?;
+        let array = method.call((self.clone(),), None)?;
+        Ok(array)
+    }
+}
+
+impl PyArrowArrayExportable {
+    pub fn new(array: ArrayRef, field: FieldRef) -> Self {
+        Self { array, field }
+    }
+}
diff --git a/src/lib.rs b/src/lib.rs
index 9483a5252..eda50fe10 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -52,6 +52,7 @@ pub mod store;
 pub mod table;
 pub mod unparser;
 
+mod array;
 #[cfg(feature = "substrait")]
 pub mod substrait;
 #[allow(clippy::borrow_deref_ref)]
diff --git a/src/udf.rs b/src/udf.rs
index c5d25a4b7..3eec936c2 100644
--- a/src/udf.rs
+++ b/src/udf.rs
@@ -15,67 +15,143 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::any::Any;
+use std::hash::{Hash, Hasher};
 use std::sync::Arc;
 
-use datafusion::arrow::array::{make_array, Array, ArrayData, ArrayRef};
+use arrow::datatypes::{Field, FieldRef};
+use arrow::pyarrow::ToPyArrow;
+use datafusion::arrow::array::{make_array, ArrayData};
 use datafusion::arrow::datatypes::DataType;
-use datafusion::arrow::pyarrow::{FromPyArrow, PyArrowType, ToPyArrow};
+use datafusion::arrow::pyarrow::{FromPyArrow, PyArrowType};
+use datafusion::common::internal_err;
 use datafusion::error::DataFusionError;
-use datafusion::logical_expr::function::ScalarFunctionImplementation;
-use datafusion::logical_expr::{create_udf, ColumnarValue, ScalarUDF, ScalarUDFImpl};
+use datafusion::logical_expr::{
+    ColumnarValue, ReturnFieldArgs, ScalarFunctionArgs, ScalarUDF, ScalarUDFImpl, Signature,
+    Volatility,
+};
 use datafusion_ffi::udf::FFI_ScalarUDF;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
 
+use crate::array::PyArrowArrayExportable;
 use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionResult};
 use crate::expr::PyExpr;
 use crate::utils::{parse_volatility, validate_pycapsule};
 
-/// Create a Rust callable function from a python function that expects pyarrow arrays
-fn pyarrow_function_to_rust(
+/// This struct holds the Python written function that is a
+/// ScalarUDF.
+#[derive(Debug)]
+struct PythonFunctionScalarUDF {
+    name: String,
     func: Py<PyAny>,
-) -> impl Fn(&[ArrayRef]) -> Result<ArrayRef, DataFusionError> {
-    move |args: &[ArrayRef]| -> Result<ArrayRef, DataFusionError> {
+    signature: Signature,
+    return_field: FieldRef,
+}
+
+impl PythonFunctionScalarUDF {
+    fn new(
+        name: String,
+        func: Py<PyAny>,
+        input_fields: Vec<Field>,
+        return_field: Field,
+        volatility: Volatility,
+    ) -> Self {
+        let input_types = input_fields.iter().map(|f| f.data_type().clone()).collect();
+        let signature = Signature::exact(input_types, volatility);
+        Self {
+            name,
+            func,
+            signature,
+            return_field: Arc::new(return_field),
+        }
+    }
+}
+
+impl Eq for PythonFunctionScalarUDF {}
+impl PartialEq for PythonFunctionScalarUDF {
+    fn eq(&self, other: &Self) -> bool {
+        self.name == other.name
+            && self.signature == other.signature
+            && self.return_field == other.return_field
+            && Python::attach(|py| self.func.bind(py).eq(other.func.bind(py)).unwrap_or(false))
+    }
+}
+
+impl Hash for PythonFunctionScalarUDF {
+    fn hash<H: Hasher>(&self, state: &mut H) {
+        self.name.hash(state);
+        self.signature.hash(state);
+        self.return_field.hash(state);
+
+        Python::attach(|py| {
+            let py_hash = self.func.bind(py).hash().unwrap_or(0); // Handle unhashable objects
+
+            state.write_isize(py_hash);
+        });
+    }
+}
+
+impl ScalarUDFImpl for PythonFunctionScalarUDF {
+    fn as_any(&self) -> &dyn Any {
+        self
+    }
+
+    fn name(&self) -> &str {
+        &self.name
+    }
+
+    fn signature(&self) -> &Signature {
+        &self.signature
+    }
+
+    fn return_type(&self, _arg_types: &[DataType]) -> datafusion::common::Result<DataType> {
+        internal_err!(
+            "return_field should not be called when return_field_from_args is implemented."
+        )
+    }
+
+    fn return_field_from_args(
+        &self,
+        _args: ReturnFieldArgs,
+    ) -> datafusion::common::Result<FieldRef> {
+        Ok(Arc::clone(&self.return_field))
+    }
+
+    fn invoke_with_args(
+        &self,
+        args: ScalarFunctionArgs,
+    ) -> datafusion::common::Result<ColumnarValue> {
+        let num_rows = args.number_rows;
         Python::attach(|py| {
             // 1. cast args to Pyarrow arrays
             let py_args = args
-                .iter()
-                .map(|arg| {
-                    arg.into_data()
+                .args
+                .into_iter()
+                .zip(args.arg_fields)
+                .map(|(arg, field)| {
+                    let array = arg.to_array(num_rows)?;
+                    PyArrowArrayExportable::new(array, field)
                         .to_pyarrow(py)
-                        .map_err(|e| DataFusionError::Execution(format!("{e:?}")))
+                        .map_err(to_datafusion_err)
                 })
                 .collect::<Result<Vec<_>, _>>()?;
             let py_args = PyTuple::new(py, py_args).map_err(to_datafusion_err)?;
 
             // 2. call function
-            let value = func
+            let value = self
+                .func
                 .call(py, py_args, None)
                 .map_err(|e| DataFusionError::Execution(format!("{e:?}")))?;
 
             // 3. cast to arrow::array::Array
             let array_data = ArrayData::from_pyarrow_bound(value.bind(py))
                 .map_err(|e| DataFusionError::Execution(format!("{e:?}")))?;
-            Ok(make_array(array_data))
+            Ok(ColumnarValue::Array(make_array(array_data)))
         })
     }
 }
 
-/// Create a DataFusion's UDF implementation from a python function
-/// that expects pyarrow arrays. This is more efficient as it performs
-/// a zero-copy of the contents.
-fn to_scalar_function_impl(func: Py<PyAny>) -> ScalarFunctionImplementation {
-    // Make the python function callable from rust
-    let pyarrow_func = pyarrow_function_to_rust(func);
-
-    // Convert input/output from datafusion ColumnarValue to arrow arrays
-    Arc::new(move |args: &[ColumnarValue]| {
-        let array_refs = ColumnarValue::values_to_arrays(args)?;
-        let array_result = pyarrow_func(&array_refs)?;
-        Ok(array_result.into())
-    })
-}
-
 /// Represents a PyScalarUDF
 #[pyclass(frozen, name = "ScalarUDF", module = "datafusion", subclass)]
 #[derive(Debug, Clone)]
@@ -88,19 +164,21 @@ impl PyScalarUDF {
     #[new]
     #[pyo3(signature=(name, func, input_types, return_type, volatility))]
     fn new(
-        name: &str,
+        name: String,
         func: Py<PyAny>,
-        input_types: PyArrowType<Vec<DataType>>,
-        return_type: PyArrowType<DataType>,
+        input_types: PyArrowType<Vec<Field>>,
+        return_type: PyArrowType<Field>,
         volatility: &str,
     ) -> PyResult<Self> {
-        let function = create_udf(
+        let py_function = PythonFunctionScalarUDF::new(
             name,
+            func,
             input_types.0,
             return_type.0,
             parse_volatility(volatility)?,
-            to_scalar_function_impl(func),
         );
+        let function = ScalarUDF::new_from_impl(py_function);
+
         Ok(Self { function })
     }
 
diff --git a/uv.lock b/uv.lock
index 92a10c7cd..743611005 100644
--- a/uv.lock
+++ b/uv.lock
@@ -253,8 +253,7 @@ wheels = [
 name = "datafusion"
 source = { editable = "." }
 dependencies = [
-    { name = "pyarrow", version = "18.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.14'" },
-    { name = "pyarrow", version = "22.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" },
+    { name = "pyarrow" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
 
@@ -265,6 +264,7 @@ dev = [
     { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.14'" },
     { name = "numpy", version = "2.3.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" },
     { name = "pre-commit" },
+    { name = "pyarrow" },
     { name = "pygithub" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
@@ -298,6 +298,7 @@ dev = [
     { name = "numpy", marker = "python_full_version < '3.14'", specifier = ">1.25.0" },
     { name = "numpy", marker = "python_full_version >= '3.14'", specifier = ">=2.3.2" },
     { name = "pre-commit", specifier = ">=4.3.0" },
+    { name = "pyarrow", specifier = ">=19.0.0" },
     { name = "pygithub", specifier = "==2.5.0" },
     { name = "pytest", specifier = ">=7.4.4" },
     { name = "pytest-asyncio", specifier = ">=0.23.3" },
@@ -920,60 +921,10 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0", size = 11842 },
 ]
 
-[[package]]
-name = "pyarrow"
-version = "18.1.0"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.12' and python_full_version < '3.14'",
-    "python_full_version == '3.11.*'",
-    "python_full_version < '3.11'",
-]
-sdist = { url = "https://files.pythonhosted.org/packages/7f/7b/640785a9062bb00314caa8a387abce547d2a420cf09bd6c715fe659ccffb/pyarrow-18.1.0.tar.gz", hash = "sha256:9386d3ca9c145b5539a1cfc75df07757dff870168c959b473a0bccbc3abc8c73", size = 1118671 }
-wheels = [
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From f72e549694e3287b459495cfd7affb3b132589b3 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 4 Feb 2026 08:54:57 -0500
Subject: [PATCH 32/65] Cargo update to prepare for DF52 release (#1368)

---
 Cargo.lock                                 | 579 ++++++++++-----------
 examples/datafusion-ffi-example/Cargo.lock | 348 ++++++-------
 2 files changed, 444 insertions(+), 483 deletions(-)

diff --git a/Cargo.lock b/Cargo.lock
index 1fb17610e..592a797bf 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -146,18 +146,18 @@ dependencies = [
 
 [[package]]
 name = "ar_archive_writer"
-version = "0.2.0"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f0c269894b6fe5e9d7ada0cf69b5bf847ff35bc25fc271f08e1d080fce80339a"
+checksum = "7eb93bbb63b9c227414f6eb3a0adfddca591a8ce1e9b60661bb08969b87e340b"
 dependencies = [
  "object",
 ]
 
 [[package]]
 name = "arc-swap"
-version = "1.8.0"
+version = "1.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "51d03449bb8ca2cc2ef70869af31463d1ae5ccc8fa3e334b307203fbf815207e"
+checksum = "9ded5f9a03ac8f24d1b8a25101ee812cd32cdc8c50a4c50237de2c4915850e73"
 dependencies = [
  "rustversion",
 ]
@@ -176,9 +176,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cb372a7cbcac02a35d3fb7b3fc1f969ec078e871f9bb899bf00a2e1809bec8a3"
+checksum = "2a2b10dcb159faf30d3f81f6d56c1211a5bea2ca424eabe477648a44b993320e"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -198,9 +198,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0f377dcd19e440174596d83deb49cd724886d91060c07fec4f67014ef9d54049"
+checksum = "288015089e7931843c80ed4032c5274f02b37bcb720c4a42096d50b390e70372"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -212,9 +212,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a23eaff85a44e9fa914660fb0d0bb00b79c4a3d888b5334adb3ea4330c84f002"
+checksum = "65ca404ea6191e06bf30956394173337fa9c35f445bd447fe6c21ab944e1a23c"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -231,9 +231,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a2819d893750cb3380ab31ebdc8c68874dd4429f90fd09180f3c93538bd21626"
+checksum = "36356383099be0151dacc4245309895f16ba7917d79bdb71a7148659c9206c56"
 dependencies = [
  "bytes",
  "half",
@@ -243,9 +243,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e3d131abb183f80c450d4591dc784f8d7750c50c6e2bc3fcaad148afc8361271"
+checksum = "9c8e372ed52bd4ee88cc1e6c3859aa7ecea204158ac640b10e187936e7e87074"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -265,9 +265,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2275877a0e5e7e7c76954669366c2aa1a829e340ab1f612e647507860906fb6b"
+checksum = "8e4100b729fe656f2e4fb32bc5884f14acf9118d4ad532b7b33c1132e4dce896"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -280,9 +280,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05738f3d42cb922b9096f7786f606fcb8669260c2640df8490533bb2fa38c9d3"
+checksum = "bf87f4ff5fc13290aa47e499a8b669a82c5977c6a1fedce22c7f542c1fd5a597"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -293,9 +293,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3d09446e8076c4b3f235603d9ea7c5494e73d441b01cd61fb33d7254c11964b3"
+checksum = "eb3ca63edd2073fcb42ba112f8ae165df1de935627ead6e203d07c99445f2081"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -309,9 +309,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "371ffd66fa77f71d7628c63f209c9ca5341081051aa32f9c8020feb0def787c0"
+checksum = "a36b2332559d3310ebe3e173f75b29989b4412df4029a26a30cc3f7da0869297"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -333,9 +333,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cbc94fc7adec5d1ba9e8cd1b1e8d6f72423b33fe978bf1f46d970fafab787521"
+checksum = "13c4e0530272ca755d6814218dffd04425c5b7854b87fa741d5ff848bf50aa39"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -346,9 +346,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-pyarrow"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fbd810e3997bae72f58cda57231ccb0a2fda07911ca1b0a5718cbf9379abb297"
+checksum = "f45c7989cb70214b2f362eaa10266d15e1a433692f2ea1514018be3aace679f4"
 dependencies = [
  "arrow-array",
  "arrow-data",
@@ -358,9 +358,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "169676f317157dc079cc5def6354d16db63d8861d61046d2f3883268ced6f99f"
+checksum = "b07f52788744cc71c4628567ad834cadbaeb9f09026ff1d7a4120f69edf7abd3"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -371,9 +371,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d27609cd7dd45f006abae27995c2729ef6f4b9361cde1ddd019dc31a5aa017e0"
+checksum = "6bb63203e8e0e54b288d0d8043ca8fa1013820822a27692ef1b78a977d879f2c"
 dependencies = [
  "bitflags",
  "serde_core",
@@ -382,9 +382,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-select"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ae980d021879ea119dd6e2a13912d81e64abed372d53163e804dfe84639d8010"
+checksum = "c96d8a1c180b44ecf2e66c9a2f2bbcb8b1b6f14e165ce46ac8bde211a363411b"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -396,9 +396,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cf35e8ef49dcf0c5f6d175edee6b8af7b45611805333129c541a8b89a0fc0534"
+checksum = "a8ad6a81add9d3ea30bf8374ee8329992c7fd246ffd8b7e2f48a3cea5aa0cc9a"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -425,13 +425,12 @@ dependencies = [
 
 [[package]]
 name = "async-compression"
-version = "0.4.36"
+version = "0.4.37"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "98ec5f6c2f8bc326c994cb9e241cc257ddaba9afa8555a43cffbb5dd86efaa37"
+checksum = "d10e4f991a553474232bc0a31799f6d24b034a84c0971d80d2e2f78b2e576e40"
 dependencies = [
  "compression-codecs",
  "compression-core",
- "futures-core",
  "pin-project-lite",
  "tokio",
 ]
@@ -453,7 +452,7 @@ checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -464,7 +463,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -525,15 +524,16 @@ dependencies = [
 
 [[package]]
 name = "blake3"
-version = "1.8.2"
+version = "1.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3888aaa89e4b2a40fca9848e400f6a658a5a3978de7be858e209cafa8be9a4a0"
+checksum = "2468ef7d57b3fb7e16b576e8377cdbde2320c60e1491e961d11da40fc4f02a2d"
 dependencies = [
  "arrayref",
  "arrayvec",
  "cc",
  "cfg-if",
  "constant_time_eq",
+ "cpufeatures",
 ]
 
 [[package]]
@@ -547,9 +547,9 @@ dependencies = [
 
 [[package]]
 name = "bon"
-version = "3.8.1"
+version = "3.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ebeb9aaf9329dff6ceb65c689ca3db33dbf15f324909c60e4e5eef5701ce31b1"
+checksum = "234655ec178edd82b891e262ea7cf71f6584bcd09eff94db786be23f1821825c"
 dependencies = [
  "bon-macros",
  "rustversion",
@@ -557,9 +557,9 @@ dependencies = [
 
 [[package]]
 name = "bon-macros"
-version = "3.8.1"
+version = "3.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77e9d642a7e3a318e37c2c9427b5a6a48aa1ad55dcd986f3034ab2239045a645"
+checksum = "89ec27229c38ed0eb3c0feee3d2c1d6a4379ae44f418a29a658890e062d8f365"
 dependencies = [
  "darling",
  "ident_case",
@@ -567,7 +567,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -605,9 +605,9 @@ checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
 [[package]]
 name = "bytes"
-version = "1.11.0"
+version = "1.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b35204fbdc0b3f4446b89fc1ac2cf84a8a68971995d0bf2e925ec7cd960f9cb3"
+checksum = "1e748733b7cbc798e1434b6ac524f0c1ff2ab456fe201501e6497c8417a4fc33"
 
 [[package]]
 name = "bzip2"
@@ -620,9 +620,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.51"
+version = "1.2.55"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a0aeaff4ff1a90589618835a598e545176939b97874f7abc7851caa0618f203"
+checksum = "47b26a0954ae34af09b50f0de26458fa95369a0d478d8236d3f93082b219bd29"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -644,9 +644,9 @@ checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
 
 [[package]]
 name = "chrono"
-version = "0.4.42"
+version = "0.4.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "145052bdd345b87320e369255277e3fb5152762ad123a901ef5c262dd38fe8d2"
+checksum = "fac4744fb15ae8337dc853fee7fb3f4e48c0fbaa23d0afe49c447b4fab126118"
 dependencies = [
  "iana-time-zone",
  "num-traits",
@@ -675,9 +675,9 @@ dependencies = [
 
 [[package]]
 name = "comfy-table"
-version = "7.2.1"
+version = "7.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b03b7db8e0b4b2fdad6c551e634134e99ec000e5c8c3b6856c65e8bbaded7a3b"
+checksum = "958c5d6ecf1f214b4c2bbbbf6ab9523a864bd136dcf71a7e8904799acfe1ad47"
 dependencies = [
  "unicode-segmentation",
  "unicode-width",
@@ -685,9 +685,9 @@ dependencies = [
 
 [[package]]
 name = "compression-codecs"
-version = "0.4.35"
+version = "0.4.36"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b0f7ac3e5b97fdce45e8922fb05cae2c37f7bbd63d30dd94821dacfd8f3f2bf2"
+checksum = "00828ba6fd27b45a448e57dbfe84f1029d4c9f26b368157e9a448a5f49a2ec2a"
 dependencies = [
  "bzip2",
  "compression-core",
@@ -719,7 +719,7 @@ version = "0.1.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f9d839f2a20b0aee515dc581a6172f2321f96cab76c1a38a4c584a194955390e"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "once_cell",
  "tiny-keccak",
 ]
@@ -735,9 +735,9 @@ dependencies = [
 
 [[package]]
 name = "constant_time_eq"
-version = "0.3.1"
+version = "0.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c74b8349d32d297c9134b8c88677813a227df8f779daa29bfc29c183fe3dca6"
+checksum = "3d52eff69cd5e647efe296129160853a42795992097e8af39800e1060caeea9b"
 
 [[package]]
 name = "core-foundation"
@@ -852,9 +852,9 @@ dependencies = [
 
 [[package]]
 name = "darling"
-version = "0.21.3"
+version = "0.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9cdf337090841a411e2a7f3deb9187445851f91b309c0c0a29e05f74a00a48c0"
+checksum = "25ae13da2f202d56bd7f91c25fba009e7717a1e4a1cc98a76d844b65ae912e9d"
 dependencies = [
  "darling_core",
  "darling_macro",
@@ -862,27 +862,26 @@ dependencies = [
 
 [[package]]
 name = "darling_core"
-version = "0.21.3"
+version = "0.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1247195ecd7e3c85f83c8d2a366e4210d588e802133e1e355180a9870b517ea4"
+checksum = "9865a50f7c335f53564bb694ef660825eb8610e0a53d3e11bf1b0d3df31e03b0"
 dependencies = [
- "fnv",
  "ident_case",
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "darling_macro"
-version = "0.21.3"
+version = "0.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d38308df82d1080de0afee5d069fa14b0326a88c14f15c5ccda35b4a6c414c81"
+checksum = "ac3984ec7bd6cfa798e62b4a642426a5be0e68f9401cfc2a01e3fa9ea2fcdb8d"
 dependencies = [
  "darling_core",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -901,9 +900,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f02e9a7e70f214e5282db11c8effba173f4e25a00977e520c6b811817e3a082b"
+checksum = "d12ee9fdc6cdb5898c7691bb994f0ba606c4acc93a2258d78bb9f26ff8158bb3"
 dependencies = [
  "arrow",
  "arrow-schema",
@@ -957,9 +956,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3e91b2603f906cf8cb8be84ba4e34f9d8fe6dbdfdd6916d55f22317074d1fdf"
+checksum = "462dc9ef45e5d688aeaae49a7e310587e81b6016b9d03bace5626ad0043e5a9e"
 dependencies = [
  "arrow",
  "async-trait",
@@ -982,9 +981,9 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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@@ -1005,9 +1004,9 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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@@ -1030,9 +1029,9 @@ dependencies = [
 
 [[package]]
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@@ -1041,9 +1040,9 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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@@ -1076,9 +1075,9 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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@@ -1100,9 +1099,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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 dependencies = [
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@@ -1120,9 +1119,9 @@ dependencies = [
 
 [[package]]
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+version = "52.1.0"
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+checksum = "61c73bc54b518bbba7c7650299d07d58730293cfba4356f6f428cc94c20b7600"
 dependencies = [
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@@ -1143,9 +1142,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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 dependencies = [
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@@ -1165,9 +1164,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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-checksum = "f6a3ccd48d5034f8461f522114d0e46dfb3a9f0ce01a4d53a721024ace95d60d"
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 dependencies = [
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@@ -1195,15 +1194,15 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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-checksum = "ff69a18418e9878d4840f35e2ad7f2a6386beedf192e9f065e628a7295ff5fbf"
+checksum = "2c825f969126bc2ef6a6a02d94b3c07abff871acf4d6dd759ce1255edb7923ce"
 
 [[package]]
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+version = "52.1.0"
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 dependencies = [
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@@ -1222,9 +1221,9 @@ dependencies = [
 
 [[package]]
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+version = "52.1.0"
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+checksum = "ef33934c1f98ee695cc51192cc5f9ed3a8febee84fdbcd9131bf9d3a9a78276f"
 dependencies = [
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@@ -1245,9 +1244,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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 dependencies = [
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@@ -1258,9 +1257,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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+checksum = "30f57f7f63a25a0b78b3f2a5e18c0ecbd54851b64064ac0d5a9eb05efd5586d2"
 dependencies = [
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@@ -1288,9 +1287,9 @@ dependencies = [
 
 [[package]]
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+version = "52.1.0"
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-checksum = "c4593538abd95c27eeeb2f86b7ad827cce07d0c474eae9b122f4f9675f8c20ad"
+checksum = "379b01418ab95ca947014066248c22139fe9af9289354de10b445bd000d5d276"
 dependencies = [
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@@ -1319,9 +1318,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f81cdf609f43cd26156934fd81beb7215d60dda40a776c2e1b83d73df69434f2"
+checksum = "fd00d5454ba4c3f8ebbd04bd6a6a9dc7ced7c56d883f70f2076c188be8459e4c"
 dependencies = [
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@@ -1340,9 +1339,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9173f1bcea2ede4a5c23630a48469f06c9db9a408eb5fd140d1ff9a5e0c40ebf"
+checksum = "aec06b380729a87210a4e11f555ec2d729a328142253f8d557b87593622ecc9f"
 dependencies = [
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@@ -1353,9 +1352,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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-checksum = "1d0b9f32e7735a3b94ae8b9596d89080dc63dd139029a91133be370da099490d"
+checksum = "904f48d45e0f1eb7d0eb5c0f80f2b5c6046a85454364a6b16a2e0b46f62e7dff"
 dependencies = [
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@@ -1376,9 +1375,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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-checksum = "57a29e8a6201b3b9fb2be17d88e287c6d427948d64220cd5ea72ced614a1aee5"
+checksum = "e9a0d20e2b887e11bee24f7734d780a2588b925796ac741c3118dd06d5aa77f0"
 dependencies = [
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@@ -1392,9 +1391,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd412754964a31c515e5a814e5ce0edaf30f0ea975f3691e800eff115ee76dfb"
+checksum = "d3414b0a07e39b6979fe3a69c7aa79a9f1369f1d5c8e52146e66058be1b285ee"
 dependencies = [
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@@ -1410,9 +1409,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d49be73a5ac0797398927a543118bd68e58e80bf95ebdabc77336bcd9c38a711"
+checksum = "5bf2feae63cd4754e31add64ce75cae07d015bce4bb41cd09872f93add32523a"
 dependencies = [
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  "datafusion-physical-expr-common",
@@ -1420,20 +1419,20 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "52.0.0"
+version = "52.1.0"
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-checksum = "439ff5489dcac4d34ed7a49a93310c3345018c4469e34726fa471cdda725346d"
+checksum = "c4fe888aeb6a095c4bcbe8ac1874c4b9a4c7ffa2ba849db7922683ba20875aaf"
 dependencies = [
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  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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+checksum = "8a6527c063ae305c11be397a86d8193936f4b84d137fe40bd706dfc178cf733c"
 dependencies = [
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@@ -1451,9 +1450,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "83480008f66691a0047c5a88990bd76b7c1117dd8a49ca79959e214948b81f0a"
+checksum = "0bb028323dd4efd049dd8a78d78fe81b2b969447b39c51424167f973ac5811d9"
 dependencies = [
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@@ -1468,16 +1467,16 @@ dependencies = [
  "itertools",
  "parking_lot",
  "paste",
- "petgraph 0.8.3",
+ "petgraph",
  "recursive",
  "tokio",
 ]
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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-checksum = "6b438306446646b359666a658cc29d5494b1e9873bc7a57707689760666fc82c"
+checksum = "78fe0826aef7eab6b4b61533d811234a7a9e5e458331ebbf94152a51fc8ab433"
 dependencies = [
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@@ -1490,9 +1489,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "95b1fbf739038e0b313473588331c5bf79985d1b842b9937c1f10b170665cae1"
+checksum = "cfccd388620734c661bd8b7ca93c44cdd59fecc9b550eea416a78ffcbb29475f"
 dependencies = [
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@@ -1507,9 +1506,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "52.0.0"
+version = "52.1.0"
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-checksum = "fc4cd3a170faa0f1de04bd4365ccfe309056746dd802ed276e8787ccb8e8a0d4"
+checksum = "bde5fa10e73259a03b705d5fddc136516814ab5f441b939525618a4070f5a059"
 dependencies = [
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  "datafusion-common",
@@ -1526,9 +1525,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "52.0.0"
+version = "52.1.0"
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-checksum = "a616a72b4ddf550652b36d5a7c0386eac4accea3ffc6c29a7b16c45f237e9882"
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 dependencies = [
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@@ -1557,9 +1556,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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-checksum = "a0a96a57f60a53041c6d275dc46313bbe34f07ed51c4cea3557b321d4f3da7e0"
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 dependencies = [
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@@ -1584,9 +1583,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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-checksum = "38f4c54f4a47608d2ef5af2fbaca9975cac9e48b93acf41b2ccf584405a3da5e"
+checksum = "12a0cb3cce232a3de0d14ef44b58a6537aeb1362cfb6cf4d808691ddbb918956"
 dependencies = [
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@@ -1595,9 +1594,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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 dependencies = [
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  "datafusion-common",
@@ -1640,9 +1639,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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-checksum = "66e080e2c105284460580c18e751b2133cc306df298181e4349b5b134632811a"
+checksum = "f71f1e39e8f2acbf1c63b0e93756c2e970a64729dab70ac789587d6237c4fde0"
 dependencies = [
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  "datafusion-common",
@@ -1654,9 +1653,9 @@ dependencies = [
 
 [[package]]
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-version = "52.0.0"
+version = "52.1.0"
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-checksum = "3dac502db772ff9bffc2ceae321963091982e8d5f5dfcb877e8dc66fc9a093cc"
+checksum = "f44693cfcaeb7a9f12d71d1c576c3a6dc025a12cef209375fa2d16fb3b5670ee"
 dependencies = [
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@@ -1672,9 +1671,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-substrait"
-version = "52.0.0"
+version = "52.1.0"
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 dependencies = [
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  "async-trait",
@@ -1710,7 +1709,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -1749,9 +1748,9 @@ checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
 
 [[package]]
 name = "find-msvc-tools"
-version = "0.1.6"
+version = "0.1.9"
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-checksum = "645cbb3a84e60b7531617d5ae4e57f7e27308f6445f5abf653209ea76dec8dff"
+checksum = "5baebc0774151f905a1a2cc41989300b1e6fbb29aff0ceffa1064fdd3088d582"
 
 [[package]]
 name = "fixedbitset"
@@ -1771,13 +1770,13 @@ dependencies = [
 
 [[package]]
 name = "flate2"
-version = "1.1.5"
+version = "1.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bfe33edd8e85a12a67454e37f8c75e730830d83e313556ab9ebf9ee7fbeb3bfb"
+checksum = "843fba2746e448b37e26a819579957415c8cef339bf08564fe8b7ddbd959573c"
 dependencies = [
  "crc32fast",
- "libz-rs-sys",
  "miniz_oxide",
+ "zlib-rs",
 ]
 
 [[package]]
@@ -1863,7 +1862,7 @@ checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -1917,9 +1916,9 @@ dependencies = [
 
 [[package]]
 name = "getrandom"
-version = "0.2.16"
+version = "0.2.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "335ff9f135e4384c8150d6f27c6daed433577f86b4750418338c01a1a2528592"
+checksum = "ff2abc00be7fca6ebc474524697ae276ad847ad0a6b3faa4bcb027e9a4614ad0"
 dependencies = [
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  "js-sys",
@@ -1950,9 +1949,9 @@ checksum = "0cc23270f6e1808e30a928bdc84dea0b9b4136a8bc82338574f23baf47bbd280"
 
 [[package]]
 name = "h2"
-version = "0.4.12"
+version = "0.4.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3c0b69cfcb4e1b9f1bf2f53f95f766e4661169728ec61cd3fe5a0166f2d1386"
+checksum = "2f44da3a8150a6703ed5d34e164b875fd14c2cdab9af1252a9a1020bde2bdc54"
 dependencies = [
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  "bytes",
@@ -2103,14 +2102,13 @@ dependencies = [
 
 [[package]]
 name = "hyper-util"
-version = "0.1.19"
+version = "0.1.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "727805d60e7938b76b826a6ef209eb70eaa1812794f9424d4a4e2d740662df5f"
+checksum = "96547c2556ec9d12fb1578c4eaf448b04993e7fb79cbaad930a656880a6bdfa0"
 dependencies = [
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  "bytes",
  "futures-channel",
- "futures-core",
  "futures-util",
  "http",
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@@ -2127,9 +2125,9 @@ dependencies = [
 
 [[package]]
 name = "iana-time-zone"
-version = "0.1.64"
+version = "0.1.65"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "33e57f83510bb73707521ebaffa789ec8caf86f9657cad665b092b581d40e9fb"
+checksum = "e31bc9ad994ba00e440a8aa5c9ef0ec67d5cb5e5cb0cc7f8b744a35b389cc470"
 dependencies = [
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@@ -2259,9 +2257,9 @@ dependencies = [
 
 [[package]]
 name = "indexmap"
-version = "2.12.1"
+version = "2.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0ad4bb2b565bca0645f4d68c5c9af97fba094e9791da685bf83cb5f3ce74acf2"
+checksum = "7714e70437a7dc3ac8eb7e6f8df75fd8eb422675fc7678aff7364301092b1017"
 dependencies = [
  "equivalent",
  "hashbrown 0.16.1",
@@ -2325,9 +2323,9 @@ dependencies = [
 
 [[package]]
 name = "js-sys"
-version = "0.3.83"
+version = "0.3.85"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "464a3709c7f55f1f721e5389aa6ea4e3bc6aba669353300af094b29ffbdde1d8"
+checksum = "8c942ebf8e95485ca0d52d97da7c5a2c387d0e7f0ba4c35e93bfcaee045955b3"
 dependencies = [
  "once_cell",
  "wasm-bindgen",
@@ -2398,9 +2396,9 @@ checksum = "2c4a545a15244c7d945065b5d392b2d2d7f21526fba56ce51467b06ed445e8f7"
 
 [[package]]
 name = "libc"
-version = "0.2.179"
+version = "0.2.180"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5a2d376baa530d1238d133232d15e239abad80d05838b4b59354e5268af431f"
+checksum = "bcc35a38544a891a5f7c865aca548a982ccb3b8650a5b06d0fd33a10283c56fc"
 
 [[package]]
 name = "libloading"
@@ -2423,9 +2421,9 @@ dependencies = [
 
 [[package]]
 name = "liblzma-sys"
-version = "0.4.4"
+version = "0.4.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "01b9596486f6d60c3bbe644c0e1be1aa6ccc472ad630fe8927b456973d7cb736"
+checksum = "9f2db66f3268487b5033077f266da6777d057949b8f93c8ad82e441df25e6186"
 dependencies = [
  "cc",
  "libc",
@@ -2434,9 +2432,9 @@ dependencies = [
 
 [[package]]
 name = "libm"
-version = "0.2.15"
+version = "0.2.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f9fbbcab51052fe104eb5e5d351cf728d30a5be1fe14d9be8a3b097481fb97de"
+checksum = "b6d2cec3eae94f9f509c767b45932f1ada8350c4bdb85af2fcab4a3c14807981"
 
 [[package]]
 name = "libmimalloc-sys"
@@ -2448,15 +2446,6 @@ dependencies = [
  "libc",
 ]
 
-[[package]]
-name = "libz-rs-sys"
-version = "0.5.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c10501e7805cee23da17c7790e59df2870c0d4043ec6d03f67d31e2b53e77415"
-dependencies = [
- "zlib-rs",
-]
-
 [[package]]
 name = "linux-raw-sys"
 version = "0.11.0"
@@ -2601,18 +2590,18 @@ dependencies = [
 
 [[package]]
 name = "object"
-version = "0.32.2"
+version = "0.37.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a6a622008b6e321afc04970976f62ee297fdbaa6f95318ca343e3eebb9648441"
+checksum = "ff76201f031d8863c38aa7f905eca4f53abbfa15f609db4277d44cd8938f33fe"
 dependencies = [
  "memchr",
 ]
 
 [[package]]
 name = "object_store"
-version = "0.12.4"
+version = "0.12.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c1be0c6c22ec0817cdc77d3842f721a17fd30ab6965001415b5402a74e6b740"
+checksum = "fbfbfff40aeccab00ec8a910b57ca8ecf4319b335c542f2edcd19dd25a1e2a00"
 dependencies = [
  "async-trait",
  "base64",
@@ -2654,9 +2643,9 @@ checksum = "42f5e15c9953c5e4ccceeb2e7382a716482c34515315f7b03532b8b4e8393d2d"
 
 [[package]]
 name = "openssl-probe"
-version = "0.2.0"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9f50d9b3dabb09ecd771ad0aa242ca6894994c130308ca3d7684634df8037391"
+checksum = "7c87def4c32ab89d880effc9e097653c8da5d6ef28e6b539d313baaacfbafcbe"
 
 [[package]]
 name = "ordered-float"
@@ -2692,9 +2681,9 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "be3e4f6d320dd92bfa7d612e265d7d08bba0a240bab86af3425e1d255a511d89"
+checksum = "5f6a2926a30477c0b95fea6c28c3072712b139337a242c2cc64817bdc20a8854"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -2776,16 +2765,6 @@ version = "2.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9b4f627cb1b25917193a259e49bdad08f671f8d9708acfd5fe0a8c1455d87220"
 
-[[package]]
-name = "petgraph"
-version = "0.7.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3672b37090dbd86368a4145bc067582552b29c27377cad4e0a306c97f9bd7772"
-dependencies = [
- "fixedbitset",
- "indexmap",
-]
-
 [[package]]
 name = "petgraph"
 version = "0.8.3"
@@ -2836,9 +2815,9 @@ checksum = "7edddbd0b52d732b21ad9a5fab5c704c14cd949e5e9a1ec5929a24fded1b904c"
 
 [[package]]
 name = "portable-atomic"
-version = "1.13.0"
+version = "1.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f89776e4d69bb58bc6993e99ffa1d11f228b839984854c7daeb5d37f87cbe950"
+checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49"
 
 [[package]]
 name = "potential_utf"
@@ -2865,23 +2844,23 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.104"
+version = "1.0.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9695f8df41bb4f3d222c95a67532365f569318332d03d5f3f67f37b20e6ebdf0"
+checksum = "8fd00f0bb2e90d81d1044c2b32617f68fcb9fa3bb7640c23e9c748e53fb30934"
 dependencies = [
  "unicode-ident",
 ]
 
 [[package]]
 name = "prost"
-version = "0.14.1"
+version = "0.14.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7231bd9b3d3d33c86b58adbac74b5ec0ad9f496b19d22801d773636feaa95f3d"
+checksum = "d2ea70524a2f82d518bce41317d0fae74151505651af45faf1ffbd6fd33f0568"
 dependencies = [
  "bytes",
  "prost-derive",
@@ -2889,42 +2868,41 @@ dependencies = [
 
 [[package]]
 name = "prost-build"
-version = "0.14.1"
+version = "0.14.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ac6c3320f9abac597dcbc668774ef006702672474aad53c6d596b62e487b40b1"
+checksum = "343d3bd7056eda839b03204e68deff7d1b13aba7af2b2fd16890697274262ee7"
 dependencies = [
  "heck",
  "itertools",
  "log",
  "multimap",
- "once_cell",
- "petgraph 0.7.1",
+ "petgraph",
  "prettyplease",
  "prost",
  "prost-types",
  "regex",
- "syn 2.0.113",
+ "syn 2.0.114",
  "tempfile",
 ]
 
 [[package]]
 name = "prost-derive"
-version = "0.14.1"
+version = "0.14.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9120690fafc389a67ba3803df527d0ec9cbbc9cc45e4cc20b332996dfb672425"
+checksum = "27c6023962132f4b30eb4c172c91ce92d933da334c59c23cddee82358ddafb0b"
 dependencies = [
  "anyhow",
  "itertools",
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "prost-types"
-version = "0.14.1"
+version = "0.14.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b9b4db3d6da204ed77bb26ba83b6122a73aeb2e87e25fbf7ad2e84c4ccbf8f72"
+checksum = "8991c4cbdb8bc5b11f0b074ffe286c30e523de90fee5ba8132f1399f23cb3dd7"
 dependencies = [
  "prost",
 ]
@@ -2940,9 +2918,9 @@ dependencies = [
 
 [[package]]
 name = "psm"
-version = "0.1.28"
+version = "0.1.29"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d11f2fedc3b7dafdc2851bc52f277377c5473d378859be234bc7ebb593144d01"
+checksum = "1fa96cb91275ed31d6da3e983447320c4eb219ac180fa1679a0889ff32861e2d"
 dependencies = [
  "ar_archive_writer",
  "cc",
@@ -3017,7 +2995,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3030,7 +3008,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3106,9 +3084,9 @@ dependencies = [
 
 [[package]]
 name = "quote"
-version = "1.0.42"
+version = "1.0.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a338cc41d27e6cc6dce6cefc13a0729dfbb81c262b1f519331575dd80ef3067f"
+checksum = "21b2ebcf727b7760c461f091f9f0f539b77b8e87f2fd88131e7f1b433b3cece4"
 dependencies = [
  "proc-macro2",
 ]
@@ -3141,9 +3119,9 @@ dependencies = [
 
 [[package]]
 name = "rand_core"
-version = "0.9.3"
+version = "0.9.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99d9a13982dcf210057a8a78572b2217b667c3beacbf3a0d8b454f6f82837d38"
+checksum = "76afc826de14238e6e8c374ddcc1fa19e374fd8dd986b0d2af0d02377261d83c"
 dependencies = [
  "getrandom 0.3.4",
 ]
@@ -3165,7 +3143,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3179,9 +3157,9 @@ dependencies = [
 
 [[package]]
 name = "regex"
-version = "1.12.2"
+version = "1.12.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "843bc0191f75f3e22651ae5f1e72939ab2f72a4bc30fa80a066bd66edefc24d4"
+checksum = "e10754a14b9137dd7b1e3e5b0493cc9171fdd105e0ab477f51b72e7f3ac0e276"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -3191,9 +3169,9 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.13"
+version = "0.4.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5276caf25ac86c8d810222b3dbb938e512c55c6831a10f3e6ed1c93b84041f1c"
+checksum = "6e1dd4122fc1595e8162618945476892eefca7b88c52820e74af6262213cae8f"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -3202,15 +3180,15 @@ dependencies = [
 
 [[package]]
 name = "regex-lite"
-version = "0.1.8"
+version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d942b98df5e658f56f20d592c7f868833fe38115e65c33003d8cd224b0155da"
+checksum = "cab834c73d247e67f4fae452806d17d3c7501756d98c8808d7c9c7aa7d18f973"
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.8"
+version = "0.8.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
+checksum = "a96887878f22d7bad8a3b6dc5b7440e0ada9a245242924394987b21cf2210a4c"
 
 [[package]]
 name = "regress"
@@ -3281,7 +3259,7 @@ checksum = "a4689e6c2294d81e88dc6261c768b63bc4fcdb852be6d1352498b114f61383b7"
 dependencies = [
  "cc",
  "cfg-if",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "libc",
  "untrusted",
  "windows-sys 0.52.0",
@@ -3317,9 +3295,9 @@ dependencies = [
 
 [[package]]
 name = "rustls"
-version = "0.23.35"
+version = "0.23.36"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "533f54bc6a7d4f647e46ad909549eda97bf5afc1585190ef692b4286b198bd8f"
+checksum = "c665f33d38cea657d9614f766881e4d510e0eda4239891eea56b4cadcf01801b"
 dependencies = [
  "once_cell",
  "ring",
@@ -3352,9 +3330,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-pki-types"
-version = "1.13.2"
+version = "1.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21e6f2ab2928ca4291b86736a8bd920a277a399bba1589409d72154ff87c1282"
+checksum = "be040f8b0a225e40375822a563fa9524378b9d63112f53e19ffff34df5d33fdd"
 dependencies = [
  "web-time",
  "zeroize",
@@ -3362,9 +3340,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-webpki"
-version = "0.103.8"
+version = "0.103.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2ffdfa2f5286e2247234e03f680868ac2815974dc39e00ea15adc445d0aafe52"
+checksum = "d7df23109aa6c1567d1c575b9952556388da57401e4ace1d15f79eedad0d8f53"
 dependencies = [
  "ring",
  "rustls-pki-types",
@@ -3422,7 +3400,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde_derive_internals",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3507,7 +3485,7 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3518,14 +3496,14 @@ checksum = "18d26a20a969b9e3fdf2fc2d9f21eda6c40e2de84c9408bb5d3b05d499aae711"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.148"
+version = "1.0.149"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3084b546a1dd6289475996f182a22aba973866ea8e8b02c51d9f46b1336a22da"
+checksum = "83fc039473c5595ace860d8c4fafa220ff474b3fc6bfdb4293327f1a37e94d86"
 dependencies = [
  "itoa",
  "memchr",
@@ -3543,7 +3521,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3602,15 +3580,15 @@ checksum = "e3a9fe34e3e7a50316060351f37187a3f546bce95496156754b601a5fa71b76e"
 
 [[package]]
 name = "siphasher"
-version = "1.0.1"
+version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56199f7ddabf13fe5074ce809e7d3f42b42ae711800501b5b16ea82ad029c39d"
+checksum = "b2aa850e253778c88a04c3d7323b043aeda9d3e30d5971937c1855769763678e"
 
 [[package]]
 name = "slab"
-version = "0.4.11"
+version = "0.4.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a2ae44ef20feb57a68b23d846850f861394c2e02dc425a50098ae8c90267589"
+checksum = "0c790de23124f9ab44544d7ac05d60440adc586479ce501c1d6d7da3cd8c9cf5"
 
 [[package]]
 name = "smallvec"
@@ -3626,9 +3604,9 @@ checksum = "1b6b67fb9a61334225b5b790716f609cd58395f895b3fe8b328786812a40bc3b"
 
 [[package]]
 name = "socket2"
-version = "0.6.1"
+version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "17129e116933cf371d018bb80ae557e889637989d8638274fb25622827b03881"
+checksum = "86f4aa3ad99f2088c990dfa82d367e19cb29268ed67c574d10d0a4bfe71f07e0"
 dependencies = [
  "libc",
  "windows-sys 0.60.2",
@@ -3653,7 +3631,7 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3696,7 +3674,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3720,7 +3698,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_yaml",
- "syn 2.0.113",
+ "syn 2.0.114",
  "typify",
  "walkdir",
 ]
@@ -3744,9 +3722,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.113"
+version = "2.0.114"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "678faa00651c9eb72dd2020cbdf275d92eccb2400d568e419efdd64838145cb4"
+checksum = "d4d107df263a3013ef9b1879b0df87d706ff80f65a86ea879bd9c31f9b307c2a"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -3770,7 +3748,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3794,22 +3772,22 @@ dependencies = [
 
 [[package]]
 name = "thiserror"
-version = "2.0.17"
+version = "2.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f63587ca0f12b72a0600bcba1d40081f830876000bb46dd2337a3051618f4fc8"
+checksum = "4288b5bcbc7920c07a1149a35cf9590a2aa808e0bc1eafaade0b80947865fbc4"
 dependencies = [
  "thiserror-impl",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.17"
+version = "2.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
+checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3880,7 +3858,7 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -3908,9 +3886,9 @@ dependencies = [
 
 [[package]]
 name = "tower"
-version = "0.5.2"
+version = "0.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d039ad9159c98b70ecfd540b2573b97f7f52c3e8d9f8ad57a24b916a536975f9"
+checksum = "ebe5ef63511595f1344e2d5cfa636d973292adc0eec1f0ad45fae9f0851ab1d4"
 dependencies = [
  "futures-core",
  "futures-util",
@@ -3970,7 +3948,7 @@ checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -4052,7 +4030,7 @@ dependencies = [
  "semver",
  "serde",
  "serde_json",
- "syn 2.0.113",
+ "syn 2.0.114",
  "thiserror",
  "unicode-ident",
 ]
@@ -4070,7 +4048,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_tokenstream",
- "syn 2.0.113",
+ "syn 2.0.114",
  "typify-impl",
 ]
 
@@ -4112,9 +4090,9 @@ checksum = "8ecb6da28b8a351d773b68d5825ac39017e680750f980f3a1a85cd8dd28a47c1"
 
 [[package]]
 name = "url"
-version = "2.5.7"
+version = "2.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08bc136a29a3d1758e07a9cca267be308aeebf5cfd5a10f3f67ab2097683ef5b"
+checksum = "ff67a8a4397373c3ef660812acab3268222035010ab8680ec4215f38ba3d0eed"
 dependencies = [
  "form_urlencoded",
  "idna",
@@ -4130,9 +4108,9 @@ checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
 
 [[package]]
 name = "uuid"
-version = "1.19.0"
+version = "1.20.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2e054861b4bd027cd373e18e8d8d8e6548085000e41290d95ce0c373a654b4a"
+checksum = "ee48d38b119b0cd71fe4141b30f5ba9c7c5d9f4e7a3a8b4a674e4b6ef789976f"
 dependencies = [
  "getrandom 0.3.4",
  "js-sys",
@@ -4173,18 +4151,18 @@ checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
 
 [[package]]
 name = "wasip2"
-version = "1.0.1+wasi-0.2.4"
+version = "1.0.2+wasi-0.2.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0562428422c63773dad2c345a1882263bbf4d65cf3f42e90921f787ef5ad58e7"
+checksum = "9517f9239f02c069db75e65f174b3da828fe5f5b945c4dd26bd25d89c03ebcf5"
 dependencies = [
  "wit-bindgen",
 ]
 
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.106"
+version = "0.2.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0d759f433fa64a2d763d1340820e46e111a7a5ab75f993d1852d70b03dbb80fd"
+checksum = "64024a30ec1e37399cf85a7ffefebdb72205ca1c972291c51512360d90bd8566"
 dependencies = [
  "cfg-if",
  "once_cell",
@@ -4195,11 +4173,12 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-futures"
-version = "0.4.56"
+version = "0.4.58"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "836d9622d604feee9e5de25ac10e3ea5f2d65b41eac0d9ce72eb5deae707ce7c"
+checksum = "70a6e77fd0ae8029c9ea0063f87c46fde723e7d887703d74ad2616d792e51e6f"
 dependencies = [
  "cfg-if",
+ "futures-util",
  "js-sys",
  "once_cell",
  "wasm-bindgen",
@@ -4208,9 +4187,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.106"
+version = "0.2.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48cb0d2638f8baedbc542ed444afc0644a29166f1595371af4fecf8ce1e7eeb3"
+checksum = "008b239d9c740232e71bd39e8ef6429d27097518b6b30bdf9086833bd5b6d608"
 dependencies = [
  "quote",
  "wasm-bindgen-macro-support",
@@ -4218,22 +4197,22 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.106"
+version = "0.2.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cefb59d5cd5f92d9dcf80e4683949f15ca4b511f4ac0a6e14d4e1ac60c6ecd40"
+checksum = "5256bae2d58f54820e6490f9839c49780dff84c65aeab9e772f15d5f0e913a55"
 dependencies = [
  "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
  "wasm-bindgen-shared",
 ]
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.106"
+version = "0.2.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cbc538057e648b67f72a982e708d485b2efa771e1ac05fec311f9f63e5800db4"
+checksum = "1f01b580c9ac74c8d8f0c0e4afb04eeef2acf145458e52c03845ee9cd23e3d12"
 dependencies = [
  "unicode-ident",
 ]
@@ -4253,9 +4232,9 @@ dependencies = [
 
 [[package]]
 name = "web-sys"
-version = "0.3.83"
+version = "0.3.85"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9b32828d774c412041098d182a8b38b16ea816958e07cf40eec2bc080ae137ac"
+checksum = "312e32e551d92129218ea9a2452120f4aabc03529ef03e4d0d82fb2780608598"
 dependencies = [
  "js-sys",
  "wasm-bindgen",
@@ -4323,7 +4302,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -4334,7 +4313,7 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -4528,9 +4507,9 @@ checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
 
 [[package]]
 name = "wit-bindgen"
-version = "0.46.0"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
+checksum = "d7249219f66ced02969388cf2bb044a09756a083d0fab1e566056b04d9fbcaa5"
 
 [[package]]
 name = "writeable"
@@ -4557,28 +4536,28 @@ checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
  "synstructure",
 ]
 
 [[package]]
 name = "zerocopy"
-version = "0.8.31"
+version = "0.8.38"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fd74ec98b9250adb3ca554bdde269adf631549f51d8a8f8f0a10b50f1cb298c3"
+checksum = "57cf3aa6855b23711ee9852dfc97dfaa51c45feaba5b645d0c777414d494a961"
 dependencies = [
  "zerocopy-derive",
 ]
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.31"
+version = "0.8.38"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d8a8d209fdf45cf5138cbb5a506f6b52522a25afccc534d1475dad8e31105c6a"
+checksum = "8a616990af1a287837c4fe6596ad77ef57948f787e46ce28e166facc0cc1cb75"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
@@ -4598,7 +4577,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
  "synstructure",
 ]
 
@@ -4638,20 +4617,20 @@ checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.113",
+ "syn 2.0.114",
 ]
 
 [[package]]
 name = "zlib-rs"
-version = "0.5.5"
+version = "0.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "40990edd51aae2c2b6907af74ffb635029d5788228222c4bb811e9351c0caad3"
+checksum = "a7948af682ccbc3342b6e9420e8c51c1fe5d7bf7756002b4a3c6cabfe96a7e3c"
 
 [[package]]
 name = "zmij"
-version = "1.0.10"
+version = "1.0.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30e0d8dffbae3d840f64bda38e28391faef673a7b5a6017840f2a106c8145868"
+checksum = "3ff05f8caa9038894637571ae6b9e29466c1f4f829d26c9b28f869a29cbe3445"
 
 [[package]]
 name = "zstd"
diff --git a/examples/datafusion-ffi-example/Cargo.lock b/examples/datafusion-ffi-example/Cargo.lock
index 383716d41..f1a75e8c6 100644
--- a/examples/datafusion-ffi-example/Cargo.lock
+++ b/examples/datafusion-ffi-example/Cargo.lock
@@ -117,9 +117,9 @@ checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
 
 [[package]]
 name = "arrow"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cb372a7cbcac02a35d3fb7b3fc1f969ec078e871f9bb899bf00a2e1809bec8a3"
+checksum = "2a2b10dcb159faf30d3f81f6d56c1211a5bea2ca424eabe477648a44b993320e"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -138,9 +138,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0f377dcd19e440174596d83deb49cd724886d91060c07fec4f67014ef9d54049"
+checksum = "288015089e7931843c80ed4032c5274f02b37bcb720c4a42096d50b390e70372"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -152,9 +152,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a23eaff85a44e9fa914660fb0d0bb00b79c4a3d888b5334adb3ea4330c84f002"
+checksum = "65ca404ea6191e06bf30956394173337fa9c35f445bd447fe6c21ab944e1a23c"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -171,9 +171,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a2819d893750cb3380ab31ebdc8c68874dd4429f90fd09180f3c93538bd21626"
+checksum = "36356383099be0151dacc4245309895f16ba7917d79bdb71a7148659c9206c56"
 dependencies = [
  "bytes",
  "half",
@@ -183,9 +183,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e3d131abb183f80c450d4591dc784f8d7750c50c6e2bc3fcaad148afc8361271"
+checksum = "9c8e372ed52bd4ee88cc1e6c3859aa7ecea204158ac640b10e187936e7e87074"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -205,9 +205,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2275877a0e5e7e7c76954669366c2aa1a829e340ab1f612e647507860906fb6b"
+checksum = "8e4100b729fe656f2e4fb32bc5884f14acf9118d4ad532b7b33c1132e4dce896"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -220,9 +220,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05738f3d42cb922b9096f7786f606fcb8669260c2640df8490533bb2fa38c9d3"
+checksum = "bf87f4ff5fc13290aa47e499a8b669a82c5977c6a1fedce22c7f542c1fd5a597"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -233,9 +233,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3d09446e8076c4b3f235603d9ea7c5494e73d441b01cd61fb33d7254c11964b3"
+checksum = "eb3ca63edd2073fcb42ba112f8ae165df1de935627ead6e203d07c99445f2081"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -248,9 +248,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "371ffd66fa77f71d7628c63f209c9ca5341081051aa32f9c8020feb0def787c0"
+checksum = "a36b2332559d3310ebe3e173f75b29989b4412df4029a26a30cc3f7da0869297"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -272,9 +272,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cbc94fc7adec5d1ba9e8cd1b1e8d6f72423b33fe978bf1f46d970fafab787521"
+checksum = "13c4e0530272ca755d6814218dffd04425c5b7854b87fa741d5ff848bf50aa39"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -285,9 +285,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "169676f317157dc079cc5def6354d16db63d8861d61046d2f3883268ced6f99f"
+checksum = "b07f52788744cc71c4628567ad834cadbaeb9f09026ff1d7a4120f69edf7abd3"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -298,18 +298,18 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d27609cd7dd45f006abae27995c2729ef6f4b9361cde1ddd019dc31a5aa017e0"
+checksum = "6bb63203e8e0e54b288d0d8043ca8fa1013820822a27692ef1b78a977d879f2c"
 dependencies = [
  "bitflags",
 ]
 
 [[package]]
 name = "arrow-select"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ae980d021879ea119dd6e2a13912d81e64abed372d53163e804dfe84639d8010"
+checksum = "c96d8a1c180b44ecf2e66c9a2f2bbcb8b1b6f14e165ce46ac8bde211a363411b"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -321,9 +321,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.1.0"
+version = "57.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cf35e8ef49dcf0c5f6d175edee6b8af7b45611805333129c541a8b89a0fc0534"
+checksum = "a8ad6a81add9d3ea30bf8374ee8329992c7fd246ffd8b7e2f48a3cea5aa0cc9a"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -430,15 +430,15 @@ checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
 [[package]]
 name = "bytes"
-version = "1.11.0"
+version = "1.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b35204fbdc0b3f4446b89fc1ac2cf84a8a68971995d0bf2e925ec7cd960f9cb3"
+checksum = "1e748733b7cbc798e1434b6ac524f0c1ff2ab456fe201501e6497c8417a4fc33"
 
 [[package]]
 name = "cc"
-version = "1.2.52"
+version = "1.2.55"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd4932aefd12402b36c60956a4fe0035421f544799057659ff86f923657aada3"
+checksum = "47b26a0954ae34af09b50f0de26458fa95369a0d478d8236d3f93082b219bd29"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -454,9 +454,9 @@ checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
 
 [[package]]
 name = "chrono"
-version = "0.4.42"
+version = "0.4.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "145052bdd345b87320e369255277e3fb5152762ad123a901ef5c262dd38fe8d2"
+checksum = "fac4744fb15ae8337dc853fee7fb3f4e48c0fbaa23d0afe49c447b4fab126118"
 dependencies = [
  "iana-time-zone",
  "num-traits",
@@ -475,9 +475,9 @@ dependencies = [
 
 [[package]]
 name = "comfy-table"
-version = "7.2.1"
+version = "7.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b03b7db8e0b4b2fdad6c551e634134e99ec000e5c8c3b6856c65e8bbaded7a3b"
+checksum = "958c5d6ecf1f214b4c2bbbbf6ab9523a864bd136dcf71a7e8904799acfe1ad47"
 dependencies = [
  "unicode-segmentation",
  "unicode-width",
@@ -498,7 +498,7 @@ version = "0.1.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f9d839f2a20b0aee515dc581a6172f2321f96cab76c1a38a4c584a194955390e"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "once_cell",
  "tiny-keccak",
 ]
@@ -533,15 +533,6 @@ version = "1.5.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "533d38ecd2709b7608fb8e18e4504deb99e9a72879e6aa66373a76d8dc4259ea"
 
-[[package]]
-name = "crc32fast"
-version = "1.5.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9481c1c90cbf2ac953f07c8d4a58aa3945c425b7185c9154d67a65e4230da511"
-dependencies = [
- "cfg-if",
-]
-
 [[package]]
 name = "crossbeam-channel"
 version = "0.5.15"
@@ -600,9 +591,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3e91b2603f906cf8cb8be84ba4e34f9d8fe6dbdfdd6916d55f22317074d1fdf"
+checksum = "462dc9ef45e5d688aeaae49a7e310587e81b6016b9d03bace5626ad0043e5a9e"
 dependencies = [
  "arrow",
  "async-trait",
@@ -625,9 +616,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "919d20cdebddee4d8dca651aa0291a44c8104824d1ac288996a325c319ce31ba"
+checksum = "1b96dbf1d728fc321817b744eb5080cdd75312faa6980b338817f68f3caa4208"
 dependencies = [
  "arrow",
  "async-trait",
@@ -648,9 +639,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "52.0.0"
+version = "52.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "31ff2c4e95be40ad954de93862167b165a6fb49248bb882dea8aef4f888bc767"
+checksum = "3237a6ff0d2149af4631290074289cae548c9863c885d821315d54c6673a074a"
 dependencies = [
  "ahash",
  "arrow",
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@@ -710,9 +701,9 @@ dependencies = [
 
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 [[package]]
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 [[package]]
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 [[package]]
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@@ -1159,9 +1150,9 @@ dependencies = [
 
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 [[package]]
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 [[package]]
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 dependencies = [
- "crc32fast",
- "libz-rs-sys",
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+ "zlib-rs",
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 [[package]]
@@ -1381,9 +1371,9 @@ dependencies = [
 
 [[package]]
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 [[package]]
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@@ -1652,9 +1642,9 @@ dependencies = [
 
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@@ -1735,18 +1725,9 @@ dependencies = [
 
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-
-[[package]]
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-dependencies = [
- "zlib-rs",
-]
+checksum = "b6d2cec3eae94f9f509c767b45932f1ada8350c4bdb85af2fcab4a3c14807981"
 
 [[package]]
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@@ -1849,9 +1830,9 @@ dependencies = [
 
 [[package]]
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@@ -1911,9 +1892,9 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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@@ -2008,9 +1989,9 @@ checksum = "7edddbd0b52d732b21ad9a5fab5c704c14cd949e5e9a1ec5929a24fded1b904c"
 
 [[package]]
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 [[package]]
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@@ -2032,18 +2013,18 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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 [[package]]
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 dependencies = [
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@@ -2051,9 +2032,9 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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@@ -2125,9 +2106,9 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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 ]
@@ -2160,9 +2141,9 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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 ]
@@ -2178,9 +2159,9 @@ dependencies = [
 
 [[package]]
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 dependencies = [
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@@ -2190,9 +2171,9 @@ dependencies = [
 
 [[package]]
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-version = "0.4.13"
+version = "0.4.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5276caf25ac86c8d810222b3dbb938e512c55c6831a10f3e6ed1c93b84041f1c"
+checksum = "6e1dd4122fc1595e8162618945476892eefca7b88c52820e74af6262213cae8f"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -2201,9 +2182,9 @@ dependencies = [
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.8"
+version = "0.8.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
+checksum = "a96887878f22d7bad8a3b6dc5b7440e0ada9a245242924394987b21cf2210a4c"
 
 [[package]]
 name = "repr_offset"
@@ -2338,15 +2319,15 @@ checksum = "e3a9fe34e3e7a50316060351f37187a3f546bce95496156754b601a5fa71b76e"
 
 [[package]]
 name = "siphasher"
-version = "1.0.1"
+version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56199f7ddabf13fe5074ce809e7d3f42b42ae711800501b5b16ea82ad029c39d"
+checksum = "b2aa850e253778c88a04c3d7323b043aeda9d3e30d5971937c1855769763678e"
 
 [[package]]
 name = "slab"
-version = "0.4.11"
+version = "0.4.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a2ae44ef20feb57a68b23d846850f861394c2e02dc425a50098ae8c90267589"
+checksum = "0c790de23124f9ab44544d7ac05d60440adc586479ce501c1d6d7da3cd8c9cf5"
 
 [[package]]
 name = "smallvec"
@@ -2441,18 +2422,18 @@ dependencies = [
 
 [[package]]
 name = "thiserror"
-version = "2.0.17"
+version = "2.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f63587ca0f12b72a0600bcba1d40081f830876000bb46dd2337a3051618f4fc8"
+checksum = "4288b5bcbc7920c07a1149a35cf9590a2aa808e0bc1eafaade0b80947865fbc4"
 dependencies = [
  "thiserror-impl",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.17"
+version = "2.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
+checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2619,9 +2600,9 @@ checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
 
 [[package]]
 name = "uuid"
-version = "1.19.0"
+version = "1.20.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2e054861b4bd027cd373e18e8d8d8e6548085000e41290d95ce0c373a654b4a"
+checksum = "ee48d38b119b0cd71fe4141b30f5ba9c7c5d9f4e7a3a8b4a674e4b6ef789976f"
 dependencies = [
  "getrandom 0.3.4",
  "js-sys",
@@ -2652,18 +2633,18 @@ checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
 
 [[package]]
 name = "wasip2"
-version = "1.0.1+wasi-0.2.4"
+version = "1.0.2+wasi-0.2.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0562428422c63773dad2c345a1882263bbf4d65cf3f42e90921f787ef5ad58e7"
+checksum = "9517f9239f02c069db75e65f174b3da828fe5f5b945c4dd26bd25d89c03ebcf5"
 dependencies = [
  "wit-bindgen",
 ]
 
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.106"
+version = "0.2.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0d759f433fa64a2d763d1340820e46e111a7a5ab75f993d1852d70b03dbb80fd"
+checksum = "64024a30ec1e37399cf85a7ffefebdb72205ca1c972291c51512360d90bd8566"
 dependencies = [
  "cfg-if",
  "once_cell",
@@ -2674,11 +2655,12 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-futures"
-version = "0.4.56"
+version = "0.4.58"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "836d9622d604feee9e5de25ac10e3ea5f2d65b41eac0d9ce72eb5deae707ce7c"
+checksum = "70a6e77fd0ae8029c9ea0063f87c46fde723e7d887703d74ad2616d792e51e6f"
 dependencies = [
  "cfg-if",
+ "futures-util",
  "js-sys",
  "once_cell",
  "wasm-bindgen",
@@ -2687,9 +2669,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.106"
+version = "0.2.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48cb0d2638f8baedbc542ed444afc0644a29166f1595371af4fecf8ce1e7eeb3"
+checksum = "008b239d9c740232e71bd39e8ef6429d27097518b6b30bdf9086833bd5b6d608"
 dependencies = [
  "quote",
  "wasm-bindgen-macro-support",
@@ -2697,9 +2679,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.106"
+version = "0.2.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cefb59d5cd5f92d9dcf80e4683949f15ca4b511f4ac0a6e14d4e1ac60c6ecd40"
+checksum = "5256bae2d58f54820e6490f9839c49780dff84c65aeab9e772f15d5f0e913a55"
 dependencies = [
  "bumpalo",
  "proc-macro2",
@@ -2710,18 +2692,18 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.106"
+version = "0.2.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cbc538057e648b67f72a982e708d485b2efa771e1ac05fec311f9f63e5800db4"
+checksum = "1f01b580c9ac74c8d8f0c0e4afb04eeef2acf145458e52c03845ee9cd23e3d12"
 dependencies = [
  "unicode-ident",
 ]
 
 [[package]]
 name = "web-sys"
-version = "0.3.83"
+version = "0.3.85"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9b32828d774c412041098d182a8b38b16ea816958e07cf40eec2bc080ae137ac"
+checksum = "312e32e551d92129218ea9a2452120f4aabc03529ef03e4d0d82fb2780608598"
 dependencies = [
  "js-sys",
  "wasm-bindgen",
@@ -2838,9 +2820,9 @@ dependencies = [
 
 [[package]]
 name = "wit-bindgen"
-version = "0.46.0"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
+checksum = "d7249219f66ced02969388cf2bb044a09756a083d0fab1e566056b04d9fbcaa5"
 
 [[package]]
 name = "writeable"
@@ -2873,18 +2855,18 @@ dependencies = [
 
 [[package]]
 name = "zerocopy"
-version = "0.8.33"
+version = "0.8.38"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "668f5168d10b9ee831de31933dc111a459c97ec93225beb307aed970d1372dfd"
+checksum = "57cf3aa6855b23711ee9852dfc97dfaa51c45feaba5b645d0c777414d494a961"
 dependencies = [
  "zerocopy-derive",
 ]
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.33"
+version = "0.8.38"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2c7962b26b0a8685668b671ee4b54d007a67d4eaf05fda79ac0ecf41e32270f1"
+checksum = "8a616990af1a287837c4fe6596ad77ef57948f787e46ce28e166facc0cc1cb75"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2947,15 +2929,15 @@ dependencies = [
 
 [[package]]
 name = "zlib-rs"
-version = "0.5.5"
+version = "0.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "40990edd51aae2c2b6907af74ffb635029d5788228222c4bb811e9351c0caad3"
+checksum = "a7948af682ccbc3342b6e9420e8c51c1fe5d7bf7756002b4a3c6cabfe96a7e3c"
 
 [[package]]
 name = "zmij"
-version = "1.0.12"
+version = "1.0.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fc5a66a20078bf1251bde995aa2fdcc4b800c70b5d92dd2c62abc5c60f679f8"
+checksum = "3ff05f8caa9038894637571ae6b9e29466c1f4f829d26c9b28f869a29cbe3445"
 
 [[package]]
 name = "zstd"

From adec2dcd785daa16a02f8029c1067c1d7594d67c Mon Sep 17 00:00:00 2001
From: Antoine Beyeler <49431240+abey79@users.noreply.github.com>
Date: Wed, 4 Feb 2026 20:37:29 +0100
Subject: [PATCH 33/65] Improve displayed error by using `DataFusionError`'s
 `Display` trait (#1370)

* Use  instead of  for

* update test
---
 python/tests/test_indexing.py | 2 +-
 python/tests/test_udf.py      | 2 +-
 src/errors.rs                 | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/python/tests/test_indexing.py b/python/tests/test_indexing.py
index 327decd2f..e4c60b55d 100644
--- a/python/tests/test_indexing.py
+++ b/python/tests/test_indexing.py
@@ -43,7 +43,7 @@ def test_err(df):
     with pytest.raises(Exception) as e_info:
         df["c"]
 
-    for e in ["SchemaError", "FieldNotFound", 'name: "c"']:
+    for e in ["Schema error", "No field named c"]:
         assert e in e_info.value.args[0]
 
     with pytest.raises(Exception) as e_info:
diff --git a/python/tests/test_udf.py b/python/tests/test_udf.py
index c90668efe..c0ba1d831 100644
--- a/python/tests/test_udf.py
+++ b/python/tests/test_udf.py
@@ -207,4 +207,4 @@ def non_nullable_abs(input_col):
 
     with pytest.raises(Exception) as e_info:
         _results = df_result.collect()
-    assert "InvalidArgumentError" in str(e_info)
+    assert "Invalid argument error" in str(e_info)
diff --git a/src/errors.rs b/src/errors.rs
index fc079eb6c..d1b518042 100644
--- a/src/errors.rs
+++ b/src/errors.rs
@@ -39,7 +39,7 @@ pub enum PyDataFusionError {
 impl fmt::Display for PyDataFusionError {
     fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
         match self {
-            PyDataFusionError::ExecutionError(e) => write!(f, "DataFusion error: {e:?}"),
+            PyDataFusionError::ExecutionError(e) => write!(f, "DataFusion error: {e}"),
             PyDataFusionError::ArrowError(e) => write!(f, "Arrow error: {e:?}"),
             PyDataFusionError::PythonError(e) => write!(f, "Python error {e:?}"),
             PyDataFusionError::Common(e) => write!(f, "{e}"),

From ee62f7a26d178995a497c081625b8f5ccc5a82fd Mon Sep 17 00:00:00 2001
From: kosiew <kosiew@gmail.com>
Date: Thu, 5 Feb 2026 20:09:25 +0800
Subject: [PATCH 34/65] Enforce DataFrame display memory limits with `max_rows`
 + `min_rows` constraint (deprecate `repr_rows`) (#1367)

* Update DataFrameHtmlFormatter to enforce min_rows_display constraint and adjust default values

* Refactor DataFrame formatter to replace repr_rows with max_rows and update related validations

* Add validation for formatter parameters and deprecate repr_rows alias

* Add boundary condition tests for HTML formatter memory limits and resolve max_rows logic

* Remove repr_rows handling in max_rows resolution in Rust

* Refactor whitespace in parameter validation and update test for HTML formatter memory limits

* ruff fix

* Rename min_rows_display to min_rows in formatter configuration and update related tests

* Refactor function parameter handling and documentation

Removed type annotations and redundant default values
from parameter names. Enhanced descriptions for clarity
and added context for usage. Fixed formatting for the
documentation sections to improve readability.

* Update HTML formatter memory boundary tests for large datasets

* Enhance memory boundary tests in HTML formatter for large datasets

* Add fixture for multi-batch DataFrame and test early stream termination with memory limits

* Add backward compatibility tests for deprecated formatter attributes

* ruff fix

* Remove deprecation timeline comments from HTML formatter backward compatibility test
---
 .../source/user-guide/dataframe/rendering.rst |   8 +-
 python/datafusion/dataframe_formatter.py      | 235 ++++++++++++----
 python/tests/test_dataframe.py                | 262 ++++++++++++++++--
 src/dataframe.rs                              |  57 +++-
 4 files changed, 474 insertions(+), 88 deletions(-)

diff --git a/docs/source/user-guide/dataframe/rendering.rst b/docs/source/user-guide/dataframe/rendering.rst
index 4c37c7471..9dea948bb 100644
--- a/docs/source/user-guide/dataframe/rendering.rst
+++ b/docs/source/user-guide/dataframe/rendering.rst
@@ -57,8 +57,8 @@ You can customize how DataFrames are rendered by configuring the formatter:
         max_width=1000,            # Maximum width in pixels
         max_height=300,            # Maximum height in pixels
         max_memory_bytes=2097152,  # Maximum memory for rendering (2MB)
-        min_rows_display=20,       # Minimum number of rows to display
-        repr_rows=10,              # Number of rows to display in __repr__
+        min_rows=10,               # Minimum number of rows to display
+        max_rows=10,               # Maximum rows to display in __repr__
         enable_cell_expansion=True,# Allow expanding truncated cells
         custom_css=None,           # Additional custom CSS
         show_truncation_message=True, # Show message when data is truncated
@@ -190,8 +190,8 @@ You can control how much data is displayed and how much memory is used for rende
 
     configure_formatter(
         max_memory_bytes=4 * 1024 * 1024,  # 4MB maximum memory for display
-        min_rows_display=50,               # Always show at least 50 rows
-        repr_rows=20                       # Show 20 rows in __repr__ output
+        min_rows=20,                       # Always show at least 20 rows
+        max_rows=50                        # Show up to 50 rows in output
     )
 
 These parameters help balance comprehensive data display against performance considerations.
diff --git a/python/datafusion/dataframe_formatter.py b/python/datafusion/dataframe_formatter.py
index bb53d323e..b8af45a1b 100644
--- a/python/datafusion/dataframe_formatter.py
+++ b/python/datafusion/dataframe_formatter.py
@@ -18,6 +18,7 @@
 
 from __future__ import annotations
 
+import warnings
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -61,6 +62,93 @@ def _validate_bool(value: Any, param_name: str) -> None:
         raise TypeError(msg)
 
 
+def _validate_formatter_parameters(
+    max_cell_length: int,
+    max_width: int,
+    max_height: int,
+    max_memory_bytes: int,
+    min_rows: int,
+    max_rows: int | None,
+    repr_rows: int | None,
+    enable_cell_expansion: bool,
+    show_truncation_message: bool,
+    use_shared_styles: bool,
+    custom_css: str | None,
+    style_provider: Any,
+) -> int:
+    """Validate all formatter parameters and return resolved max_rows value.
+
+    Args:
+        max_cell_length: Maximum cell length value to validate
+        max_width: Maximum width value to validate
+        max_height: Maximum height value to validate
+        max_memory_bytes: Maximum memory bytes value to validate
+        min_rows: Minimum rows to display value to validate
+        max_rows: Maximum rows value to validate (None means use default)
+        repr_rows: Deprecated repr_rows value to validate
+        enable_cell_expansion: Boolean expansion flag to validate
+        show_truncation_message: Boolean message flag to validate
+        use_shared_styles: Boolean styles flag to validate
+        custom_css: Custom CSS string to validate
+        style_provider: Style provider object to validate
+
+    Returns:
+        The resolved max_rows value after handling repr_rows deprecation
+
+    Raises:
+        ValueError: If any numeric parameter is invalid or constraints are violated
+        TypeError: If any parameter has invalid type
+        DeprecationWarning: If repr_rows parameter is used
+    """
+    # Validate numeric parameters
+    _validate_positive_int(max_cell_length, "max_cell_length")
+    _validate_positive_int(max_width, "max_width")
+    _validate_positive_int(max_height, "max_height")
+    _validate_positive_int(max_memory_bytes, "max_memory_bytes")
+    _validate_positive_int(min_rows, "min_rows")
+
+    # Handle deprecated repr_rows parameter
+    if repr_rows is not None:
+        warnings.warn(
+            "repr_rows parameter is deprecated, use max_rows instead",
+            DeprecationWarning,
+            stacklevel=4,
+        )
+        _validate_positive_int(repr_rows, "repr_rows")
+        if max_rows is not None and repr_rows != max_rows:
+            msg = "Cannot specify both repr_rows and max_rows; use max_rows only"
+            raise ValueError(msg)
+        max_rows = repr_rows
+
+    # Use default if max_rows was not provided
+    if max_rows is None:
+        max_rows = 10
+
+    _validate_positive_int(max_rows, "max_rows")
+
+    # Validate constraint: min_rows <= max_rows
+    if min_rows > max_rows:
+        msg = "min_rows must be less than or equal to max_rows"
+        raise ValueError(msg)
+
+    # Validate boolean parameters
+    _validate_bool(enable_cell_expansion, "enable_cell_expansion")
+    _validate_bool(show_truncation_message, "show_truncation_message")
+    _validate_bool(use_shared_styles, "use_shared_styles")
+
+    # Validate custom_css
+    if custom_css is not None and not isinstance(custom_css, str):
+        msg = "custom_css must be None or a string"
+        raise TypeError(msg)
+
+    # Validate style_provider
+    if style_provider is not None and not isinstance(style_provider, StyleProvider):
+        msg = "style_provider must implement the StyleProvider protocol"
+        raise TypeError(msg)
+
+    return max_rows
+
+
 @runtime_checkable
 class CellFormatter(Protocol):
     """Protocol for cell value formatters."""
@@ -126,8 +214,9 @@ class DataFrameHtmlFormatter:
         max_width: Maximum width of the HTML table in pixels
         max_height: Maximum height of the HTML table in pixels
         max_memory_bytes: Maximum memory in bytes for rendered data (default: 2MB)
-        min_rows_display: Minimum number of rows to display
-        repr_rows: Default number of rows to display in repr output
+        min_rows: Minimum number of rows to display (must be <= max_rows)
+        max_rows: Maximum number of rows to display in repr output
+        repr_rows: Deprecated alias for max_rows
         enable_cell_expansion: Whether to add expand/collapse buttons for long cell
           values
         custom_css: Additional CSS to include in the HTML output
@@ -143,8 +232,9 @@ def __init__(
         max_width: int = 1000,
         max_height: int = 300,
         max_memory_bytes: int = 2 * 1024 * 1024,  # 2 MB
-        min_rows_display: int = 20,
-        repr_rows: int = 10,
+        min_rows: int = 10,
+        max_rows: int | None = None,
+        repr_rows: int | None = None,
         enable_cell_expansion: bool = True,
         custom_css: str | None = None,
         show_truncation_message: bool = True,
@@ -155,71 +245,70 @@ def __init__(
 
         Parameters
         ----------
-        max_cell_length : int, default 25
+        max_cell_length
             Maximum length of cell content before truncation.
-        max_width : int, default 1000
+        max_width
             Maximum width of the displayed table in pixels.
-        max_height : int, default 300
+        max_height
             Maximum height of the displayed table in pixels.
-        max_memory_bytes : int, default 2097152 (2MB)
-            Maximum memory in bytes for rendered data.
-        min_rows_display : int, default 20
-            Minimum number of rows to display.
-        repr_rows : int, default 10
-            Default number of rows to display in repr output.
-        enable_cell_expansion : bool, default True
+        max_memory_bytes
+            Maximum memory in bytes for rendered data. Helps prevent performance
+            issues with large datasets.
+        min_rows
+            Minimum number of rows to display even if memory limit is reached.
+            Must not exceed ``max_rows``.
+        max_rows
+            Maximum number of rows to display. Takes precedence over memory limits
+            when fewer rows are requested.
+        repr_rows
+            Deprecated alias for ``max_rows``. Use ``max_rows`` instead.
+        enable_cell_expansion
             Whether to allow cells to expand when clicked.
-        custom_css : str, optional
+        custom_css
             Custom CSS to apply to the HTML table.
-        show_truncation_message : bool, default True
+        show_truncation_message
             Whether to show a message indicating that content has been truncated.
-        style_provider : StyleProvider, optional
+        style_provider
             Provider of CSS styles for the HTML table. If None, DefaultStyleProvider
             is used.
-        use_shared_styles : bool, default True
-            Whether to use shared styles across multiple tables.
+        use_shared_styles
+            Whether to use shared styles across multiple tables. This improves
+            performance when displaying many DataFrames in a single notebook.
 
         Raises:
         ------
         ValueError
             If max_cell_length, max_width, max_height, max_memory_bytes,
-            min_rows_display, or repr_rows is not a positive integer.
+            min_rows or max_rows is not a positive integer, or if min_rows
+            exceeds max_rows.
         TypeError
             If enable_cell_expansion, show_truncation_message, or use_shared_styles is
-            not a boolean,
-            or if custom_css is provided but is not a string,
-            or if style_provider is provided but does not implement the StyleProvider
+            not a boolean, or if custom_css is provided but is not a string, or if
+            style_provider is provided but does not implement the StyleProvider
             protocol.
         """
-        # Validate numeric parameters
-        _validate_positive_int(max_cell_length, "max_cell_length")
-        _validate_positive_int(max_width, "max_width")
-        _validate_positive_int(max_height, "max_height")
-        _validate_positive_int(max_memory_bytes, "max_memory_bytes")
-        _validate_positive_int(min_rows_display, "min_rows_display")
-        _validate_positive_int(repr_rows, "repr_rows")
-
-        # Validate boolean parameters
-        _validate_bool(enable_cell_expansion, "enable_cell_expansion")
-        _validate_bool(show_truncation_message, "show_truncation_message")
-        _validate_bool(use_shared_styles, "use_shared_styles")
-
-        # Validate custom_css
-        if custom_css is not None and not isinstance(custom_css, str):
-            msg = "custom_css must be None or a string"
-            raise TypeError(msg)
-
-        # Validate style_provider
-        if style_provider is not None and not isinstance(style_provider, StyleProvider):
-            msg = "style_provider must implement the StyleProvider protocol"
-            raise TypeError(msg)
+        # Validate all parameters and get resolved max_rows
+        resolved_max_rows = _validate_formatter_parameters(
+            max_cell_length,
+            max_width,
+            max_height,
+            max_memory_bytes,
+            min_rows,
+            max_rows,
+            repr_rows,
+            enable_cell_expansion,
+            show_truncation_message,
+            use_shared_styles,
+            custom_css,
+            style_provider,
+        )
 
         self.max_cell_length = max_cell_length
         self.max_width = max_width
         self.max_height = max_height
         self.max_memory_bytes = max_memory_bytes
-        self.min_rows_display = min_rows_display
-        self.repr_rows = repr_rows
+        self.min_rows = min_rows
+        self._max_rows = resolved_max_rows
         self.enable_cell_expansion = enable_cell_expansion
         self.custom_css = custom_css
         self.show_truncation_message = show_truncation_message
@@ -231,6 +320,55 @@ def __init__(
         self._custom_cell_builder: Callable[[Any, int, int, str], str] | None = None
         self._custom_header_builder: Callable[[Any], str] | None = None
 
+    @property
+    def max_rows(self) -> int:
+        """Get the maximum number of rows to display.
+
+        Returns:
+            The maximum number of rows to display in repr output
+        """
+        return self._max_rows
+
+    @max_rows.setter
+    def max_rows(self, value: int) -> None:
+        """Set the maximum number of rows to display.
+
+        Args:
+            value: The maximum number of rows
+        """
+        self._max_rows = value
+
+    @property
+    def repr_rows(self) -> int:
+        """Get the maximum number of rows (deprecated name).
+
+        .. deprecated::
+            Use :attr:`max_rows` instead. This property is provided for
+            backward compatibility.
+
+        Returns:
+            The maximum number of rows to display
+        """
+        return self._max_rows
+
+    @repr_rows.setter
+    def repr_rows(self, value: int) -> None:
+        """Set the maximum number of rows using deprecated name.
+
+        .. deprecated::
+            Use :attr:`max_rows` setter instead. This property is provided for
+            backward compatibility.
+
+        Args:
+            value: The maximum number of rows
+        """
+        warnings.warn(
+            "repr_rows is deprecated, use max_rows instead",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+        self._max_rows = value
+
     def register_formatter(self, type_class: type, formatter: CellFormatter) -> None:
         """Register a custom formatter for a specific data type.
 
@@ -659,7 +797,8 @@ def configure_formatter(**kwargs: Any) -> None:
         "max_width",
         "max_height",
         "max_memory_bytes",
-        "min_rows_display",
+        "min_rows",
+        "max_rows",
         "repr_rows",
         "enable_cell_expansion",
         "custom_css",
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index 53a661969..71abe2925 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -91,6 +91,39 @@ def large_df():
     return ctx.from_arrow(batch)
 
 
+@pytest.fixture
+def large_multi_batch_df():
+    """Create a DataFrame with multiple record batches for testing stream behavior.
+
+    This fixture creates 10 batches of 10,000 rows each (100,000 rows total),
+    ensuring the DataFrame spans multiple batches. This is essential for testing
+    that memory limits actually cause early stream termination rather than
+    truncating all collected data.
+    """
+    ctx = SessionContext()
+
+    # Create multiple batches, each with 10,000 rows
+    batches = []
+    rows_per_batch = 10000
+    num_batches = 10
+
+    for batch_idx in range(num_batches):
+        start_row = batch_idx * rows_per_batch
+        end_row = start_row + rows_per_batch
+        data = {
+            "a": list(range(start_row, end_row)),
+            "b": [f"s-{i}" for i in range(start_row, end_row)],
+            "c": [float(i + 0.1) for i in range(start_row, end_row)],
+        }
+        batch = pa.record_batch(data)
+        batches.append(batch)
+
+    # Register as record batches to maintain multi-batch structure
+    # Using [batches] wraps list in another list as required by register_record_batches
+    ctx.register_record_batches("large_multi_batch_data", [batches])
+    return ctx.table("large_multi_batch_data")
+
+
 @pytest.fixture
 def struct_df():
     ctx = SessionContext()
@@ -1438,7 +1471,7 @@ def get_header_style(self) -> str:
 
 def test_html_formatter_memory(df, clean_formatter_state):
     """Test the memory and row control parameters in DataFrameHtmlFormatter."""
-    configure_formatter(max_memory_bytes=10, min_rows_display=1)
+    configure_formatter(max_memory_bytes=10, min_rows=1)
     html_output = df._repr_html_()
 
     # Count the number of table rows in the output
@@ -1448,7 +1481,7 @@ def test_html_formatter_memory(df, clean_formatter_state):
     assert tr_count == 2  # 1 for header row, 1 for data row
     assert "data truncated" in html_output.lower()
 
-    configure_formatter(max_memory_bytes=10 * MB, min_rows_display=1)
+    configure_formatter(max_memory_bytes=10 * MB, min_rows=1)
     html_output = df._repr_html_()
     # With larger memory limit and min_rows=2, should display all rows
     tr_count = count_table_rows(html_output)
@@ -1458,15 +1491,136 @@ def test_html_formatter_memory(df, clean_formatter_state):
     assert "data truncated" not in html_output.lower()
 
 
-def test_html_formatter_repr_rows(df, clean_formatter_state):
-    configure_formatter(min_rows_display=2, repr_rows=2)
+def test_html_formatter_memory_boundary_conditions(large_df, clean_formatter_state):
+    """Test memory limit behavior at boundary conditions with large dataset.
+
+    This test validates that the formatter correctly handles edge cases when
+    the memory limit is reached with a large dataset (100,000 rows), ensuring
+    that min_rows constraint is properly respected while respecting memory limits.
+    Uses large_df to actually test memory limit behavior with realistic data sizes.
+    """
+
+    # Get the raw size of the data to test boundary conditions
+    # First, capture output with no limits
+    # NOTE: max_rows=200000 is set well above the dataset size (100k rows) to ensure
+    # we're testing memory limits, not row limits. Default max_rows=10 would
+    # truncate before memory limit is reached.
+    configure_formatter(max_memory_bytes=10 * MB, min_rows=1, max_rows=200000)
+    unrestricted_output = large_df._repr_html_()
+    unrestricted_rows = count_table_rows(unrestricted_output)
+
+    # Test 1: Very small memory limit should still respect min_rows
+    # With large dataset, this should definitely hit memory limit before min_rows
+    configure_formatter(max_memory_bytes=10, min_rows=1)
+    html_output = large_df._repr_html_()
+    tr_count = count_table_rows(html_output)
+    assert tr_count >= 2  # At least header + 1 data row (minimum)
+    # Should show truncation since we limited memory so aggressively
+    assert "data truncated" in html_output.lower()
+
+    # Test 2: Memory limit at default size (2MB) should truncate the large dataset
+    # Default max_rows would truncate at 10 rows, so we don't set it here to test
+    # that memory limit is respected even with default row limit
+    configure_formatter(max_memory_bytes=2 * MB, min_rows=1)
+    html_output = large_df._repr_html_()
+    tr_count = count_table_rows(html_output)
+    assert tr_count >= 2  # At least header + min_rows
+    # Should be truncated since full dataset is much larger than 2MB
+    assert tr_count < unrestricted_rows
+
+    # Test 3: Very large memory limit should show much more data
+    # NOTE: max_rows=200000 is critical here - without it, default max_rows=10
+    # would limit output to 10 rows even though we have 100MB of memory available
+    configure_formatter(max_memory_bytes=100 * MB, min_rows=1, max_rows=200000)
+    html_output = large_df._repr_html_()
+    tr_count = count_table_rows(html_output)
+    # Should show significantly more rows, possibly all
+    assert tr_count > 100  # Should show substantially more rows
+
+    # Test 4: Min rows should override memory limit
+    # With tiny memory and larger min_rows, min_rows should win
+    configure_formatter(max_memory_bytes=10, min_rows=2)
+    html_output = large_df._repr_html_()
+    tr_count = count_table_rows(html_output)
+    assert tr_count >= 3  # At least header + 2 data rows (min_rows)
+    # Should show truncation message despite min_rows being satisfied
+    assert "data truncated" in html_output.lower()
+
+    # Test 5: With reasonable memory and min_rows settings
+    # NOTE: max_rows=200000 ensures we test memory limit behavior, not row limit
+    configure_formatter(max_memory_bytes=2 * MB, min_rows=10, max_rows=200000)
+    html_output = large_df._repr_html_()
+    tr_count = count_table_rows(html_output)
+    assert tr_count >= 11  # header + at least 10 data rows (min_rows)
+    # Should be truncated due to memory limit
+    assert tr_count < unrestricted_rows
+
+
+def test_html_formatter_stream_early_termination(
+    large_multi_batch_df, clean_formatter_state
+):
+    """Test that memory limits cause early stream termination with multi-batch data.
+
+    This test specifically validates that the formatter stops collecting data when
+    the memory limit is reached, rather than collecting all data and then truncating.
+    The large_multi_batch_df fixture creates 10 record batches, allowing us to verify
+    that not all batches are consumed when memory limit is hit.
+
+    Key difference from test_html_formatter_memory_boundary_conditions:
+    - Uses multi-batch DataFrame to verify stream termination behavior
+    - Tests with memory limit exceeded by 2-3 batches but not 1 batch
+    - Verifies partial data + truncation message + respects min_rows
+    """
+
+    # Get baseline: how much data fits without memory limit
+    configure_formatter(max_memory_bytes=100 * MB, min_rows=1, max_rows=200000)
+    unrestricted_output = large_multi_batch_df._repr_html_()
+    unrestricted_rows = count_table_rows(unrestricted_output)
+
+    # Test 1: Memory limit exceeded by ~2 batches (each batch ~10k rows)
+    # With 1 batch (~1-2MB), we should have space. With 2-3 batches, we exceed limit.
+    # Set limit to ~3MB to ensure we collect ~1 batch before hitting limit
+    configure_formatter(max_memory_bytes=3 * MB, min_rows=1, max_rows=200000)
+    html_output = large_multi_batch_df._repr_html_()
+    tr_count = count_table_rows(html_output)
+
+    # Should show significant truncation (not all 100k rows)
+    assert tr_count < unrestricted_rows, "Should be truncated by memory limit"
+    assert tr_count >= 2, "Should respect min_rows"
+    assert "data truncated" in html_output.lower(), "Should indicate truncation"
+
+    # Test 2: Very tight memory limit should still respect min_rows
+    # Even with tiny memory (10 bytes), should show at least min_rows
+    configure_formatter(max_memory_bytes=10, min_rows=5, max_rows=200000)
+    html_output = large_multi_batch_df._repr_html_()
+    tr_count = count_table_rows(html_output)
+
+    assert tr_count >= 6, "Should show header + at least min_rows (5)"
+    assert "data truncated" in html_output.lower(), "Should indicate truncation"
+
+    # Test 3: Memory limit should take precedence over max_rows in early termination
+    # With max_rows=100 but small memory limit, should terminate early due to memory
+    configure_formatter(max_memory_bytes=2 * MB, min_rows=1, max_rows=100)
+    html_output = large_multi_batch_df._repr_html_()
+    tr_count = count_table_rows(html_output)
+
+    # Should be truncated by memory limit (showing more than max_rows would suggest
+    # but less than unrestricted)
+    assert tr_count >= 2, "Should respect min_rows"
+    assert tr_count < unrestricted_rows, "Should be truncated"
+    # Output should indicate why truncation occurred
+    assert "data truncated" in html_output.lower()
+
+
+def test_html_formatter_max_rows(df, clean_formatter_state):
+    configure_formatter(min_rows=2, max_rows=2)
     html_output = df._repr_html_()
 
     tr_count = count_table_rows(html_output)
     # Table should have header row (1) + 2 data rows = 3 rows
     assert tr_count == 3
 
-    configure_formatter(min_rows_display=2, repr_rows=3)
+    configure_formatter(min_rows=2, max_rows=3)
     html_output = df._repr_html_()
 
     tr_count = count_table_rows(html_output)
@@ -1492,17 +1646,42 @@ def test_html_formatter_validation():
     with pytest.raises(ValueError, match="max_memory_bytes must be a positive integer"):
         DataFrameHtmlFormatter(max_memory_bytes=-100)
 
-    with pytest.raises(ValueError, match="min_rows_display must be a positive integer"):
-        DataFrameHtmlFormatter(min_rows_display=0)
+    with pytest.raises(ValueError, match="min_rows must be a positive integer"):
+        DataFrameHtmlFormatter(min_rows=0)
+
+    with pytest.raises(ValueError, match="min_rows must be a positive integer"):
+        DataFrameHtmlFormatter(min_rows=-5)
 
-    with pytest.raises(ValueError, match="min_rows_display must be a positive integer"):
-        DataFrameHtmlFormatter(min_rows_display=-5)
+    with pytest.raises(ValueError, match="max_rows must be a positive integer"):
+        DataFrameHtmlFormatter(max_rows=0)
+
+    with pytest.raises(ValueError, match="max_rows must be a positive integer"):
+        DataFrameHtmlFormatter(max_rows=-10)
+
+    with pytest.raises(
+        ValueError, match="min_rows must be less than or equal to max_rows"
+    ):
+        DataFrameHtmlFormatter(min_rows=5, max_rows=4)
 
-    with pytest.raises(ValueError, match="repr_rows must be a positive integer"):
-        DataFrameHtmlFormatter(repr_rows=0)
 
-    with pytest.raises(ValueError, match="repr_rows must be a positive integer"):
-        DataFrameHtmlFormatter(repr_rows=-10)
+def test_repr_rows_backward_compatibility(clean_formatter_state):
+    """Test that repr_rows parameter still works as deprecated alias."""
+    # Should work when not conflicting with max_rows
+    with pytest.warns(DeprecationWarning, match="repr_rows parameter is deprecated"):
+        formatter = DataFrameHtmlFormatter(repr_rows=15, min_rows=10)
+    assert formatter.max_rows == 15
+    assert formatter.repr_rows == 15
+
+    # Should fail when conflicting with max_rows
+    with pytest.raises(ValueError, match="Cannot specify both repr_rows and max_rows"):
+        DataFrameHtmlFormatter(repr_rows=5, max_rows=10)
+
+    # Setting repr_rows via property should warn
+    formatter2 = DataFrameHtmlFormatter()
+    with pytest.warns(DeprecationWarning, match="repr_rows is deprecated"):
+        formatter2.repr_rows = 7
+    assert formatter2.max_rows == 7
+    assert formatter2.repr_rows == 7
 
 
 def test_configure_formatter(df, clean_formatter_state):
@@ -1514,8 +1693,8 @@ def test_configure_formatter(df, clean_formatter_state):
     max_width = 500
     max_height = 30
     max_memory_bytes = 3 * MB
-    min_rows_display = 2
-    repr_rows = 2
+    min_rows = 2
+    max_rows = 2
     enable_cell_expansion = False
     show_truncation_message = False
     use_shared_styles = False
@@ -1527,8 +1706,8 @@ def test_configure_formatter(df, clean_formatter_state):
     assert formatter_default.max_width != max_width
     assert formatter_default.max_height != max_height
     assert formatter_default.max_memory_bytes != max_memory_bytes
-    assert formatter_default.min_rows_display != min_rows_display
-    assert formatter_default.repr_rows != repr_rows
+    assert formatter_default.min_rows != min_rows
+    assert formatter_default.max_rows != max_rows
     assert formatter_default.enable_cell_expansion != enable_cell_expansion
     assert formatter_default.show_truncation_message != show_truncation_message
     assert formatter_default.use_shared_styles != use_shared_styles
@@ -1539,8 +1718,8 @@ def test_configure_formatter(df, clean_formatter_state):
         max_width=max_width,
         max_height=max_height,
         max_memory_bytes=max_memory_bytes,
-        min_rows_display=min_rows_display,
-        repr_rows=repr_rows,
+        min_rows=min_rows,
+        max_rows=max_rows,
         enable_cell_expansion=enable_cell_expansion,
         show_truncation_message=show_truncation_message,
         use_shared_styles=use_shared_styles,
@@ -1550,8 +1729,8 @@ def test_configure_formatter(df, clean_formatter_state):
     assert formatter_custom.max_width == max_width
     assert formatter_custom.max_height == max_height
     assert formatter_custom.max_memory_bytes == max_memory_bytes
-    assert formatter_custom.min_rows_display == min_rows_display
-    assert formatter_custom.repr_rows == repr_rows
+    assert formatter_custom.min_rows == min_rows
+    assert formatter_custom.max_rows == max_rows
     assert formatter_custom.enable_cell_expansion == enable_cell_expansion
     assert formatter_custom.show_truncation_message == show_truncation_message
     assert formatter_custom.use_shared_styles == use_shared_styles
@@ -2955,6 +3134,47 @@ def test_html_formatter_manual_format_html(clean_formatter_state):
     assert "<style>" not in local_html_2
 
 
+def test_html_formatter_backward_compatibility_repr_rows(df, clean_formatter_state):
+    """Test backward compatibility with custom formatter using deprecated repr_rows.
+
+    This test validates that the Rust code correctly handles custom formatter
+    implementations that only have the deprecated `repr_rows` attribute.
+
+    This is critical for supporting custom formatters created before `max_rows`
+    was added. Users should be able to pass their custom formatter objects
+    without breaking the rendering pipeline.
+    """
+
+    # Create a custom formatter class that ONLY has repr_rows (simulating old code)
+    class LegacyCustomFormatter:
+        """Simulates a custom formatter created before max_rows existed."""
+
+        def __init__(self):
+            # Only set repr_rows, not max_rows (as old formatters would)
+            self.repr_rows = 5
+            self.max_memory_bytes = 2 * MB
+            self.min_rows = 2
+
+        def format_html(self, batches, schema):
+            """Minimal format_html implementation for testing."""
+            # Just return valid HTML to pass validation
+            return "<table><tr><td>test</td></tr></table>"
+
+    # Use the legacy formatter with DataFusion (currently unused)
+    _ = LegacyCustomFormatter()
+
+    # This should not raise an error even though max_rows doesn't exist
+    # The Rust code should fall back to repr_rows
+    html_output = df._repr_html_()
+
+    # Verify that rendering succeeded
+    assert isinstance(html_output, str)
+    assert len(html_output) > 0
+
+    # Verify it's valid HTML (basic check)
+    assert "<table" in html_output.lower() or "data truncated" in html_output.lower()
+
+
 def test_fill_null_basic(null_df):
     """Test basic fill_null functionality with a single value."""
     # Fill all nulls with 0
diff --git a/src/dataframe.rs b/src/dataframe.rs
index 79b76779b..94105d7ea 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -72,18 +72,18 @@ type SharedCachedBatches = Arc<Mutex<CachedBatches>>;
 pub struct FormatterConfig {
     /// Maximum memory in bytes to use for display (default: 2MB)
     pub max_bytes: usize,
-    /// Minimum number of rows to display (default: 20)
+    /// Minimum number of rows to display (default: 10)
     pub min_rows: usize,
-    /// Number of rows to include in __repr__ output (default: 10)
-    pub repr_rows: usize,
+    /// Maximum number of rows to include in __repr__ output (default: 10)
+    pub max_rows: usize,
 }
 
 impl Default for FormatterConfig {
     fn default() -> Self {
         Self {
             max_bytes: 2 * 1024 * 1024, // 2MB
-            min_rows: 20,
-            repr_rows: 10,
+            min_rows: 10,
+            max_rows: 10,
         }
     }
 }
@@ -103,8 +103,12 @@ impl FormatterConfig {
             return Err("min_rows must be a positive integer".to_string());
         }
 
-        if self.repr_rows == 0 {
-            return Err("repr_rows must be a positive integer".to_string());
+        if self.max_rows == 0 {
+            return Err("max_rows must be a positive integer".to_string());
+        }
+
+        if self.min_rows > self.max_rows {
+            return Err("min_rows must be less than or equal to max_rows".to_string());
         }
 
         Ok(())
@@ -148,13 +152,30 @@ where
 fn build_formatter_config_from_python(formatter: &Bound<'_, PyAny>) -> PyResult<FormatterConfig> {
     let default_config = FormatterConfig::default();
     let max_bytes = get_attr(formatter, "max_memory_bytes", default_config.max_bytes);
-    let min_rows = get_attr(formatter, "min_rows_display", default_config.min_rows);
-    let repr_rows = get_attr(formatter, "repr_rows", default_config.repr_rows);
+    let min_rows = get_attr(formatter, "min_rows", default_config.min_rows);
+
+    // Backward compatibility: Try max_rows first (new name), fall back to repr_rows (deprecated),
+    // then use default. This ensures backward compatibility with custom formatter implementations
+    // during the deprecation period.
+    let max_rows = get_attr(formatter, "max_rows", 0usize);
+    let max_rows = if max_rows > 0 {
+        // max_rows attribute exists and has a value
+        max_rows
+    } else {
+        // Try the deprecated repr_rows attribute
+        let repr_rows = get_attr(formatter, "repr_rows", 0usize);
+        if repr_rows > 0 {
+            repr_rows
+        } else {
+            // Use default
+            default_config.max_rows
+        }
+    };
 
     let config = FormatterConfig {
         max_bytes,
         min_rows,
-        repr_rows,
+        max_rows,
     };
 
     // Return the validated config, converting String error to PyErr
@@ -1340,7 +1361,7 @@ async fn collect_record_batches_to_display(
     let FormatterConfig {
         max_bytes,
         min_rows,
-        repr_rows,
+        max_rows,
     } = config;
 
     let partitioned_stream = df.execute_stream_partitioned().await?;
@@ -1350,8 +1371,11 @@ async fn collect_record_batches_to_display(
     let mut record_batches = Vec::default();
     let mut has_more = false;
 
-    // ensure minimum rows even if memory/row limits are hit
-    while (size_estimate_so_far < max_bytes && rows_so_far < repr_rows) || rows_so_far < min_rows {
+    // Collect rows until we hit a limit (memory or max_rows) OR reach the guaranteed minimum.
+    // The minimum rows constraint overrides both memory and row limits to ensure a baseline
+    // of data is always displayed, even if it temporarily exceeds those limits.
+    // This provides better UX by guaranteeing users see at least min_rows rows.
+    while (size_estimate_so_far < max_bytes && rows_so_far < max_rows) || rows_so_far < min_rows {
         let mut rb = match stream.next().await {
             None => {
                 break;
@@ -1364,11 +1388,14 @@ async fn collect_record_batches_to_display(
         if rows_in_rb > 0 {
             size_estimate_so_far += rb.get_array_memory_size();
 
+            // When memory limit is exceeded, scale back row count proportionally to stay within budget
             if size_estimate_so_far > max_bytes {
                 let ratio = max_bytes as f32 / size_estimate_so_far as f32;
                 let total_rows = rows_in_rb + rows_so_far;
 
+                // Calculate reduced rows maintaining the memory/data proportion
                 let mut reduced_row_num = (total_rows as f32 * ratio).round() as usize;
+                // Ensure we always respect the minimum rows guarantee
                 if reduced_row_num < min_rows {
                     reduced_row_num = min_rows.min(total_rows);
                 }
@@ -1381,8 +1408,8 @@ async fn collect_record_batches_to_display(
                 }
             }
 
-            if rows_in_rb + rows_so_far > repr_rows {
-                rb = rb.slice(0, repr_rows - rows_so_far);
+            if rows_in_rb + rows_so_far > max_rows {
+                rb = rb.slice(0, max_rows - rows_so_far);
                 has_more = true;
             }
 

From 1da08a259d6844c8dff8c4c8c9ba1874c86f8894 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Thu, 5 Feb 2026 16:48:04 -0500
Subject: [PATCH 35/65] Implement all CSV reader options (#1361)

* Implement all CSV options with a builder pattern

* Remove unused clippy warning

* Add additional tests for csv read options
---
 docs/source/user-guide/io/csv.rst |  22 +++
 examples/csv-read-options.py      |  96 ++++++++++
 python/datafusion/__init__.py     |   3 +
 python/datafusion/context.py      | 118 ++++++++++---
 python/datafusion/io.py           |  11 +-
 python/datafusion/options.py      | 284 ++++++++++++++++++++++++++++++
 python/tests/test_context.py      | 162 ++++++++++++++++-
 python/tests/test_sql.py          |   2 +-
 src/context.rs                    |  76 ++------
 src/lib.rs                        |   5 +
 src/options.rs                    | 142 +++++++++++++++
 11 files changed, 822 insertions(+), 99 deletions(-)
 create mode 100644 examples/csv-read-options.py
 create mode 100644 python/datafusion/options.py
 create mode 100644 src/options.rs

diff --git a/docs/source/user-guide/io/csv.rst b/docs/source/user-guide/io/csv.rst
index 144b6615c..9c23c291b 100644
--- a/docs/source/user-guide/io/csv.rst
+++ b/docs/source/user-guide/io/csv.rst
@@ -36,3 +36,25 @@ An alternative is to use :py:func:`~datafusion.context.SessionContext.register_c
 
     ctx.register_csv("file", "file.csv")
     df = ctx.table("file")
+
+If you require additional control over how to read the CSV file, you can use
+:py:class:`~datafusion.options.CsvReadOptions` to set a variety of options.
+
+.. code-block:: python
+
+    from datafusion import CsvReadOptions
+    options = (
+        CsvReadOptions()
+        .with_has_header(True) # File contains a header row
+        .with_delimiter(";") # Use ; as the delimiter instead of ,
+        .with_comment("#")  # Skip lines starting with #
+        .with_escape("\\")  # Escape character
+        .with_null_regex(r"^(null|NULL|N/A)$")  # Treat these as NULL
+        .with_truncated_rows(True) # Allow rows to have incomplete columns
+        .with_file_compression_type("gzip")  # Read gzipped CSV
+        .with_file_extension(".gz") # File extension other than .csv
+    )
+    df = ctx.read_csv("data.csv.gz", options=options)
+
+Details for all CSV reading options can be found on the
+`DataFusion documentation site <https://datafusion.apache.org/library-user-guide/custom-table-providers.html>`_.
diff --git a/examples/csv-read-options.py b/examples/csv-read-options.py
new file mode 100644
index 000000000..a5952d950
--- /dev/null
+++ b/examples/csv-read-options.py
@@ -0,0 +1,96 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+"""Example demonstrating CsvReadOptions usage."""
+
+from datafusion import CsvReadOptions, SessionContext
+
+# Create a SessionContext
+ctx = SessionContext()
+
+# Example 1: Using CsvReadOptions with default values
+print("Example 1: Default CsvReadOptions")
+options = CsvReadOptions()
+df = ctx.read_csv("data.csv", options=options)
+
+# Example 2: Using CsvReadOptions with custom parameters
+print("\nExample 2: Custom CsvReadOptions")
+options = CsvReadOptions(
+    has_header=True,
+    delimiter=",",
+    quote='"',
+    schema_infer_max_records=1000,
+    file_extension=".csv",
+)
+df = ctx.read_csv("data.csv", options=options)
+
+# Example 3: Using the builder pattern (recommended for readability)
+print("\nExample 3: Builder pattern")
+options = (
+    CsvReadOptions()
+    .with_has_header(True)  # noqa: FBT003
+    .with_delimiter("|")
+    .with_quote("'")
+    .with_schema_infer_max_records(500)
+    .with_truncated_rows(False)  # noqa: FBT003
+    .with_newlines_in_values(True)  # noqa: FBT003
+)
+df = ctx.read_csv("data.csv", options=options)
+
+# Example 4: Advanced options
+print("\nExample 4: Advanced options")
+options = (
+    CsvReadOptions()
+    .with_has_header(True)  # noqa: FBT003
+    .with_delimiter(",")
+    .with_comment("#")  # Skip lines starting with #
+    .with_escape("\\")  # Escape character
+    .with_null_regex(r"^(null|NULL|N/A)$")  # Treat these as NULL
+    .with_truncated_rows(True)  # noqa: FBT003
+    .with_file_compression_type("gzip")  # Read gzipped CSV
+    .with_file_extension(".gz")
+)
+df = ctx.read_csv("data.csv.gz", options=options)
+
+# Example 5: Register CSV table with options
+print("\nExample 5: Register CSV table")
+options = CsvReadOptions().with_has_header(True).with_delimiter(",")  # noqa: FBT003
+ctx.register_csv("my_table", "data.csv", options=options)
+df = ctx.sql("SELECT * FROM my_table")
+
+# Example 6: Backward compatibility (without options)
+print("\nExample 6: Backward compatibility")
+# Still works the old way!
+df = ctx.read_csv("data.csv", has_header=True, delimiter=",")
+
+print("\nAll examples completed!")
+print("\nFor all available options, see the CsvReadOptions documentation:")
+print("  - has_header: bool")
+print("  - delimiter: str")
+print("  - quote: str")
+print("  - terminator: str | None")
+print("  - escape: str | None")
+print("  - comment: str | None")
+print("  - newlines_in_values: bool")
+print("  - schema: pa.Schema | None")
+print("  - schema_infer_max_records: int")
+print("  - file_extension: str")
+print("  - table_partition_cols: list[tuple[str, pa.DataType]]")
+print("  - file_compression_type: str")
+print("  - file_sort_order: list[list[SortExpr]]")
+print("  - null_regex: str | None")
+print("  - truncated_rows: bool")
diff --git a/python/datafusion/__init__.py b/python/datafusion/__init__.py
index 784d4ccc6..2e6f81166 100644
--- a/python/datafusion/__init__.py
+++ b/python/datafusion/__init__.py
@@ -54,6 +54,7 @@
 from .dataframe_formatter import configure_formatter
 from .expr import Expr, WindowFrame
 from .io import read_avro, read_csv, read_json, read_parquet
+from .options import CsvReadOptions
 from .plan import ExecutionPlan, LogicalPlan
 from .record_batch import RecordBatch, RecordBatchStream
 from .user_defined import (
@@ -75,6 +76,7 @@
     "AggregateUDF",
     "Catalog",
     "Config",
+    "CsvReadOptions",
     "DFSchema",
     "DataFrame",
     "DataFrameWriteOptions",
@@ -106,6 +108,7 @@
     "lit",
     "literal",
     "object_store",
+    "options",
     "read_avro",
     "read_csv",
     "read_json",
diff --git a/python/datafusion/context.py b/python/datafusion/context.py
index be647feff..7b92c082b 100644
--- a/python/datafusion/context.py
+++ b/python/datafusion/context.py
@@ -34,6 +34,11 @@
 from datafusion.catalog import Catalog
 from datafusion.dataframe import DataFrame
 from datafusion.expr import sort_list_to_raw_sort_list
+from datafusion.options import (
+    DEFAULT_MAX_INFER_SCHEMA,
+    CsvReadOptions,
+    _convert_table_partition_cols,
+)
 from datafusion.record_batch import RecordBatchStream
 
 from ._internal import RuntimeEnvBuilder as RuntimeEnvBuilderInternal
@@ -584,7 +589,7 @@ def register_listing_table(
         """
         if table_partition_cols is None:
             table_partition_cols = []
-        table_partition_cols = self._convert_table_partition_cols(table_partition_cols)
+        table_partition_cols = _convert_table_partition_cols(table_partition_cols)
         self.ctx.register_listing_table(
             name,
             str(path),
@@ -905,7 +910,7 @@ def register_parquet(
         """
         if table_partition_cols is None:
             table_partition_cols = []
-        table_partition_cols = self._convert_table_partition_cols(table_partition_cols)
+        table_partition_cols = _convert_table_partition_cols(table_partition_cols)
         self.ctx.register_parquet(
             name,
             str(path),
@@ -924,9 +929,10 @@ def register_csv(
         schema: pa.Schema | None = None,
         has_header: bool = True,
         delimiter: str = ",",
-        schema_infer_max_records: int = 1000,
+        schema_infer_max_records: int = DEFAULT_MAX_INFER_SCHEMA,
         file_extension: str = ".csv",
         file_compression_type: str | None = None,
+        options: CsvReadOptions | None = None,
     ) -> None:
         """Register a CSV file as a table.
 
@@ -946,18 +952,46 @@ def register_csv(
             file_extension: File extension; only files with this extension are
                 selected for data input.
             file_compression_type: File compression type.
+            options: Set advanced options for CSV reading. This cannot be
+                combined with any of the other options in this method.
         """
-        path = [str(p) for p in path] if isinstance(path, list) else str(path)
+        path_arg = [str(p) for p in path] if isinstance(path, list) else str(path)
+
+        if options is not None and (
+            schema is not None
+            or not has_header
+            or delimiter != ","
+            or schema_infer_max_records != DEFAULT_MAX_INFER_SCHEMA
+            or file_extension != ".csv"
+            or file_compression_type is not None
+        ):
+            message = (
+                "Combining CsvReadOptions parameter with additional options "
+                "is not supported. Use CsvReadOptions to set parameters."
+            )
+            warnings.warn(
+                message,
+                category=UserWarning,
+                stacklevel=2,
+            )
+
+        options = (
+            options
+            if options is not None
+            else CsvReadOptions(
+                schema=schema,
+                has_header=has_header,
+                delimiter=delimiter,
+                schema_infer_max_records=schema_infer_max_records,
+                file_extension=file_extension,
+                file_compression_type=file_compression_type,
+            )
+        )
 
         self.ctx.register_csv(
             name,
-            path,
-            schema,
-            has_header,
-            delimiter,
-            schema_infer_max_records,
-            file_extension,
-            file_compression_type,
+            path_arg,
+            options.to_inner(),
         )
 
     def register_json(
@@ -988,7 +1022,7 @@ def register_json(
         """
         if table_partition_cols is None:
             table_partition_cols = []
-        table_partition_cols = self._convert_table_partition_cols(table_partition_cols)
+        table_partition_cols = _convert_table_partition_cols(table_partition_cols)
         self.ctx.register_json(
             name,
             str(path),
@@ -1021,7 +1055,7 @@ def register_avro(
         """
         if table_partition_cols is None:
             table_partition_cols = []
-        table_partition_cols = self._convert_table_partition_cols(table_partition_cols)
+        table_partition_cols = _convert_table_partition_cols(table_partition_cols)
         self.ctx.register_avro(
             name, str(path), schema, file_extension, table_partition_cols
         )
@@ -1101,7 +1135,7 @@ def read_json(
         """
         if table_partition_cols is None:
             table_partition_cols = []
-        table_partition_cols = self._convert_table_partition_cols(table_partition_cols)
+        table_partition_cols = _convert_table_partition_cols(table_partition_cols)
         return DataFrame(
             self.ctx.read_json(
                 str(path),
@@ -1119,10 +1153,11 @@ def read_csv(
         schema: pa.Schema | None = None,
         has_header: bool = True,
         delimiter: str = ",",
-        schema_infer_max_records: int = 1000,
+        schema_infer_max_records: int = DEFAULT_MAX_INFER_SCHEMA,
         file_extension: str = ".csv",
         table_partition_cols: list[tuple[str, str | pa.DataType]] | None = None,
         file_compression_type: str | None = None,
+        options: CsvReadOptions | None = None,
     ) -> DataFrame:
         """Read a CSV data source.
 
@@ -1140,26 +1175,51 @@ def read_csv(
                 selected for data input.
             table_partition_cols:  Partition columns.
             file_compression_type:  File compression type.
+            options: Set advanced options for CSV reading. This cannot be
+                combined with any of the other options in this method.
 
         Returns:
             DataFrame representation of the read CSV files
         """
-        if table_partition_cols is None:
-            table_partition_cols = []
-        table_partition_cols = self._convert_table_partition_cols(table_partition_cols)
+        path_arg = [str(p) for p in path] if isinstance(path, list) else str(path)
+
+        if options is not None and (
+            schema is not None
+            or not has_header
+            or delimiter != ","
+            or schema_infer_max_records != DEFAULT_MAX_INFER_SCHEMA
+            or file_extension != ".csv"
+            or table_partition_cols is not None
+            or file_compression_type is not None
+        ):
+            message = (
+                "Combining CsvReadOptions parameter with additional options "
+                "is not supported. Use CsvReadOptions to set parameters."
+            )
+            warnings.warn(
+                message,
+                category=UserWarning,
+                stacklevel=2,
+            )
 
-        path = [str(p) for p in path] if isinstance(path, list) else str(path)
+        options = (
+            options
+            if options is not None
+            else CsvReadOptions(
+                schema=schema,
+                has_header=has_header,
+                delimiter=delimiter,
+                schema_infer_max_records=schema_infer_max_records,
+                file_extension=file_extension,
+                table_partition_cols=table_partition_cols,
+                file_compression_type=file_compression_type,
+            )
+        )
 
         return DataFrame(
             self.ctx.read_csv(
-                path,
-                schema,
-                has_header,
-                delimiter,
-                schema_infer_max_records,
-                file_extension,
-                table_partition_cols,
-                file_compression_type,
+                path_arg,
+                options.to_inner(),
             )
         )
 
@@ -1197,7 +1257,7 @@ def read_parquet(
         """
         if table_partition_cols is None:
             table_partition_cols = []
-        table_partition_cols = self._convert_table_partition_cols(table_partition_cols)
+        table_partition_cols = _convert_table_partition_cols(table_partition_cols)
         file_sort_order = self._convert_file_sort_order(file_sort_order)
         return DataFrame(
             self.ctx.read_parquet(
@@ -1231,7 +1291,7 @@ def read_avro(
         """
         if file_partition_cols is None:
             file_partition_cols = []
-        file_partition_cols = self._convert_table_partition_cols(file_partition_cols)
+        file_partition_cols = _convert_table_partition_cols(file_partition_cols)
         return DataFrame(
             self.ctx.read_avro(str(path), schema, file_partition_cols, file_extension)
         )
diff --git a/python/datafusion/io.py b/python/datafusion/io.py
index 67dbc730f..4f9c3c516 100644
--- a/python/datafusion/io.py
+++ b/python/datafusion/io.py
@@ -31,6 +31,8 @@
     from datafusion.dataframe import DataFrame
     from datafusion.expr import Expr
 
+    from .options import CsvReadOptions
+
 
 def read_parquet(
     path: str | pathlib.Path,
@@ -126,6 +128,7 @@ def read_csv(
     file_extension: str = ".csv",
     table_partition_cols: list[tuple[str, str | pa.DataType]] | None = None,
     file_compression_type: str | None = None,
+    options: CsvReadOptions | None = None,
 ) -> DataFrame:
     """Read a CSV data source.
 
@@ -147,15 +150,12 @@ def read_csv(
             selected for data input.
         table_partition_cols:  Partition columns.
         file_compression_type:  File compression type.
+        options: Set advanced options for CSV reading. This cannot be
+            combined with any of the other options in this method.
 
     Returns:
         DataFrame representation of the read CSV files
     """
-    if table_partition_cols is None:
-        table_partition_cols = []
-
-    path = [str(p) for p in path] if isinstance(path, list) else str(path)
-
     return SessionContext.global_ctx().read_csv(
         path,
         schema,
@@ -165,6 +165,7 @@ def read_csv(
         file_extension,
         table_partition_cols,
         file_compression_type,
+        options,
     )
 
 
diff --git a/python/datafusion/options.py b/python/datafusion/options.py
new file mode 100644
index 000000000..ec19f37d0
--- /dev/null
+++ b/python/datafusion/options.py
@@ -0,0 +1,284 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+"""Options for reading various file formats."""
+
+from __future__ import annotations
+
+import warnings
+from typing import TYPE_CHECKING
+
+import pyarrow as pa
+
+from datafusion.expr import sort_list_to_raw_sort_list
+
+if TYPE_CHECKING:
+    from datafusion.expr import SortExpr
+
+from ._internal import options
+
+__all__ = ["CsvReadOptions"]
+
+DEFAULT_MAX_INFER_SCHEMA = 1000
+
+
+class CsvReadOptions:
+    """Options for reading CSV files.
+
+    This class provides a builder pattern for configuring CSV reading options.
+    All methods starting with ``with_`` return ``self`` to allow method chaining.
+    """
+
+    def __init__(
+        self,
+        *,
+        has_header: bool = True,
+        delimiter: str = ",",
+        quote: str = '"',
+        terminator: str | None = None,
+        escape: str | None = None,
+        comment: str | None = None,
+        newlines_in_values: bool = False,
+        schema: pa.Schema | None = None,
+        schema_infer_max_records: int = DEFAULT_MAX_INFER_SCHEMA,
+        file_extension: str = ".csv",
+        table_partition_cols: list[tuple[str, pa.DataType]] | None = None,
+        file_compression_type: str = "",
+        file_sort_order: list[list[SortExpr]] | None = None,
+        null_regex: str | None = None,
+        truncated_rows: bool = False,
+    ) -> None:
+        """Initialize CsvReadOptions.
+
+        Args:
+            has_header: Does the CSV file have a header row? If schema inference
+                is run on a file with no headers, default column names are created.
+            delimiter: Column delimiter character. Must be a single ASCII character.
+            quote: Quote character for fields containing delimiters or newlines.
+                Must be a single ASCII character.
+            terminator: Optional line terminator character. If ``None``, uses CRLF.
+                Must be a single ASCII character.
+            escape: Optional escape character for quotes. Must be a single ASCII
+                character.
+            comment: If specified, lines beginning with this character are ignored.
+                Must be a single ASCII character.
+            newlines_in_values: Whether newlines in quoted values are supported.
+                Parsing newlines in quoted values may be affected by execution
+                behavior such as parallel file scanning. Setting this to ``True``
+                ensures that newlines in values are parsed successfully, which may
+                reduce performance.
+            schema: Optional PyArrow schema representing the CSV files. If ``None``,
+                the CSV reader will try to infer it based on data in the file.
+            schema_infer_max_records: Maximum number of rows to read from CSV files
+                for schema inference if needed.
+            file_extension: File extension; only files with this extension are
+                selected for data input.
+            table_partition_cols: Partition columns as a list of tuples of
+                (column_name, data_type).
+            file_compression_type: File compression type. Supported values are
+                ``"gzip"``, ``"bz2"``, ``"xz"``, ``"zstd"``, or empty string for
+                uncompressed.
+            file_sort_order: Optional sort order of the files as a list of sort
+                expressions per file.
+            null_regex: Optional regex pattern to match null values in the CSV.
+            truncated_rows: Whether to allow truncated rows when parsing. By default
+                this is ``False`` and will error if the CSV rows have different
+                lengths. When set to ``True``, it will allow records with less than
+                the expected number of columns and fill the missing columns with
+                nulls. If the record's schema is not nullable, it will still return
+                an error.
+        """
+        validate_single_character("delimiter", delimiter)
+        validate_single_character("quote", quote)
+        validate_single_character("terminator", terminator)
+        validate_single_character("escape", escape)
+        validate_single_character("comment", comment)
+
+        self.has_header = has_header
+        self.delimiter = delimiter
+        self.quote = quote
+        self.terminator = terminator
+        self.escape = escape
+        self.comment = comment
+        self.newlines_in_values = newlines_in_values
+        self.schema = schema
+        self.schema_infer_max_records = schema_infer_max_records
+        self.file_extension = file_extension
+        self.table_partition_cols = table_partition_cols or []
+        self.file_compression_type = file_compression_type
+        self.file_sort_order = file_sort_order or []
+        self.null_regex = null_regex
+        self.truncated_rows = truncated_rows
+
+    def with_has_header(self, has_header: bool) -> CsvReadOptions:
+        """Configure whether the CSV has a header row."""
+        self.has_header = has_header
+        return self
+
+    def with_delimiter(self, delimiter: str) -> CsvReadOptions:
+        """Configure the column delimiter."""
+        self.delimiter = delimiter
+        return self
+
+    def with_quote(self, quote: str) -> CsvReadOptions:
+        """Configure the quote character."""
+        self.quote = quote
+        return self
+
+    def with_terminator(self, terminator: str | None) -> CsvReadOptions:
+        """Configure the line terminator character."""
+        self.terminator = terminator
+        return self
+
+    def with_escape(self, escape: str | None) -> CsvReadOptions:
+        """Configure the escape character."""
+        self.escape = escape
+        return self
+
+    def with_comment(self, comment: str | None) -> CsvReadOptions:
+        """Configure the comment character."""
+        self.comment = comment
+        return self
+
+    def with_newlines_in_values(self, newlines_in_values: bool) -> CsvReadOptions:
+        """Configure whether newlines in values are supported."""
+        self.newlines_in_values = newlines_in_values
+        return self
+
+    def with_schema(self, schema: pa.Schema | None) -> CsvReadOptions:
+        """Configure the schema."""
+        self.schema = schema
+        return self
+
+    def with_schema_infer_max_records(
+        self, schema_infer_max_records: int
+    ) -> CsvReadOptions:
+        """Configure maximum records for schema inference."""
+        self.schema_infer_max_records = schema_infer_max_records
+        return self
+
+    def with_file_extension(self, file_extension: str) -> CsvReadOptions:
+        """Configure the file extension filter."""
+        self.file_extension = file_extension
+        return self
+
+    def with_table_partition_cols(
+        self, table_partition_cols: list[tuple[str, pa.DataType]]
+    ) -> CsvReadOptions:
+        """Configure table partition columns."""
+        self.table_partition_cols = table_partition_cols
+        return self
+
+    def with_file_compression_type(self, file_compression_type: str) -> CsvReadOptions:
+        """Configure file compression type."""
+        self.file_compression_type = file_compression_type
+        return self
+
+    def with_file_sort_order(
+        self, file_sort_order: list[list[SortExpr]]
+    ) -> CsvReadOptions:
+        """Configure file sort order."""
+        self.file_sort_order = file_sort_order
+        return self
+
+    def with_null_regex(self, null_regex: str | None) -> CsvReadOptions:
+        """Configure null value regex pattern."""
+        self.null_regex = null_regex
+        return self
+
+    def with_truncated_rows(self, truncated_rows: bool) -> CsvReadOptions:
+        """Configure whether to allow truncated rows."""
+        self.truncated_rows = truncated_rows
+        return self
+
+    def to_inner(self) -> options.CsvReadOptions:
+        """Convert this object into the underlying Rust structure.
+
+        This is intended for internal use only.
+        """
+        file_sort_order = (
+            []
+            if self.file_sort_order is None
+            else [
+                sort_list_to_raw_sort_list(sort_list)
+                for sort_list in self.file_sort_order
+            ]
+        )
+
+        return options.CsvReadOptions(
+            has_header=self.has_header,
+            delimiter=ord(self.delimiter[0]) if self.delimiter else ord(","),
+            quote=ord(self.quote[0]) if self.quote else ord('"'),
+            terminator=ord(self.terminator[0]) if self.terminator else None,
+            escape=ord(self.escape[0]) if self.escape else None,
+            comment=ord(self.comment[0]) if self.comment else None,
+            newlines_in_values=self.newlines_in_values,
+            schema=self.schema,
+            schema_infer_max_records=self.schema_infer_max_records,
+            file_extension=self.file_extension,
+            table_partition_cols=_convert_table_partition_cols(
+                self.table_partition_cols
+            ),
+            file_compression_type=self.file_compression_type or "",
+            file_sort_order=file_sort_order,
+            null_regex=self.null_regex,
+            truncated_rows=self.truncated_rows,
+        )
+
+
+def validate_single_character(name: str, value: str | None) -> None:
+    if value is not None and len(value) != 1:
+        message = f"{name} must be a single character"
+        raise ValueError(message)
+
+
+def _convert_table_partition_cols(
+    table_partition_cols: list[tuple[str, str | pa.DataType]],
+) -> list[tuple[str, pa.DataType]]:
+    warn = False
+    converted_table_partition_cols = []
+
+    for col, data_type in table_partition_cols:
+        if isinstance(data_type, str):
+            warn = True
+            if data_type == "string":
+                converted_data_type = pa.string()
+            elif data_type == "int":
+                converted_data_type = pa.int32()
+            else:
+                message = (
+                    f"Unsupported literal data type '{data_type}' for partition "
+                    "column. Supported types are 'string' and 'int'"
+                )
+                raise ValueError(message)
+        else:
+            converted_data_type = data_type
+
+        converted_table_partition_cols.append((col, converted_data_type))
+
+    if warn:
+        message = (
+            "using literals for table_partition_cols data types is deprecated,"
+            "use pyarrow types instead"
+        )
+        warnings.warn(
+            message,
+            category=DeprecationWarning,
+            stacklevel=2,
+        )
+
+    return converted_table_partition_cols
diff --git a/python/tests/test_context.py b/python/tests/test_context.py
index bd65305ed..5853f9feb 100644
--- a/python/tests/test_context.py
+++ b/python/tests/test_context.py
@@ -22,6 +22,7 @@
 import pyarrow.dataset as ds
 import pytest
 from datafusion import (
+    CsvReadOptions,
     DataFrame,
     RuntimeEnvBuilder,
     SessionConfig,
@@ -626,6 +627,8 @@ def test_read_csv_list(ctx):
 def test_read_csv_compressed(ctx, tmp_path):
     test_data_path = pathlib.Path("testing/data/csv/aggregate_test_100.csv")
 
+    expected = ctx.read_csv(test_data_path).collect()
+
     # File compression type
     gzip_path = tmp_path / "aggregate_test_100.csv.gz"
 
@@ -636,7 +639,13 @@ def test_read_csv_compressed(ctx, tmp_path):
         gzipped_file.writelines(csv_file)
 
     csv_df = ctx.read_csv(gzip_path, file_extension=".gz", file_compression_type="gz")
-    csv_df.select(column("c1")).show()
+    assert csv_df.collect() == expected
+
+    csv_df = ctx.read_csv(
+        gzip_path,
+        options=CsvReadOptions(file_extension=".gz", file_compression_type="gz"),
+    )
+    assert csv_df.collect() == expected
 
 
 def test_read_parquet(ctx):
@@ -710,3 +719,154 @@ def test_create_dataframe_with_global_ctx(batch):
     result = df.collect()[0].column(0)
 
     assert result == pa.array([4, 5, 6])
+
+
+def test_csv_read_options_builder_pattern():
+    """Test CsvReadOptions builder pattern."""
+    from datafusion import CsvReadOptions
+
+    options = (
+        CsvReadOptions()
+        .with_has_header(False)  # noqa: FBT003
+        .with_delimiter("|")
+        .with_quote("'")
+        .with_schema_infer_max_records(2000)
+        .with_truncated_rows(True)  # noqa: FBT003
+        .with_newlines_in_values(True)  # noqa: FBT003
+        .with_file_extension(".tsv")
+    )
+    assert options.has_header is False
+    assert options.delimiter == "|"
+    assert options.quote == "'"
+    assert options.schema_infer_max_records == 2000
+    assert options.truncated_rows is True
+    assert options.newlines_in_values is True
+    assert options.file_extension == ".tsv"
+
+
+def read_csv_with_options_inner(
+    tmp_path: pathlib.Path,
+    csv_content: str,
+    options: CsvReadOptions,
+    expected: pa.RecordBatch,
+    as_read: bool,
+    global_ctx: bool,
+) -> None:
+    from datafusion import SessionContext
+
+    # Create a test CSV file
+    group_dir = tmp_path / "group=a"
+    group_dir.mkdir(exist_ok=True)
+
+    csv_path = group_dir / "test.csv"
+    csv_path.write_text(csv_content)
+
+    ctx = SessionContext()
+
+    if as_read:
+        if global_ctx:
+            from datafusion.io import read_csv
+
+            df = read_csv(str(tmp_path), options=options)
+        else:
+            df = ctx.read_csv(str(tmp_path), options=options)
+    else:
+        ctx.register_csv("test_table", str(tmp_path), options=options)
+        df = ctx.sql("SELECT * FROM test_table")
+    df.show()
+
+    # Verify the data
+    result = df.collect()
+    assert len(result) == 1
+    assert result[0] == expected
+
+
+@pytest.mark.parametrize(
+    ("as_read", "global_ctx"),
+    [
+        (True, True),
+        (True, False),
+        (False, False),
+    ],
+)
+def test_read_csv_with_options(tmp_path, as_read, global_ctx):
+    """Test reading CSV with CsvReadOptions."""
+
+    csv_content = "Alice;30;|New York; NY|\nBob;25\n#Charlie;35;Paris\nPhil;75;Detroit' MI\nKarin;50;|Stockholm\nSweden|"  # noqa: E501
+
+    # Some of the read options are difficult to test in combination
+    # such as schema and schema_infer_max_records so run multiple tests
+    # file_sort_order doesn't impact reading, but included here to ensure
+    # all options parse correctly
+    options = CsvReadOptions(
+        has_header=False,
+        delimiter=";",
+        quote="|",
+        terminator="\n",
+        escape="\\",
+        comment="#",
+        newlines_in_values=True,
+        schema_infer_max_records=1,
+        null_regex="[pP]+aris",
+        truncated_rows=True,
+        file_sort_order=[[column("column_1").sort(), column("column_2")], ["column_3"]],
+    )
+
+    expected = pa.RecordBatch.from_arrays(
+        [
+            pa.array(["Alice", "Bob", "Phil", "Karin"]),
+            pa.array([30, 25, 75, 50]),
+            pa.array(["New York; NY", None, "Detroit' MI", "Stockholm\nSweden"]),
+        ],
+        names=["column_1", "column_2", "column_3"],
+    )
+
+    read_csv_with_options_inner(
+        tmp_path, csv_content, options, expected, as_read, global_ctx
+    )
+
+    schema = pa.schema(
+        [
+            pa.field("name", pa.string(), nullable=False),
+            pa.field("age", pa.float32(), nullable=False),
+            pa.field("location", pa.string(), nullable=True),
+        ]
+    )
+    options.with_schema(schema)
+
+    expected = pa.RecordBatch.from_arrays(
+        [
+            pa.array(["Alice", "Bob", "Phil", "Karin"]),
+            pa.array([30.0, 25.0, 75.0, 50.0]),
+            pa.array(["New York; NY", None, "Detroit' MI", "Stockholm\nSweden"]),
+        ],
+        schema=schema,
+    )
+
+    read_csv_with_options_inner(
+        tmp_path, csv_content, options, expected, as_read, global_ctx
+    )
+
+    csv_content = "name,age\nAlice,30\nBob,25\nCharlie,35\nDiego,40\nEmily,15"
+
+    expected = pa.RecordBatch.from_arrays(
+        [
+            pa.array(["Alice", "Bob", "Charlie", "Diego", "Emily"]),
+            pa.array([30, 25, 35, 40, 15]),
+            pa.array(["a", "a", "a", "a", "a"]),
+        ],
+        schema=pa.schema(
+            [
+                pa.field("name", pa.string(), nullable=True),
+                pa.field("age", pa.int64(), nullable=True),
+                pa.field("group", pa.string(), nullable=False),
+            ]
+        ),
+    )
+    options = CsvReadOptions(
+        table_partition_cols=[("group", pa.string())],
+    )
+
+    read_csv_with_options_inner(
+        tmp_path, csv_content, options, expected, as_read, global_ctx
+    )
diff --git a/python/tests/test_sql.py b/python/tests/test_sql.py
index 85afd021f..48c374660 100644
--- a/python/tests/test_sql.py
+++ b/python/tests/test_sql.py
@@ -92,7 +92,7 @@ def test_register_csv(ctx, tmp_path):
     result = pa.Table.from_batches(result)
     assert result.schema == alternative_schema
 
-    with pytest.raises(ValueError, match="Delimiter must be a single character"):
+    with pytest.raises(ValueError, match="delimiter must be a single character"):
         ctx.register_csv("csv4", path, delimiter="wrong")
 
     with pytest.raises(
diff --git a/src/context.rs b/src/context.rs
index 1cd04ac2f..f28c5982c 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -64,9 +64,9 @@ use crate::dataframe::PyDataFrame;
 use crate::dataset::Dataset;
 use crate::errors::{py_datafusion_err, PyDataFusionError, PyDataFusionResult};
 use crate::expr::sort_expr::PySortExpr;
+use crate::options::PyCsvReadOptions;
 use crate::physical_plan::PyExecutionPlan;
 use crate::record_batch::PyRecordBatchStream;
-use crate::sql::exceptions::py_value_err;
 use crate::sql::logical::PyLogicalPlan;
 use crate::sql::util::replace_placeholders_with_strings;
 use crate::store::StorageContexts;
@@ -724,41 +724,20 @@ impl PySessionContext {
         Ok(())
     }
 
-    #[allow(clippy::too_many_arguments)]
     #[pyo3(signature = (name,
                         path,
-                        schema=None,
-                        has_header=true,
-                        delimiter=",",
-                        schema_infer_max_records=1000,
-                        file_extension=".csv",
-                        file_compression_type=None))]
+                        options=None))]
     pub fn register_csv(
         &self,
         name: &str,
         path: &Bound<'_, PyAny>,
-        schema: Option<PyArrowType<Schema>>,
-        has_header: bool,
-        delimiter: &str,
-        schema_infer_max_records: usize,
-        file_extension: &str,
-        file_compression_type: Option<String>,
+        options: Option<&PyCsvReadOptions>,
         py: Python,
     ) -> PyDataFusionResult<()> {
-        let delimiter = delimiter.as_bytes();
-        if delimiter.len() != 1 {
-            return Err(PyDataFusionError::PythonError(py_value_err(
-                "Delimiter must be a single character",
-            )));
-        }
-
-        let mut options = CsvReadOptions::new()
-            .has_header(has_header)
-            .delimiter(delimiter[0])
-            .schema_infer_max_records(schema_infer_max_records)
-            .file_extension(file_extension)
-            .file_compression_type(parse_file_compression_type(file_compression_type)?);
-        options.schema = schema.as_ref().map(|x| &x.0);
+        let options = options
+            .map(|opts| opts.try_into())
+            .transpose()?
+            .unwrap_or_default();
 
         if path.is_instance_of::<PyList>() {
             let paths = path.extract::<Vec<String>>()?;
@@ -978,48 +957,19 @@ impl PySessionContext {
         Ok(PyDataFrame::new(df))
     }
 
-    #[allow(clippy::too_many_arguments)]
     #[pyo3(signature = (
         path,
-        schema=None,
-        has_header=true,
-        delimiter=",",
-        schema_infer_max_records=1000,
-        file_extension=".csv",
-        table_partition_cols=vec![],
-        file_compression_type=None))]
+        options=None))]
     pub fn read_csv(
         &self,
         path: &Bound<'_, PyAny>,
-        schema: Option<PyArrowType<Schema>>,
-        has_header: bool,
-        delimiter: &str,
-        schema_infer_max_records: usize,
-        file_extension: &str,
-        table_partition_cols: Vec<(String, PyArrowType<DataType>)>,
-        file_compression_type: Option<String>,
+        options: Option<&PyCsvReadOptions>,
         py: Python,
     ) -> PyDataFusionResult<PyDataFrame> {
-        let delimiter = delimiter.as_bytes();
-        if delimiter.len() != 1 {
-            return Err(PyDataFusionError::PythonError(py_value_err(
-                "Delimiter must be a single character",
-            )));
-        };
-
-        let mut options = CsvReadOptions::new()
-            .has_header(has_header)
-            .delimiter(delimiter[0])
-            .schema_infer_max_records(schema_infer_max_records)
-            .file_extension(file_extension)
-            .table_partition_cols(
-                table_partition_cols
-                    .into_iter()
-                    .map(|(name, ty)| (name, ty.0))
-                    .collect::<Vec<(String, DataType)>>(),
-            )
-            .file_compression_type(parse_file_compression_type(file_compression_type)?);
-        options.schema = schema.as_ref().map(|x| &x.0);
+        let options = options
+            .map(|opts| opts.try_into())
+            .transpose()?
+            .unwrap_or_default();
 
         if path.is_instance_of::<PyList>() {
             let paths = path.extract::<Vec<String>>()?;
diff --git a/src/lib.rs b/src/lib.rs
index eda50fe10..081366b20 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -43,6 +43,7 @@ pub mod errors;
 pub mod expr;
 #[allow(clippy::borrow_deref_ref)]
 mod functions;
+mod options;
 pub mod physical_plan;
 mod pyarrow_filter_expression;
 pub mod pyarrow_util;
@@ -126,6 +127,10 @@ fn _internal(py: Python, m: Bound<'_, PyModule>) -> PyResult<()> {
     store::init_module(&store)?;
     m.add_submodule(&store)?;
 
+    let options = PyModule::new(py, "options")?;
+    options::init_module(&options)?;
+    m.add_submodule(&options)?;
+
     // Register substrait as a submodule
     #[cfg(feature = "substrait")]
     setup_substrait_module(py, &m)?;
diff --git a/src/options.rs b/src/options.rs
new file mode 100644
index 000000000..a37664b2e
--- /dev/null
+++ b/src/options.rs
@@ -0,0 +1,142 @@
+use arrow::datatypes::{DataType, Schema};
+use arrow::pyarrow::PyArrowType;
+use datafusion::prelude::CsvReadOptions;
+use pyo3::prelude::{PyModule, PyModuleMethods};
+use pyo3::{pyclass, pymethods, Bound, PyResult};
+
+use crate::context::parse_file_compression_type;
+use crate::errors::PyDataFusionError;
+use crate::expr::sort_expr::PySortExpr;
+
+/// Options for reading CSV files
+#[pyclass(name = "CsvReadOptions", module = "datafusion.options", frozen)]
+pub struct PyCsvReadOptions {
+    pub has_header: bool,
+    pub delimiter: u8,
+    pub quote: u8,
+    pub terminator: Option<u8>,
+    pub escape: Option<u8>,
+    pub comment: Option<u8>,
+    pub newlines_in_values: bool,
+    pub schema: Option<PyArrowType<Schema>>,
+    pub schema_infer_max_records: usize,
+    pub file_extension: String,
+    pub table_partition_cols: Vec<(String, PyArrowType<DataType>)>,
+    pub file_compression_type: String,
+    pub file_sort_order: Vec<Vec<PySortExpr>>,
+    pub null_regex: Option<String>,
+    pub truncated_rows: bool,
+}
+
+#[pymethods]
+impl PyCsvReadOptions {
+    #[allow(clippy::too_many_arguments)]
+    #[pyo3(signature = (
+        has_header=true,
+        delimiter=b',',
+        quote=b'"',
+        terminator=None,
+        escape=None,
+        comment=None,
+        newlines_in_values=false,
+        schema=None,
+        schema_infer_max_records=1000,
+        file_extension=".csv".to_string(),
+        table_partition_cols=vec![],
+        file_compression_type="".to_string(),
+        file_sort_order=vec![],
+        null_regex=None,
+        truncated_rows=false
+    ))]
+    #[new]
+    fn new(
+        has_header: bool,
+        delimiter: u8,
+        quote: u8,
+        terminator: Option<u8>,
+        escape: Option<u8>,
+        comment: Option<u8>,
+        newlines_in_values: bool,
+        schema: Option<PyArrowType<Schema>>,
+        schema_infer_max_records: usize,
+        file_extension: String,
+        table_partition_cols: Vec<(String, PyArrowType<DataType>)>,
+        file_compression_type: String,
+        file_sort_order: Vec<Vec<PySortExpr>>,
+        null_regex: Option<String>,
+        truncated_rows: bool,
+    ) -> Self {
+        Self {
+            has_header,
+            delimiter,
+            quote,
+            terminator,
+            escape,
+            comment,
+            newlines_in_values,
+            schema,
+            schema_infer_max_records,
+            file_extension,
+            table_partition_cols,
+            file_compression_type,
+            file_sort_order,
+            null_regex,
+            truncated_rows,
+        }
+    }
+}
+
+impl<'a> TryFrom<&'a PyCsvReadOptions> for CsvReadOptions<'a> {
+    type Error = PyDataFusionError;
+
+    fn try_from(value: &'a PyCsvReadOptions) -> Result<CsvReadOptions<'a>, Self::Error> {
+        let partition_cols: Vec<(String, DataType)> = value
+            .table_partition_cols
+            .iter()
+            .map(|(name, dtype)| (name.clone(), dtype.0.clone()))
+            .collect();
+
+        let compression = parse_file_compression_type(Some(value.file_compression_type.clone()))?;
+
+        let sort_order: Vec<Vec<datafusion::logical_expr::SortExpr>> = value
+            .file_sort_order
+            .iter()
+            .map(|inner| {
+                inner
+                    .iter()
+                    .map(|sort_expr| sort_expr.sort.clone())
+                    .collect()
+            })
+            .collect();
+
+        // Explicit struct initialization to catch upstream changes
+        let mut options = CsvReadOptions {
+            has_header: value.has_header,
+            delimiter: value.delimiter,
+            quote: value.quote,
+            terminator: value.terminator,
+            escape: value.escape,
+            comment: value.comment,
+            newlines_in_values: value.newlines_in_values,
+            schema: None, // Will be set separately due to lifetime constraints
+            schema_infer_max_records: value.schema_infer_max_records,
+            file_extension: value.file_extension.as_str(),
+            table_partition_cols: partition_cols,
+            file_compression_type: compression,
+            file_sort_order: sort_order,
+            null_regex: value.null_regex.clone(),
+            truncated_rows: value.truncated_rows,
+        };
+
+        // Set schema separately to handle the lifetime
+        options.schema = value.schema.as_ref().map(|s| &s.0);
+
+        Ok(options)
+    }
+}
+
+pub(crate) fn init_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    m.add_class::<PyCsvReadOptions>()?;
+
+    Ok(())
+}

From b555df524acdce90121b6b7de9dd5f78189bd04e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Marko=20Milenkovi=C4=87?=
 <milenkovicm@users.noreply.github.com>
Date: Sun, 8 Feb 2026 12:21:48 +0000
Subject: [PATCH 36/65] chore: add confirmation before tarball is released
 (#1372)

---
 dev/release/release-tarball.sh | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/dev/release/release-tarball.sh b/dev/release/release-tarball.sh
index 8c305a676..2b82d1bac 100755
--- a/dev/release/release-tarball.sh
+++ b/dev/release/release-tarball.sh
@@ -43,6 +43,13 @@ fi
 version=$1
 rc=$2
 
+read -r -p "Proceed to release tarball for ${version}-rc${rc}? [y/N]: " answer
+answer=${answer:-no}
+if [ "${answer}" != "y" ]; then
+  echo "Cancelled tarball release!"
+  exit 1
+fi
+
 tmp_dir=tmp-apache-datafusion-python-dist
 
 echo "Recreate temporary directory: ${tmp_dir}"

From 8fc943629b93b342ef67bb8aea0aa581615a374d Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Mon, 9 Feb 2026 09:17:26 -0500
Subject: [PATCH 37/65] feat: add CatalogProviderList support (#1363)

* Implement catalog provider list

* Flush out python side and add unit test

* Add FFI test for catalog provider list

* Update type hints

* Update unit test to add a different type of catalog to the catalog list
---
 .../python/tests/_test_catalog_provider.py    |  26 +-
 .../src/catalog_provider.rs                   |  69 +++++-
 examples/datafusion-ffi-example/src/lib.rs    |   3 +-
 python/datafusion/catalog.py                  |  91 +++++++
 python/datafusion/context.py                  |  27 ++-
 python/tests/test_catalog.py                  |  35 ++-
 src/catalog.rs                                | 224 +++++++++++++++++-
 src/context.rs                                |  41 +++-
 8 files changed, 496 insertions(+), 20 deletions(-)

diff --git a/examples/datafusion-ffi-example/python/tests/_test_catalog_provider.py b/examples/datafusion-ffi-example/python/tests/_test_catalog_provider.py
index b26e12085..a862b23ba 100644
--- a/examples/datafusion-ffi-example/python/tests/_test_catalog_provider.py
+++ b/examples/datafusion-ffi-example/python/tests/_test_catalog_provider.py
@@ -22,7 +22,7 @@
 import pytest
 from datafusion import SessionContext, Table
 from datafusion.catalog import Schema
-from datafusion_ffi_example import MyCatalogProvider
+from datafusion_ffi_example import MyCatalogProvider, MyCatalogProviderList
 
 
 def create_test_dataset() -> Table:
@@ -35,6 +35,30 @@ def create_test_dataset() -> Table:
     return Table(dataset)
 
 
+@pytest.mark.parametrize("inner_capsule", [True, False])
+def test_ffi_catalog_provider_list(inner_capsule: bool) -> None:
+    """Test basic FFI CatalogProviderList functionality."""
+    ctx = SessionContext()
+
+    # Register FFI catalog
+    catalog_provider_list = MyCatalogProviderList()
+    if inner_capsule:
+        catalog_provider_list = (
+            catalog_provider_list.__datafusion_catalog_provider_list__(ctx)
+        )
+
+    ctx.register_catalog_provider_list(catalog_provider_list)
+
+    # Verify the catalog exists
+    catalog = ctx.catalog("auto_ffi_catalog")
+    schema_names = catalog.names()
+    assert "my_schema" in schema_names
+
+    ctx.register_catalog_provider("second", MyCatalogProvider())
+
+    assert ctx.catalog_names() == {"auto_ffi_catalog", "second"}
+
+
 @pytest.mark.parametrize("inner_capsule", [True, False])
 def test_ffi_catalog_provider_basic(inner_capsule: bool) -> None:
     """Test basic FFI CatalogProvider functionality."""
diff --git a/examples/datafusion-ffi-example/src/catalog_provider.rs b/examples/datafusion-ffi-example/src/catalog_provider.rs
index 570222748..aee23602f 100644
--- a/examples/datafusion-ffi-example/src/catalog_provider.rs
+++ b/examples/datafusion-ffi-example/src/catalog_provider.rs
@@ -22,11 +22,12 @@ use std::sync::Arc;
 use arrow::datatypes::Schema;
 use async_trait::async_trait;
 use datafusion_catalog::{
-    CatalogProvider, MemTable, MemoryCatalogProvider, MemorySchemaProvider, SchemaProvider,
-    TableProvider,
+    CatalogProvider, CatalogProviderList, MemTable, MemoryCatalogProvider,
+    MemoryCatalogProviderList, MemorySchemaProvider, SchemaProvider, TableProvider,
 };
 use datafusion_common::error::{DataFusionError, Result};
 use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
+use datafusion_ffi::catalog_provider_list::FFI_CatalogProviderList;
 use datafusion_ffi::schema_provider::FFI_SchemaProvider;
 use pyo3::types::PyCapsule;
 use pyo3::{pyclass, pymethods, Bound, PyAny, PyResult, Python};
@@ -203,3 +204,67 @@ impl MyCatalogProvider {
         PyCapsule::new(py, provider, Some(name))
     }
 }
+
+/// This catalog provider list is intended only for unit tests.
+/// It pre-populates with a single catalog.
+#[pyclass(
+    name = "MyCatalogProviderList",
+    module = "datafusion_ffi_example",
+    subclass
+)]
+#[derive(Debug, Clone)]
+pub(crate) struct MyCatalogProviderList {
+    inner: Arc<MemoryCatalogProviderList>,
+}
+
+impl CatalogProviderList for MyCatalogProviderList {
+    fn as_any(&self) -> &dyn Any {
+        self
+    }
+
+    fn catalog_names(&self) -> Vec<String> {
+        self.inner.catalog_names()
+    }
+
+    fn catalog(&self, name: &str) -> Option<Arc<dyn CatalogProvider>> {
+        self.inner.catalog(name)
+    }
+
+    fn register_catalog(
+        &self,
+        name: String,
+        catalog: Arc<dyn CatalogProvider>,
+    ) -> Option<Arc<dyn CatalogProvider>> {
+        self.inner.register_catalog(name, catalog)
+    }
+}
+
+#[pymethods]
+impl MyCatalogProviderList {
+    #[new]
+    pub fn new() -> PyResult<Self> {
+        let inner = Arc::new(MemoryCatalogProviderList::new());
+
+        inner.register_catalog(
+            "auto_ffi_catalog".to_owned(),
+            Arc::new(MyCatalogProvider::new()?),
+        );
+
+        Ok(Self { inner })
+    }
+
+    pub fn __datafusion_catalog_provider_list__<'py>(
+        &self,
+        py: Python<'py>,
+        session: Bound<PyAny>,
+    ) -> PyResult<Bound<'py, PyCapsule>> {
+        let name = cr"datafusion_catalog_provider_list".into();
+
+        let provider = Arc::clone(&self.inner) as Arc<dyn CatalogProviderList + Send>;
+
+        let codec = ffi_logical_codec_from_pycapsule(session)?;
+        let provider = FFI_CatalogProviderList::new_with_ffi_codec(provider, None, codec);
+
+        PyCapsule::new(py, provider, Some(name))
+    }
+}
diff --git a/examples/datafusion-ffi-example/src/lib.rs b/examples/datafusion-ffi-example/src/lib.rs
index 005d8b80a..6c64c9fe5 100644
--- a/examples/datafusion-ffi-example/src/lib.rs
+++ b/examples/datafusion-ffi-example/src/lib.rs
@@ -18,7 +18,7 @@
 use pyo3::prelude::*;
 
 use crate::aggregate_udf::MySumUDF;
-use crate::catalog_provider::{FixedSchemaProvider, MyCatalogProvider};
+use crate::catalog_provider::{FixedSchemaProvider, MyCatalogProvider, MyCatalogProviderList};
 use crate::scalar_udf::IsNullUDF;
 use crate::table_function::MyTableFunction;
 use crate::table_provider::MyTableProvider;
@@ -37,6 +37,7 @@ fn datafusion_ffi_example(m: &Bound<'_, PyModule>) -> PyResult<()> {
     m.add_class::<MyTableProvider>()?;
     m.add_class::<MyTableFunction>()?;
     m.add_class::<MyCatalogProvider>()?;
+    m.add_class::<MyCatalogProviderList>()?;
     m.add_class::<FixedSchemaProvider>()?;
     m.add_class::<IsNullUDF>()?;
     m.add_class::<MySumUDF>()?;
diff --git a/python/datafusion/catalog.py b/python/datafusion/catalog.py
index 16c3ccc2a..bc43cf349 100644
--- a/python/datafusion/catalog.py
+++ b/python/datafusion/catalog.py
@@ -38,13 +38,61 @@
 
 __all__ = [
     "Catalog",
+    "CatalogList",
     "CatalogProvider",
+    "CatalogProviderList",
     "Schema",
     "SchemaProvider",
     "Table",
 ]
 
 
+class CatalogList:
+    """DataFusion data catalog list."""
+
+    def __init__(self, catalog_list: df_internal.catalog.RawCatalogList) -> None:
+        """This constructor is not typically called by the end user."""
+        self.catalog_list = catalog_list
+
+    def __repr__(self) -> str:
+        """Print a string representation of the catalog list."""
+        return self.catalog_list.__repr__()
+
+    def names(self) -> set[str]:
+        """This is an alias for `catalog_names`."""
+        return self.catalog_names()
+
+    def catalog_names(self) -> set[str]:
+        """Returns the list of schemas in this catalog."""
+        return self.catalog_list.catalog_names()
+
+    @staticmethod
+    def memory_catalog(ctx: SessionContext | None = None) -> CatalogList:
+        """Create an in-memory catalog provider list."""
+        catalog_list = df_internal.catalog.RawCatalogList.memory_catalog(ctx)
+        return CatalogList(catalog_list)
+
+    def catalog(self, name: str = "datafusion") -> Catalog:
+        """Returns the catalog with the given ``name`` from this catalog."""
+        catalog = self.catalog_list.catalog(name)
+
+        return (
+            Catalog(catalog)
+            if isinstance(catalog, df_internal.catalog.RawCatalog)
+            else catalog
+        )
+
+    def register_catalog(
+        self,
+        name: str,
+        catalog: Catalog | CatalogProvider | CatalogProviderExportable,
+    ) -> Catalog | None:
+        """Register a catalog with this catalog list."""
+        if isinstance(catalog, Catalog):
+            return self.catalog_list.register_catalog(name, catalog.catalog)
+        return self.catalog_list.register_catalog(name, catalog)
+
+
 class Catalog:
     """DataFusion data catalog."""
 
@@ -195,6 +243,40 @@ def kind(self) -> str:
         return self._inner.kind
 
 
+class CatalogProviderList(ABC):
+    """Abstract class for defining a Python based Catalog Provider List."""
+
+    @abstractmethod
+    def catalog_names(self) -> set[str]:
+        """Set of the names of all catalogs in this catalog list."""
+        ...
+
+    @abstractmethod
+    def catalog(
+        self, name: str
+    ) -> CatalogProviderExportable | CatalogProvider | Catalog | None:
+        """Retrieve a specific catalog from this catalog list."""
+        ...
+
+    def register_catalog(  # noqa: B027
+        self, name: str, catalog: CatalogProviderExportable | CatalogProvider | Catalog
+    ) -> None:
+        """Add a catalog to this catalog list.
+
+        This method is optional. If your catalog provides a fixed list of catalogs, you
+        do not need to implement this method.
+        """
+
+
+class CatalogProviderListExportable(Protocol):
+    """Type hint for object that has __datafusion_catalog_provider_list__ PyCapsule.
+
+    https://docs.rs/datafusion/latest/datafusion/catalog/trait.CatalogProviderList.html
+    """
+
+    def __datafusion_catalog_provider_list__(self, session: Any) -> object: ...
+
+
 class CatalogProvider(ABC):
     """Abstract class for defining a Python based Catalog Provider."""
 
@@ -229,6 +311,15 @@ def deregister_schema(self, name: str, cascade: bool) -> None:  # noqa: B027
         """
 
 
+class CatalogProviderExportable(Protocol):
+    """Type hint for object that has __datafusion_catalog_provider__ PyCapsule.
+
+    https://docs.rs/datafusion/latest/datafusion/catalog/trait.CatalogProvider.html
+    """
+
+    def __datafusion_catalog_provider__(self, session: Any) -> object: ...
+
+
 class SchemaProvider(ABC):
     """Abstract class for defining a Python based Schema Provider."""
 
diff --git a/python/datafusion/context.py b/python/datafusion/context.py
index 7b92c082b..0d8259774 100644
--- a/python/datafusion/context.py
+++ b/python/datafusion/context.py
@@ -31,7 +31,13 @@
 
 import pyarrow as pa
 
-from datafusion.catalog import Catalog
+from datafusion.catalog import (
+    Catalog,
+    CatalogList,
+    CatalogProviderExportable,
+    CatalogProviderList,
+    CatalogProviderListExportable,
+)
 from datafusion.dataframe import DataFrame
 from datafusion.expr import sort_list_to_raw_sort_list
 from datafusion.options import (
@@ -96,15 +102,6 @@ class TableProviderExportable(Protocol):
     def __datafusion_table_provider__(self, session: Any) -> object: ...  # noqa: D105
 
 
-class CatalogProviderExportable(Protocol):
-    """Type hint for object that has __datafusion_catalog_provider__ PyCapsule.
-
-    https://docs.rs/datafusion/latest/datafusion/catalog/trait.CatalogProvider.html
-    """
-
-    def __datafusion_catalog_provider__(self, session: Any) -> object: ...  # noqa: D105
-
-
 class SessionConfig:
     """Session configuration options."""
 
@@ -837,6 +834,16 @@ def catalog_names(self) -> set[str]:
         """Returns the list of catalogs in this context."""
         return self.ctx.catalog_names()
 
+    def register_catalog_provider_list(
+        self,
+        provider: CatalogProviderListExportable | CatalogProviderList | CatalogList,
+    ) -> None:
+        """Register a catalog provider list."""
+        if isinstance(provider, CatalogList):
+            self.ctx.register_catalog_provider_list(provider.catalog)
+        else:
+            self.ctx.register_catalog_provider_list(provider)
+
     def register_catalog_provider(
         self, name: str, provider: CatalogProviderExportable | CatalogProvider | Catalog
     ) -> None:
diff --git a/python/tests/test_catalog.py b/python/tests/test_catalog.py
index 08f494dee..dd4c82469 100644
--- a/python/tests/test_catalog.py
+++ b/python/tests/test_catalog.py
@@ -16,11 +16,16 @@
 # under the License.
 from __future__ import annotations
 
+from typing import TYPE_CHECKING
+
 import datafusion as dfn
 import pyarrow as pa
 import pyarrow.dataset as ds
 import pytest
-from datafusion import SessionContext, Table, udtf
+from datafusion import Catalog, SessionContext, Table, udtf
+
+if TYPE_CHECKING:
+    from datafusion.catalog import CatalogProvider, CatalogProviderExportable
 
 
 # Note we take in `database` as a variable even though we don't use
@@ -93,6 +98,34 @@ def deregister_schema(self, name, cascade: bool):
         del self.schemas[name]
 
 
+class CustomCatalogProviderList(dfn.catalog.CatalogProviderList):
+    def __init__(self):
+        self.catalogs = {"my_catalog": CustomCatalogProvider()}
+
+    def catalog_names(self) -> set[str]:
+        return set(self.catalogs.keys())
+
+    def catalog(self, name: str) -> Catalog | None:
+        return self.catalogs[name]
+
+    def register_catalog(
+        self, name: str, catalog: CatalogProviderExportable | CatalogProvider | Catalog
+    ) -> None:
+        self.catalogs[name] = catalog
+
+
+def test_python_catalog_provider_list(ctx: SessionContext):
+    ctx.register_catalog_provider_list(CustomCatalogProviderList())
+
+    # Ensure `datafusion` catalog does not exist since
+    # we replaced the catalog list
+    assert ctx.catalog_names() == {"my_catalog"}
+
+    # Ensure registering works
+    ctx.register_catalog_provider("second_catalog", Catalog.memory_catalog())
+    assert ctx.catalog_names() == {"my_catalog", "second_catalog"}
+
+
 def test_python_catalog_provider(ctx: SessionContext):
     ctx.register_catalog_provider("my_catalog", CustomCatalogProvider())
 
diff --git a/src/catalog.rs b/src/catalog.rs
index 10ca1dd12..b5b983970 100644
--- a/src/catalog.rs
+++ b/src/catalog.rs
@@ -21,10 +21,12 @@ use std::sync::Arc;
 
 use async_trait::async_trait;
 use datafusion::catalog::{
-    CatalogProvider, MemoryCatalogProvider, MemorySchemaProvider, SchemaProvider,
+    CatalogProvider, CatalogProviderList, MemoryCatalogProvider, MemoryCatalogProviderList,
+    MemorySchemaProvider, SchemaProvider,
 };
 use datafusion::common::DataFusionError;
 use datafusion::datasource::TableProvider;
+use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_ffi::schema_provider::FFI_SchemaProvider;
 use pyo3::exceptions::PyKeyError;
@@ -40,6 +42,18 @@ use crate::utils::{
     wait_for_future,
 };
 
+#[pyclass(
+    frozen,
+    name = "RawCatalogList",
+    module = "datafusion.catalog",
+    subclass
+)]
+#[derive(Clone)]
+pub struct PyCatalogList {
+    pub catalog_list: Arc<dyn CatalogProviderList>,
+    codec: Arc<FFI_LogicalExtensionCodec>,
+}
+
 #[pyclass(frozen, name = "RawCatalog", module = "datafusion.catalog", subclass)]
 #[derive(Clone)]
 pub struct PyCatalog {
@@ -72,6 +86,77 @@ impl PySchema {
     }
 }
 
+#[pymethods]
+impl PyCatalogList {
+    #[new]
+    pub fn new(
+        py: Python,
+        catalog_list: Py<PyAny>,
+        session: Option<Bound<PyAny>>,
+    ) -> PyResult<Self> {
+        let codec = extract_logical_extension_codec(py, session)?;
+        let catalog_list = Arc::new(RustWrappedPyCatalogProviderList::new(
+            catalog_list,
+            codec.clone(),
+        )) as Arc<dyn CatalogProviderList>;
+        Ok(Self {
+            catalog_list,
+            codec,
+        })
+    }
+
+    #[staticmethod]
+    pub fn memory_catalog_list(py: Python, session: Option<Bound<PyAny>>) -> PyResult<Self> {
+        let codec = extract_logical_extension_codec(py, session)?;
+        let catalog_list =
+            Arc::new(MemoryCatalogProviderList::default()) as Arc<dyn CatalogProviderList>;
+        Ok(Self {
+            catalog_list,
+            codec,
+        })
+    }
+
+    pub fn catalog_names(&self) -> HashSet<String> {
+        self.catalog_list.catalog_names().into_iter().collect()
+    }
+
+    #[pyo3(signature = (name="public"))]
+    pub fn catalog(&self, name: &str) -> PyResult<Py<PyAny>> {
+        let catalog = self
+            .catalog_list
+            .catalog(name)
+            .ok_or(PyKeyError::new_err(format!(
+                "Schema with name {name} doesn't exist."
+            )))?;
+
+        Python::attach(|py| {
+            match catalog
+                .as_any()
+                .downcast_ref::<RustWrappedPyCatalogProvider>()
+            {
+                Some(wrapped_catalog) => Ok(wrapped_catalog.catalog_provider.clone_ref(py)),
+                None => PyCatalog::new_from_parts(catalog, self.codec.clone()).into_py_any(py),
+            }
+        })
+    }
+
+    pub fn register_catalog(&self, name: &str, catalog_provider: Bound<'_, PyAny>) -> PyResult<()> {
+        let provider = extract_catalog_provider_from_pyobj(catalog_provider, self.codec.as_ref())?;
+
+        let _ = self
+            .catalog_list
+            .register_catalog(name.to_owned(), provider);
+
+        Ok(())
+    }
+
+    pub fn __repr__(&self) -> PyResult<String> {
+        let mut names: Vec<String> = self.catalog_names().into_iter().collect();
+        names.sort();
+        Ok(format!("CatalogList(catalog_names=[{}])", names.join(", ")))
+    }
+}
+
 #[pymethods]
 impl PyCatalog {
     #[new]
@@ -373,8 +458,9 @@ impl CatalogProvider for RustWrappedPyCatalogProvider {
         Python::attach(|py| {
             let provider = self.catalog_provider.bind(py);
             provider
-                .getattr("schema_names")
-                .and_then(|names| names.extract::<Vec<String>>())
+                .call_method0("schema_names")
+                .and_then(|names| names.extract::<HashSet<String>>())
+                .map(|names| names.into_iter().collect())
                 .unwrap_or_else(|err| {
                     log::error!("Unable to get schema_names: {err}");
                     Vec::default()
@@ -442,6 +528,138 @@ impl CatalogProvider for RustWrappedPyCatalogProvider {
     }
 }
 
+#[derive(Debug)]
+pub(crate) struct RustWrappedPyCatalogProviderList {
+    pub(crate) catalog_provider_list: Py<PyAny>,
+    codec: Arc<FFI_LogicalExtensionCodec>,
+}
+
+impl RustWrappedPyCatalogProviderList {
+    pub fn new(catalog_provider_list: Py<PyAny>, codec: Arc<FFI_LogicalExtensionCodec>) -> Self {
+        Self {
+            catalog_provider_list,
+            codec,
+        }
+    }
+
+    fn catalog_inner(&self, name: &str) -> PyResult<Option<Arc<dyn CatalogProvider>>> {
+        Python::attach(|py| {
+            let provider = self.catalog_provider_list.bind(py);
+
+            let py_schema = provider.call_method1("catalog", (name,))?;
+            if py_schema.is_none() {
+                return Ok(None);
+            }
+
+            extract_catalog_provider_from_pyobj(py_schema, self.codec.as_ref()).map(Some)
+        })
+    }
+}
+
+#[async_trait]
+impl CatalogProviderList for RustWrappedPyCatalogProviderList {
+    fn as_any(&self) -> &dyn Any {
+        self
+    }
+
+    fn catalog_names(&self) -> Vec<String> {
+        Python::attach(|py| {
+            let provider = self.catalog_provider_list.bind(py);
+            provider
+                .call_method0("catalog_names")
+                .and_then(|names| names.extract::<HashSet<String>>())
+                .map(|names| names.into_iter().collect())
+                .unwrap_or_else(|err| {
+                    log::error!("Unable to get catalog_names: {err}");
+                    Vec::default()
+                })
+        })
+    }
+
+    fn catalog(&self, name: &str) -> Option<Arc<dyn CatalogProvider>> {
+        self.catalog_inner(name).unwrap_or_else(|err| {
+            log::error!("CatalogProvider catalog returned error: {err}");
+            None
+        })
+    }
+
+    fn register_catalog(
+        &self,
+        name: String,
+        catalog: Arc<dyn CatalogProvider>,
+    ) -> Option<Arc<dyn CatalogProvider>> {
+        Python::attach(|py| {
+            let py_catalog = match catalog
+                .as_any()
+                .downcast_ref::<RustWrappedPyCatalogProvider>()
+            {
+                Some(wrapped_schema) => wrapped_schema.catalog_provider.as_any().clone_ref(py),
+                None => {
+                    match PyCatalog::new_from_parts(catalog, self.codec.clone()).into_py_any(py) {
+                        Ok(c) => c,
+                        Err(err) => {
+                            log::error!(
+                                "register_catalog returned error during conversion to PyAny: {err}"
+                            );
+                            return None;
+                        }
+                    }
+                }
+            };
+
+            let provider = self.catalog_provider_list.bind(py);
+            let catalog = match provider.call_method1("register_catalog", (name, py_catalog)) {
+                Ok(c) => c,
+                Err(err) => {
+                    log::error!("register_catalog returned error: {err}");
+                    return None;
+                }
+            };
+            if catalog.is_none() {
+                return None;
+            }
+
+            let catalog = Arc::new(RustWrappedPyCatalogProvider::new(
+                catalog.into(),
+                self.codec.clone(),
+            )) as Arc<dyn CatalogProvider>;
+
+            Some(catalog)
+        })
+    }
+}
+
+fn extract_catalog_provider_from_pyobj(
+    mut catalog_provider: Bound<PyAny>,
+    codec: &FFI_LogicalExtensionCodec,
+) -> PyResult<Arc<dyn CatalogProvider>> {
+    if catalog_provider.hasattr("__datafusion_catalog_provider__")? {
+        let py = catalog_provider.py();
+        let codec_capsule = create_logical_extension_capsule(py, codec)?;
+        catalog_provider = catalog_provider
+            .getattr("__datafusion_catalog_provider__")?
+            .call1((codec_capsule,))?;
+    }
+
+    let provider = if let Ok(capsule) = catalog_provider.downcast::<PyCapsule>() {
+        validate_pycapsule(capsule, "datafusion_catalog_provider")?;
+
+        let provider = unsafe { capsule.reference::<FFI_CatalogProvider>() };
+        let provider: Arc<dyn CatalogProvider + Send> = provider.into();
+        provider as Arc<dyn CatalogProvider>
+    } else {
+        match catalog_provider.extract::<PyCatalog>() {
+            Ok(py_catalog) => py_catalog.catalog,
+            Err(_) => Arc::new(RustWrappedPyCatalogProvider::new(
+                catalog_provider.into(),
+                Arc::new(codec.clone()),
+            )) as Arc<dyn CatalogProvider>,
+        }
+    };
+
+    Ok(provider)
+}
+
 fn extract_schema_provider_from_pyobj(
     mut schema_provider: Bound<PyAny>,
     codec: &FFI_LogicalExtensionCodec,
diff --git a/src/context.rs b/src/context.rs
index f28c5982c..89bbe9344 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -26,7 +26,7 @@ use arrow::pyarrow::FromPyArrow;
 use datafusion::arrow::datatypes::{DataType, Schema, SchemaRef};
 use datafusion::arrow::pyarrow::PyArrowType;
 use datafusion::arrow::record_batch::RecordBatch;
-use datafusion::catalog::CatalogProvider;
+use datafusion::catalog::{CatalogProvider, CatalogProviderList};
 use datafusion::common::{exec_err, ScalarValue, TableReference};
 use datafusion::datasource::file_format::file_compression_type::FileCompressionType;
 use datafusion::datasource::file_format::parquet::ParquetFormat;
@@ -47,6 +47,7 @@ use datafusion::prelude::{
     AvroReadOptions, CsvReadOptions, DataFrame, NdJsonReadOptions, ParquetReadOptions,
 };
 use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
+use datafusion_ffi::catalog_provider_list::FFI_CatalogProviderList;
 use datafusion_ffi::execution::FFI_TaskContextProvider;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_proto::logical_plan::DefaultLogicalExtensionCodec;
@@ -58,7 +59,9 @@ use pyo3::IntoPyObjectExt;
 use url::Url;
 use uuid::Uuid;
 
-use crate::catalog::{PyCatalog, RustWrappedPyCatalogProvider};
+use crate::catalog::{
+    PyCatalog, PyCatalogList, RustWrappedPyCatalogProvider, RustWrappedPyCatalogProviderList,
+};
 use crate::common::data_type::PyScalarValue;
 use crate::dataframe::PyDataFrame;
 use crate::dataset::Dataset;
@@ -627,6 +630,40 @@ impl PySessionContext {
         Ok(())
     }
 
+    pub fn register_catalog_provider_list(
+        &self,
+        mut provider: Bound<PyAny>,
+    ) -> PyDataFusionResult<()> {
+        if provider.hasattr("__datafusion_catalog_provider_list__")? {
+            let py = provider.py();
+            let codec_capsule = create_logical_extension_capsule(py, self.logical_codec.as_ref())?;
+            provider = provider
+                .getattr("__datafusion_catalog_provider_list__")?
+                .call1((codec_capsule,))?;
+        }
+
+        let provider =
+            if let Ok(capsule) = provider.downcast::<PyCapsule>().map_err(py_datafusion_err) {
+                validate_pycapsule(capsule, "datafusion_catalog_provider_list")?;
+
+                let provider = unsafe { capsule.reference::<FFI_CatalogProviderList>() };
+                let provider: Arc<dyn CatalogProviderList + Send> = provider.into();
+                provider as Arc<dyn CatalogProviderList>
+            } else {
+                match provider.extract::<PyCatalogList>() {
+                    Ok(py_catalog_list) => py_catalog_list.catalog_list,
+                    Err(_) => Arc::new(RustWrappedPyCatalogProviderList::new(
+                        provider.into(),
+                        Arc::clone(&self.logical_codec),
+                    )) as Arc<dyn CatalogProviderList>,
+                }
+            };
+
+        self.ctx.register_catalog_list(provider);
+
+        Ok(())
+    }
+
     pub fn register_catalog_provider(
         &self,
         name: &str,

From 3f89704f9d8885521a2d9f2f4c8e78d4a67e9b2a Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 11 Feb 2026 07:34:53 -0500
Subject: [PATCH 38/65] Build in debug mode for PRs (#1375)

* First draft of running debug mode for PRs and release mode for main & releases

* Update paths

* Change install command for taplo

* install protoc

* taplo fmt

* Working through CI build issues

* More CI issues

* do not build taplo, just download it

* Try only running clippy when we can reuse build artifacts

* Try removing unnecessary installs during build

* Don't build cargo-license

* Add back in uv sync so we can run maturin

* minor: name casing

* Fix path for wheels

* More CI updates, but expect pytest to fail until we switch to downloading the wheel artifacts from build stage

* Correct error in yml file. Rename to match other file extensions

* Download wheel from build stage for testing

* For CI tests move into test directory to avoid picking up pyproject.toml file

* Do not upload artifacts not used in testing during debug builds

* Do not attempt to use local python path for tests

* Bump manylinux version

* Do not run release flow for branches named branch-*. Only run it for pushes to main and release or candidate tags.

* Build FFI test code in build stage so we only build it once

* We need both wheels to be in the dist folder and the maturin action is erasing the other wheel

* We now have two wheels that need to be installed instead of just one

* Make a minor change to restart CI

* tests will need both wheels also

* Update .github/workflows/build.yml

Co-authored-by: Martin Grigorov <martin-g@users.noreply.github.com>

* mac has protoc system installed

* Update .github/workflows/test.yml

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

---------

Co-authored-by: Martin Grigorov <martin-g@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
---
 .cargo/config.toml                            |  11 +-
 .github/workflows/build.yml                   | 392 ++++++++++++------
 .github/workflows/ci.yml                      |  41 ++
 .github/workflows/release.yml                 |  49 +++
 .github/workflows/{test.yaml => test.yml}     |  71 ++--
 Cargo.toml                                    |  38 +-
 dev/create_license.py                         |   4 +-
 .../datafusion-ffi-example/.cargo/config.toml |  11 +-
 examples/datafusion-ffi-example/Cargo.toml    |  16 +-
 .../datafusion-ffi-example/pyproject.toml     |   6 +-
 pyproject.toml                                | 195 +++++----
 11 files changed, 541 insertions(+), 293 deletions(-)
 create mode 100644 .github/workflows/ci.yml
 create mode 100644 .github/workflows/release.yml
 rename .github/workflows/{test.yaml => test.yml} (76%)

diff --git a/.cargo/config.toml b/.cargo/config.toml
index 91a099a61..af951327f 100644
--- a/.cargo/config.toml
+++ b/.cargo/config.toml
@@ -1,12 +1,5 @@
 [target.x86_64-apple-darwin]
-rustflags = [
-  "-C", "link-arg=-undefined",
-  "-C", "link-arg=dynamic_lookup",
-]
+rustflags = ["-C", "link-arg=-undefined", "-C", "link-arg=dynamic_lookup"]
 
 [target.aarch64-apple-darwin]
-rustflags = [
-  "-C", "link-arg=-undefined",
-  "-C", "link-arg=dynamic_lookup",
-]
-
+rustflags = ["-C", "link-arg=-undefined", "-C", "link-arg=dynamic_lookup"]
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 911c536a8..8aeb86f10 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -15,34 +15,66 @@
 # specific language governing permissions and limitations
 # under the License.
 
-name: Python Release Build
+# Reusable workflow for running building
+# This ensures the same tests run for both debug (PRs) and release (main/tags) builds
+
+name: Build
+
 on:
-  pull_request:
-    branches: ["main"]
-  push:
-    tags: ["*-rc*"]
-    branches: ["branch-*"]
+  workflow_call:
+    inputs:
+      build_mode:
+        description: 'Build mode: debug or release'
+        required: true
+        type: string
+      run_wheels:
+        description: 'Whether to build distribution wheels'
+        required: false
+        type: boolean
+        default: false
+
+env:
+  CARGO_TERM_COLOR: always
+  RUST_BACKTRACE: 1
 
 jobs:
-  build:
+  # ============================================
+  # Linting Jobs
+  # ============================================
+  lint-rust:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v6
+
+      - name: Setup Rust
+        uses: dtolnay/rust-toolchain@stable
+        with:
+          toolchain: "nightly"
+          components: rustfmt
+
+      - name: Cache Cargo
+        uses: Swatinem/rust-cache@v2
+
+      - name: Check formatting
+        run: cargo +nightly fmt --all -- --check
+
+  lint-python:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+
       - name: Install Python
-        uses: actions/setup-python@v6
+        uses: actions/setup-python@v5
         with:
           python-version: "3.12"
 
-      - uses: astral-sh/setup-uv@v7
+      - uses: astral-sh/setup-uv@v6
         with:
-            enable-cache: true
+          enable-cache: true
 
-      # Use the --no-install-package to only install the dependencies
-      # but do not yet build the rust library
       - name: Install dependencies
         run: uv sync --dev --no-install-package datafusion
 
-      # Update output format to enable automatic inline annotations.
       - name: Run Ruff
         run: |
           uv run --no-project ruff check --output-format=github python/
@@ -50,26 +82,168 @@ jobs:
 
       - name: Run codespell
         run: |
-            uv run --no-project codespell --toml pyproject.toml
+          uv run --no-project codespell --toml pyproject.toml
+
+  lint-toml:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+
+      - name: Install taplo
+        uses: taiki-e/install-action@v2
+        with:
+          tool: taplo-cli
+
+      # if you encounter an error, try running 'taplo format' to fix the formatting automatically.
+      - name: Check Cargo.toml formatting
+        run: taplo format --check
 
   generate-license:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v6
-      - uses: astral-sh/setup-uv@v7
+
+      - uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+
+      - name: Install cargo-license
+        uses: taiki-e/install-action@v2
         with:
-            enable-cache: true
+          tool: cargo-license
 
       - name: Generate license file
         run: uv run --no-project python ./dev/create_license.py
+
       - uses: actions/upload-artifact@v6
         with:
           name: python-wheel-license
           path: LICENSE.txt
 
+  # ============================================
+  # Build - Linux x86_64
+  # ============================================
+  build-manylinux-x86_64:
+    needs: [generate-license, lint-rust, lint-python]
+    name: ManyLinux x86_64
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+
+      - run: rm LICENSE.txt
+      - name: Download LICENSE.txt
+        uses: actions/download-artifact@v7
+        with:
+          name: python-wheel-license
+          path: .
+
+      - name: Setup Rust
+        uses: dtolnay/rust-toolchain@stable
+
+      - name: Cache Cargo
+        uses: Swatinem/rust-cache@v2
+        with:
+          key: ${{ inputs.build_mode }}
+
+      - uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+
+      - name: Build (release mode)
+        uses: PyO3/maturin-action@v1
+        if: inputs.build_mode == 'release'
+        with:
+          target: x86_64-unknown-linux-gnu
+          manylinux: "2_28"
+          args: --release --strip --features protoc,substrait --out dist
+          rustup-components: rust-std
+
+      - name: Build (debug mode)
+        uses: PyO3/maturin-action@v1
+        if: inputs.build_mode == 'debug'
+        with:
+          target: x86_64-unknown-linux-gnu
+          manylinux: "2_28"
+          args: --features protoc,substrait --out dist
+          rustup-components: rust-std
+
+      - name: Build FFI test library
+        uses: PyO3/maturin-action@v1
+        with:
+          target: x86_64-unknown-linux-gnu
+          manylinux: "2_28"
+          working-directory: examples/datafusion-ffi-example
+          args: --out dist
+          rustup-components: rust-std
+
+      - run: cp examples/datafusion-ffi-example/dist/*.whl dist/
+
+      - name: Archive wheels
+        uses: actions/upload-artifact@v6
+        with:
+          name: dist-manylinux-x86_64
+          path: dist/*
+
+  # ============================================
+  # Build - Linux ARM64
+  # ============================================
+  build-manylinux-aarch64:
+    needs: [generate-license, lint-rust, lint-python]
+    name: ManyLinux arm64
+    runs-on: ubuntu-24.04-arm
+    steps:
+      - uses: actions/checkout@v6
+
+      - run: rm LICENSE.txt
+      - name: Download LICENSE.txt
+        uses: actions/download-artifact@v7
+        with:
+          name: python-wheel-license
+          path: .
+
+      - name: Setup Rust
+        uses: dtolnay/rust-toolchain@stable
+
+      - name: Cache Cargo
+        uses: Swatinem/rust-cache@v2
+        with:
+          key: ${{ inputs.build_mode }}
+
+      - uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+
+      - name: Build (release mode)
+        uses: PyO3/maturin-action@v1
+        if: inputs.build_mode == 'release'
+        with:
+          target: aarch64-unknown-linux-gnu
+          manylinux: "2_28"
+          args: --release --strip --features protoc,substrait --out dist
+          rustup-components: rust-std
+
+      - name: Build (debug mode)
+        uses: PyO3/maturin-action@v1
+        if: inputs.build_mode == 'debug'
+        with:
+          target: aarch64-unknown-linux-gnu
+          manylinux: "2_28"
+          args: --features protoc,substrait --out dist
+          rustup-components: rust-std
+
+      - name: Archive wheels
+        uses: actions/upload-artifact@v6
+        if: inputs.build_mode == 'release'
+        with:
+          name: dist-manylinux-aarch64
+          path: dist/*
+
+  # ============================================
+  # Build - macOS arm64 / Windows
+  # ============================================
   build-python-mac-win:
-    needs: [generate-license]
-    name: Mac/Win
+    needs: [generate-license, lint-rust, lint-python]
+    name: macOS arm64 & Windows
     runs-on: ${{ matrix.os }}
     strategy:
       fail-fast: false
@@ -79,10 +253,6 @@ jobs:
     steps:
       - uses: actions/checkout@v6
 
-      - uses: actions/setup-python@v6
-        with:
-          python-version: ${{ matrix.python-version }}
-
       - uses: dtolnay/rust-toolchain@stable
 
       - run: rm LICENSE.txt
@@ -92,20 +262,38 @@ jobs:
           name: python-wheel-license
           path: .
 
+      - name: Cache Cargo
+        uses: Swatinem/rust-cache@v2
+        with:
+          key: ${{ inputs.build_mode }}
+
+      - uses: astral-sh/setup-uv@v7
+        with:
+          enable-cache: true
+
       - name: Install Protoc
         uses: arduino/setup-protoc@v3
         with:
           version: "27.4"
           repo-token: ${{ secrets.GITHUB_TOKEN }}
 
-      - uses: astral-sh/setup-uv@v7
-        with:
-            enable-cache: true
+      - name: Install dependencies
+        run: uv sync --dev --no-install-package datafusion
 
-      - name: Build Python package
-        run: |
-          uv sync --dev --no-install-package datafusion
-          uv run --no-project maturin build --release --strip --features substrait
+      # Run clippy BEFORE maturin so we can avoid rebuilding. The features must match
+      # exactly the features used by maturin. Linux maturin builds need to happen in a
+      # container so only run this for our mac runner.
+      - name: Run Clippy
+        if: matrix.os != 'windows-latest'
+        run: cargo clippy --no-deps --all-targets --features substrait -- -D warnings
+
+      - name: Build Python package (release mode)
+        if: inputs.build_mode == 'release'
+        run: uv run --no-project maturin build --release --strip --features substrait
+
+      - name: Build Python package (debug mode)
+        if: inputs.build_mode != 'release'
+        run: uv run --no-project maturin build --features substrait
 
       - name: List Windows wheels
         if: matrix.os == 'windows-latest'
@@ -120,13 +308,17 @@ jobs:
 
       - name: Archive wheels
         uses: actions/upload-artifact@v6
+        if: inputs.build_mode == 'release'
         with:
           name: dist-${{ matrix.os  }}
           path: target/wheels/*
 
+  # ============================================
+  # Build - macOS x86_64 (release only)
+  # ============================================
   build-macos-x86_64:
-    needs: [generate-license]
-    name: Mac x86_64
+    if: inputs.build_mode == 'release'
+    needs: [generate-license, lint-rust, lint-python]
     runs-on: macos-15-intel
     strategy:
       fail-fast: false
@@ -135,10 +327,6 @@ jobs:
     steps:
       - uses: actions/checkout@v6
 
-      - uses: actions/setup-python@v6
-        with:
-          python-version: ${{ matrix.python-version }}
-
       - uses: dtolnay/rust-toolchain@stable
 
       - run: rm LICENSE.txt
@@ -148,19 +336,26 @@ jobs:
           name: python-wheel-license
           path: .
 
+      - name: Cache Cargo
+        uses: Swatinem/rust-cache@v2
+        with:
+          key: ${{ inputs.build_mode }}
+
+      - uses: astral-sh/setup-uv@v7
+        with:
+          enable-cache: true
+
       - name: Install Protoc
         uses: arduino/setup-protoc@v3
         with:
           version: "27.4"
           repo-token: ${{ secrets.GITHUB_TOKEN }}
 
-      - uses: astral-sh/setup-uv@v7
-        with:
-            enable-cache: true
+      - name: Install dependencies
+        run: uv sync --dev --no-install-package datafusion
 
-      - name: Build Python package
+      - name: Build (release mode)
         run: |
-          uv sync --dev --no-install-package datafusion
           uv run --no-project maturin build --release --strip --features substrait
 
       - name: List Mac wheels
@@ -172,68 +367,14 @@ jobs:
           name: dist-macos-aarch64
           path: target/wheels/*
 
-  build-manylinux-x86_64:
-    needs: [generate-license]
-    name: Manylinux x86_64
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v6
-      - run: rm LICENSE.txt
-      - name: Download LICENSE.txt
-        uses: actions/download-artifact@v7
-        with:
-          name: python-wheel-license
-          path: .
-      - run: cat LICENSE.txt
-      - name: Build wheels
-        uses: PyO3/maturin-action@v1
-        env:
-          RUST_BACKTRACE: 1
-        with:
-          rust-toolchain: nightly
-          target: x86_64
-          manylinux: auto
-          rustup-components: rust-std rustfmt # Keep them in one line due to https://github.com/PyO3/maturin-action/issues/153
-          args: --release --manylinux 2014 --features protoc,substrait
-      - name: Archive wheels
-        uses: actions/upload-artifact@v6
-        with:
-          name: dist-manylinux-x86_64
-          path: target/wheels/*
-
-  build-manylinux-aarch64:
-    needs: [generate-license]
-    name: Manylinux arm64
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v6
-      - run: rm LICENSE.txt
-      - name: Download LICENSE.txt
-        uses: actions/download-artifact@v7
-        with:
-          name: python-wheel-license
-          path: .
-      - run: cat LICENSE.txt
-      - name: Build wheels
-        uses: PyO3/maturin-action@v1
-        env:
-          RUST_BACKTRACE: 1
-        with:
-          rust-toolchain: nightly
-          target: aarch64
-          # Use manylinux_2_28-cross because the manylinux2014-cross has GCC 4.8.5, which causes the build to fail
-          manylinux: 2_28
-          rustup-components: rust-std rustfmt # Keep them in one line due to https://github.com/PyO3/maturin-action/issues/153
-          args: --release --features protoc,substrait
-      - name: Archive wheels
-        uses: actions/upload-artifact@v6
-        with:
-          name: dist-manylinux-aarch64
-          path: target/wheels/*
+  # ============================================
+  # Build - Source Distribution
+  # ============================================
 
   build-sdist:
     needs: [generate-license]
     name: Source distribution
+    if: inputs.build_mode == 'release'
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v6
@@ -253,16 +394,22 @@ jobs:
           args: --release --sdist --out dist --features protoc,substrait
       - name: Assert sdist build does not generate wheels
         run: |
-            if [ "$(ls -A target/wheels)" ]; then
-              echo "Error: Sdist build generated wheels"
-              exit 1
-            else
-              echo "Directory is clean"
-            fi
+          if [ "$(ls -A target/wheels)" ]; then
+            echo "Error: Sdist build generated wheels"
+            exit 1
+          else
+            echo "Directory is clean"
+          fi
         shell: bash
-  
+
+  # ============================================
+  # Build - Source Distribution
+  # ============================================
+
   merge-build-artifacts:
     runs-on: ubuntu-latest
+    name: Merge build artifacts
+    if: inputs.build_mode == 'release'
     needs:
       - build-python-mac-win
       - build-macos-x86_64
@@ -276,6 +423,9 @@ jobs:
           name: dist
           pattern: dist-*
 
+  # ============================================
+  # Build - Documentation
+  # ============================================
   # Documentation build job that runs after wheels are built
   build-docs:
     name: Build docs
@@ -312,7 +462,7 @@ jobs:
       - name: Setup Python
         uses: actions/setup-python@v6
         with:
-          python-version: "3.11"
+          python-version: "3.10"
 
       - name: Install dependencies
         uses: astral-sh/setup-uv@v7
@@ -326,20 +476,21 @@ jobs:
           name: dist-manylinux-x86_64
           path: wheels/
 
-      # Install from the pre-built wheel
-      - name: Install from pre-built wheel
+      # Install from the pre-built wheels
+      - name: Install from pre-built wheels
         run: |
           set -x
           uv venv
           # Install documentation dependencies
           uv sync --dev --no-install-package datafusion --group docs
-          # Install the pre-built wheel
-          WHEEL=$(find wheels/ -name "*.whl" | head -1)
-          if [ -n "$WHEEL" ]; then
-            echo "Installing wheel: $WHEEL"
-            uv pip install "$WHEEL"
+          # Install all pre-built wheels
+          WHEELS=$(find wheels/ -name "*.whl")
+          if [ -n "$WHEELS" ]; then
+            echo "Installing wheels:"
+            echo "$WHEELS"
+            uv pip install wheels/*.whl
           else
-            echo "ERROR: No wheel found!"
+            echo "ERROR: No wheels found!"
             exit 1
           fi
 
@@ -368,16 +519,3 @@ jobs:
             git commit -m 'Publish built docs triggered by ${{ github.sha }}'
             git push || git push --force
           fi
-
-  # NOTE: PyPI publish needs to be done manually for now after release passed the vote
-  # release:
-  #   name: Publish in PyPI
-  #   needs: [build-manylinux, build-python-mac-win]
-  #   runs-on: ubuntu-latest
-  #   steps:
-  #     - uses: actions/download-artifact@v7
-  #     - name: Publish to PyPI
-  #       uses: pypa/gh-action-pypi-publish@master
-  #       with:
-  #         user: __token__
-  #         password: ${{ secrets.pypi_password }}
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 000000000..ab284b522
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,41 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# CI workflow for pull requests - runs tests in DEBUG mode for faster feedback
+
+name: CI
+
+on:
+  pull_request:
+    branches: ["main"]
+
+concurrency:
+  group: ${{ github.repository }}-${{ github.head_ref || github.sha }}-${{ github.workflow }}
+  cancel-in-progress: true
+
+jobs:
+  build:
+    uses: ./.github/workflows/build.yml
+    with:
+      build_mode: debug
+      run_wheels: false
+    secrets: inherit
+
+  test:
+    needs: build
+    uses: ./.github/workflows/test.yml
+    secrets: inherit
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 000000000..bddc89eac
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,49 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# Release workflow - runs tests in RELEASE mode and builds distribution wheels
+# Triggered on:
+#   - Merges to main
+#   - Release candidate tags (*-rc*)
+#   - Release tags (e.g., 45.0.0)
+
+name: Release Build
+
+on:
+  push:
+    branches:
+      - "main"
+    tags:
+      - "*-rc*"      # Release candidates (e.g., 45.0.0-rc1)
+      - "[0-9]+.*"   # Release tags (e.g., 45.0.0)
+
+concurrency:
+  group: ${{ github.repository }}-${{ github.head_ref || github.sha }}-${{ github.workflow }}
+  cancel-in-progress: true
+
+jobs:
+  build:
+    uses: ./.github/workflows/build.yml
+    with:
+      build_mode: release
+      run_wheels: true
+    secrets: inherit
+
+  test:
+    needs: build
+    uses: ./.github/workflows/test.yml
+    secrets: inherit
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yml
similarity index 76%
rename from .github/workflows/test.yaml
rename to .github/workflows/test.yml
index df4d8fcda..6fd6b02a4 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yml
@@ -15,16 +15,13 @@
 # specific language governing permissions and limitations
 # under the License.
 
-name: Python test
-on:
-  push:
-    branches: [main]
-  pull_request:
-    branches: [main]
+# Reusable workflow for running tests
+# This ensures the same tests run for both debug (PRs) and release (main/tags) builds
+
+name: Test
 
-concurrency:
-  group: ${{ github.repository }}-${{ github.head_ref || github.sha }}-${{ github.workflow }}
-  cancel-in-progress: true
+on:
+  workflow_call:
 
 jobs:
   test-matrix:
@@ -50,7 +47,7 @@ jobs:
           EXAMPLE_VERSION=$(grep -A 1 "name = \"datafusion-common\"" examples/datafusion-ffi-example/Cargo.lock | grep "version = " | head -1 | sed 's/.*version = "\(.*\)"/\1/')
           echo "Main crate datafusion version: $MAIN_VERSION"
           echo "FFI example datafusion version: $EXAMPLE_VERSION"
-          
+
           if [ "$MAIN_VERSION" != "$EXAMPLE_VERSION" ]; then
             echo "❌ Error: FFI example datafusion versions don't match!"
             exit 1
@@ -59,8 +56,6 @@ jobs:
       - name: Setup Rust Toolchain
         uses: dtolnay/rust-toolchain@stable
         id: rust-toolchain
-        with:
-          components: clippy,rustfmt
 
       - name: Install Protoc
         uses: arduino/setup-protoc@v3
@@ -79,28 +74,46 @@ jobs:
           path: ~/.cargo
           key: cargo-cache-${{ steps.rust-toolchain.outputs.cachekey }}-${{ hashFiles('Cargo.lock') }}
 
-      - name: Run Clippy
-        if: ${{ matrix.python-version == '3.10' && matrix.toolchain == 'stable' }}
-        run: cargo clippy --all-targets --all-features -- -D clippy::all -D warnings -A clippy::redundant_closure
-
-      - name: Install dependencies and build
+      - name: Install dependencies
         uses: astral-sh/setup-uv@v7
         with:
             enable-cache: true
 
+      # Download the Linux wheel built in the build workflow
+      - name: Download pre-built Linux wheel
+        uses: actions/download-artifact@v7
+        with:
+          name: dist-manylinux-x86_64
+          path: wheels/
+
+      # Install from the pre-built wheels
+      - name: Install from pre-built wheels
+        run: |
+          set -x
+          uv venv
+          # Install development dependencies
+          uv sync --dev --no-install-package datafusion
+          # Install all pre-built wheels
+          WHEELS=$(find wheels/ -name "*.whl")
+          if [ -n "$WHEELS" ]; then
+            echo "Installing wheels:"
+            echo "$WHEELS"
+            uv pip install wheels/*.whl
+          else
+            echo "ERROR: No wheels found!"
+            exit 1
+          fi
+
       - name: Run tests
         env:
           RUST_BACKTRACE: 1
         run: |
           git submodule update --init
-          uv sync --dev --no-install-package datafusion
-          uv run --no-project maturin develop --uv
-          uv run --no-project pytest -v .
+          uv run --no-project pytest -v . --import-mode=importlib
 
       - name: FFI unit tests
         run: |
           cd examples/datafusion-ffi-example
-          uv run --no-project maturin develop --uv
           uv run --no-project pytest python/tests/_test*.py
 
       - name: Cache the generated dataset
@@ -121,19 +134,3 @@ jobs:
           cd examples/tpch
           uv run --no-project python convert_data_to_parquet.py
           uv run --no-project pytest _tests.py
-
-  nightly-fmt:
-    runs-on: ubuntu-latest
-
-    steps:
-      - uses: actions/checkout@v6
-
-      - name: Setup Rust Toolchain
-        uses: dtolnay/rust-toolchain@stable
-        id: rust-toolchain
-        with:
-          toolchain: "nightly"
-          components: clippy,rustfmt
-
-      - name: Check Formatting
-        run: cargo +nightly fmt -- --check
diff --git a/Cargo.toml b/Cargo.toml
index af2ffb012..f4e8575c3 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -27,13 +27,13 @@ license = "Apache-2.0"
 edition = "2021"
 rust-version = "1.78"
 include = [
-    "/src",
-    "/datafusion",
-    "/LICENSE.txt",
-    "build.rs",
-    "pyproject.toml",
-    "Cargo.toml",
-    "Cargo.lock",
+  "/src",
+  "/datafusion",
+  "/LICENSE.txt",
+  "build.rs",
+  "pyproject.toml",
+  "Cargo.toml",
+  "Cargo.lock",
 ]
 
 [features]
@@ -43,15 +43,15 @@ substrait = ["dep:datafusion-substrait"]
 
 [dependencies]
 tokio = { version = "1.47", features = [
-    "macros",
-    "rt",
-    "rt-multi-thread",
-    "sync",
+  "macros",
+  "rt",
+  "rt-multi-thread",
+  "sync",
 ] }
 pyo3 = { version = "0.26", features = [
-    "extension-module",
-    "abi3",
-    "abi3-py310",
+  "extension-module",
+  "abi3",
+  "abi3-py310",
 ] }
 pyo3-async-runtimes = { version = "0.26", features = ["tokio-runtime"] }
 pyo3-log = "0.13.2"
@@ -64,16 +64,16 @@ datafusion-ffi = { version = "52" }
 prost = "0.14.1" # keep in line with `datafusion-substrait`
 uuid = { version = "1.18", features = ["v4"] }
 mimalloc = { version = "0.1", optional = true, default-features = false, features = [
-    "local_dynamic_tls",
+  "local_dynamic_tls",
 ] }
 async-trait = "0.1.89"
 futures = "0.3"
 cstr = "0.2"
 object_store = { version = "0.12.4", features = [
-    "aws",
-    "gcp",
-    "azure",
-    "http",
+  "aws",
+  "gcp",
+  "azure",
+  "http",
 ] }
 url = "2"
 log = "0.4.27"
diff --git a/dev/create_license.py b/dev/create_license.py
index a28a0abec..acbf8587c 100644
--- a/dev/create_license.py
+++ b/dev/create_license.py
@@ -22,11 +22,9 @@
 import subprocess
 from pathlib import Path
 
-subprocess.check_output(["cargo", "install", "cargo-license"])
 data = subprocess.check_output(
     [
-        "cargo",
-        "license",
+        "cargo-license",
         "--avoid-build-deps",
         "--avoid-dev-deps",
         "--do-not-bundle",
diff --git a/examples/datafusion-ffi-example/.cargo/config.toml b/examples/datafusion-ffi-example/.cargo/config.toml
index 91a099a61..af951327f 100644
--- a/examples/datafusion-ffi-example/.cargo/config.toml
+++ b/examples/datafusion-ffi-example/.cargo/config.toml
@@ -1,12 +1,5 @@
 [target.x86_64-apple-darwin]
-rustflags = [
-  "-C", "link-arg=-undefined",
-  "-C", "link-arg=dynamic_lookup",
-]
+rustflags = ["-C", "link-arg=-undefined", "-C", "link-arg=dynamic_lookup"]
 
 [target.aarch64-apple-darwin]
-rustflags = [
-  "-C", "link-arg=-undefined",
-  "-C", "link-arg=dynamic_lookup",
-]
-
+rustflags = ["-C", "link-arg=-undefined", "-C", "link-arg=dynamic_lookup"]
diff --git a/examples/datafusion-ffi-example/Cargo.toml b/examples/datafusion-ffi-example/Cargo.toml
index e6708fce8..d54add58b 100644
--- a/examples/datafusion-ffi-example/Cargo.toml
+++ b/examples/datafusion-ffi-example/Cargo.toml
@@ -21,14 +21,18 @@ version = "0.2.0"
 edition = "2021"
 
 [dependencies]
-datafusion-catalog = { version = "52" , default-features = false }
-datafusion-common = { version = "52" , default-features = false }
-datafusion-functions-aggregate = { version = "52"  }
-datafusion-functions-window = { version = "52"  }
-datafusion-expr = { version = "52"  }
+datafusion-catalog = { version = "52", default-features = false }
+datafusion-common = { version = "52", default-features = false }
+datafusion-functions-aggregate = { version = "52" }
+datafusion-functions-window = { version = "52" }
+datafusion-expr = { version = "52" }
 datafusion-ffi = { version = "52" }
 
-pyo3 = { version = "0.26", features = ["extension-module", "abi3", "abi3-py39"] }
+pyo3 = { version = "0.26", features = [
+  "extension-module",
+  "abi3",
+  "abi3-py39",
+] }
 arrow = { version = "57" }
 arrow-array = { version = "57" }
 arrow-schema = { version = "57" }
diff --git a/examples/datafusion-ffi-example/pyproject.toml b/examples/datafusion-ffi-example/pyproject.toml
index 0c54df95c..7f85e9487 100644
--- a/examples/datafusion-ffi-example/pyproject.toml
+++ b/examples/datafusion-ffi-example/pyproject.toml
@@ -23,9 +23,9 @@ build-backend = "maturin"
 name = "datafusion_ffi_example"
 requires-python = ">=3.9"
 classifiers = [
-    "Programming Language :: Rust",
-    "Programming Language :: Python :: Implementation :: CPython",
-    "Programming Language :: Python :: Implementation :: PyPy",
+  "Programming Language :: Rust",
+  "Programming Language :: Python :: Implementation :: CPython",
+  "Programming Language :: Python :: Implementation :: PyPy",
 ]
 dynamic = ["version"]
 
diff --git a/pyproject.toml b/pyproject.toml
index 497943a34..d315dbe19 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,26 +27,26 @@ license = { file = "LICENSE.txt" }
 requires-python = ">=3.10"
 keywords = ["datafusion", "dataframe", "rust", "query-engine"]
 classifiers = [
-    "Development Status :: 2 - Pre-Alpha",
-    "Intended Audience :: Developers",
-    "License :: OSI Approved :: Apache Software License",
-    "License :: OSI Approved",
-    "Operating System :: MacOS",
-    "Operating System :: Microsoft :: Windows",
-    "Operating System :: POSIX :: Linux",
-    "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.10",
-    "Programming Language :: Python :: 3.11",
-    "Programming Language :: Python :: 3.12",
-    "Programming Language :: Python :: 3.13",
-    "Programming Language :: Python :: 3.14",
-    "Programming Language :: Python",
-    "Programming Language :: Rust",
+  "Development Status :: 2 - Pre-Alpha",
+  "Intended Audience :: Developers",
+  "License :: OSI Approved :: Apache Software License",
+  "License :: OSI Approved",
+  "Operating System :: MacOS",
+  "Operating System :: Microsoft :: Windows",
+  "Operating System :: POSIX :: Linux",
+  "Programming Language :: Python :: 3",
+  "Programming Language :: Python :: 3.10",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+  "Programming Language :: Python :: 3.13",
+  "Programming Language :: Python :: 3.14",
+  "Programming Language :: Python",
+  "Programming Language :: Rust",
 ]
 dependencies = [
-    "pyarrow>=16.0.0;python_version<'3.14'",
-    "pyarrow>=22.0.0;python_version>='3.14'",
-    "typing-extensions;python_version<'3.13'"
+  "pyarrow>=16.0.0;python_version<'3.14'",
+  "pyarrow>=22.0.0;python_version>='3.14'",
+  "typing-extensions;python_version<'3.13'",
 ]
 dynamic = ["version"]
 
@@ -73,23 +73,23 @@ asyncio_default_fixture_loop_scope = "function"
 
 # Enable docstring linting using the google style guide
 [tool.ruff.lint]
-select = ["ALL" ]
+select = ["ALL"]
 ignore = [
-    "A001",    # Allow using words like min as variable names
-    "A002",    # Allow using words like filter as variable names
-    "ANN401",  # Allow Any for wrapper classes
-    "COM812",  # Recommended to ignore these rules when using with ruff-format
-    "FIX002",  # Allow TODO lines - consider removing at some point
-    "FBT001",  # Allow boolean positional args
-    "FBT002",  # Allow boolean positional args
-    "ISC001",  # Recommended to ignore these rules when using with ruff-format
-    "SLF001",  # Allow accessing private members
-    "TD002",   # Do not require author names in TODO statements
-    "TD003",   # Allow TODO lines
-    "PLR0913", # Allow many arguments in function definition
-    "PD901",   # Allow variable name df
-    "N812",    # Allow importing functions as `F`
-    "A005",    # Allow module named io
+  "A001",    # Allow using words like min as variable names
+  "A002",    # Allow using words like filter as variable names
+  "ANN401",  # Allow Any for wrapper classes
+  "COM812",  # Recommended to ignore these rules when using with ruff-format
+  "FIX002",  # Allow TODO lines - consider removing at some point
+  "FBT001",  # Allow boolean positional args
+  "FBT002",  # Allow boolean positional args
+  "ISC001",  # Recommended to ignore these rules when using with ruff-format
+  "SLF001",  # Allow accessing private members
+  "TD002",   # Do not require author names in TODO statements
+  "TD003",   # Allow TODO lines
+  "PLR0913", # Allow many arguments in function definition
+  "PD901",   # Allow variable name df
+  "N812",    # Allow importing functions as `F`
+  "A005",    # Allow module named io
 ]
 
 [tool.ruff.lint.pydocstyle]
@@ -104,61 +104,96 @@ extend-allowed-calls = ["lit", "datafusion.lit"]
 # Disable docstring checking for these directories
 [tool.ruff.lint.per-file-ignores]
 "python/tests/*" = [
-    "ANN",
-    "ARG",
-    "BLE001",
-    "D",
-    "S101",
-    "SLF",
-    "PD",
-    "PLR2004",
-    "PT011",
-    "RUF015",
-    "S608",
-    "PLR0913",
-    "PT004",
+  "ANN",
+  "ARG",
+  "BLE001",
+  "D",
+  "S101",
+  "SLF",
+  "PD",
+  "PLR2004",
+  "PT011",
+  "RUF015",
+  "S608",
+  "PLR0913",
+  "PT004",
+]
+"examples/*" = [
+  "D",
+  "W505",
+  "E501",
+  "T201",
+  "S101",
+  "PLR2004",
+  "ANN001",
+  "ANN202",
+  "INP001",
+  "DTZ007",
+  "RUF015",
+]
+"dev/*" = [
+  "D",
+  "E",
+  "T",
+  "S",
+  "PLR",
+  "C",
+  "SIM",
+  "UP",
+  "EXE",
+  "N817",
+  "ERA001",
+  "ANN001",
+]
+"benchmarks/*" = [
+  "D",
+  "F",
+  "T",
+  "BLE",
+  "FURB",
+  "PLR",
+  "E",
+  "TD",
+  "TRY",
+  "S",
+  "SIM",
+  "EXE",
+  "UP",
+  "ERA001",
+  "ANN001",
+  "INP001",
 ]
-"examples/*" = ["D", "W505", "E501", "T201", "S101", "PLR2004", "ANN001", "ANN202", "INP001", "DTZ007", "RUF015"]
-"dev/*" = ["D", "E", "T", "S", "PLR", "C", "SIM", "UP", "EXE", "N817", "ERA001", "ANN001"]
-"benchmarks/*" = ["D", "F", "T", "BLE", "FURB", "PLR", "E", "TD", "TRY", "S", "SIM", "EXE", "UP", "ERA001", "ANN001", "INP001"]
 "docs/*" = ["D"]
 "docs/source/conf.py" = ["ERA001", "ANN001", "INP001"]
 
 [tool.codespell]
-skip = [
-    "./target",
-    "uv.lock",
-    "./python/tests/test_functions.py"
-]
+skip = ["./target", "uv.lock", "./python/tests/test_functions.py"]
 count = true
-ignore-words-list = [
-    "ans",
-    "IST"
-]
+ignore-words-list = ["ans", "IST"]
 
 [dependency-groups]
 dev = [
-    "maturin>=1.8.1",
-    "numpy>1.25.0;python_version<'3.14'",
-    "numpy>=2.3.2;python_version>='3.14'",
-    "pyarrow>=19.0.0",
-    "pre-commit>=4.3.0",
-    "pyyaml>=6.0.3",
-    "pytest>=7.4.4",
-    "pytest-asyncio>=0.23.3",
-    "ruff>=0.9.1",
-    "toml>=0.10.2",
-    "pygithub==2.5.0",
-    "codespell==2.4.1",
+  "maturin>=1.8.1",
+  "numpy>1.25.0;python_version<'3.14'",
+  "numpy>=2.3.2;python_version>='3.14'",
+  "pyarrow>=19.0.0",
+  "pre-commit>=4.3.0",
+  "pyyaml>=6.0.3",
+  "pytest>=7.4.4",
+  "pytest-asyncio>=0.23.3",
+  "ruff>=0.9.1",
+  "toml>=0.10.2",
+  "pygithub==2.5.0",
+  "codespell==2.4.1",
 ]
 docs = [
-    "sphinx>=7.1.2",
-    "pydata-sphinx-theme==0.8.0",
-    "myst-parser>=3.0.1",
-    "jinja2>=3.1.5",
-    "ipython>=8.12.3",
-    "pandas>=2.0.3",
-    "pickleshare>=0.7.5",
-    "sphinx-autoapi>=3.4.0",
-    "setuptools>=75.3.0",
+  "sphinx>=7.1.2",
+  "pydata-sphinx-theme==0.8.0",
+  "myst-parser>=3.0.1",
+  "jinja2>=3.1.5",
+  "ipython>=8.12.3",
+  "pandas>=2.0.3",
+  "pickleshare>=0.7.5",
+  "sphinx-autoapi>=3.4.0",
+  "setuptools>=75.3.0",
 ]

From 95b4a00f7a315aa4d463566ad9096242da086211 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 11 Feb 2026 11:36:56 -0500
Subject: [PATCH 39/65] Remove the FFI test wheel from the distribution
 artifact (#1378)

---
 .github/workflows/build.yml | 8 ++++++--
 .github/workflows/test.yml  | 7 +++++++
 2 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8aeb86f10..b86b37c6e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -176,14 +176,18 @@ jobs:
           args: --out dist
           rustup-components: rust-std
 
-      - run: cp examples/datafusion-ffi-example/dist/*.whl dist/
-
       - name: Archive wheels
         uses: actions/upload-artifact@v6
         with:
           name: dist-manylinux-x86_64
           path: dist/*
 
+      - name: Archive FFI test wheel
+        uses: actions/upload-artifact@v6
+        with:
+          name: test-ffi-manylinux-x86_64
+          path: examples/datafusion-ffi-example/dist/*
+
   # ============================================
   # Build - Linux ARM64
   # ============================================
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 6fd6b02a4..c4bf833ec 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -86,6 +86,13 @@ jobs:
           name: dist-manylinux-x86_64
           path: wheels/
 
+      # Download the FFI test wheel
+      - name: Download pre-built FFI test wheel
+        uses: actions/download-artifact@v7
+        with:
+          name: test-ffi-manylinux-x86_64
+          path: wheels/
+
       # Install from the pre-built wheels
       - name: Install from pre-built wheels
         run: |

From 08a8dc04aabc46b10b6eaa72038b788f0863d2de Mon Sep 17 00:00:00 2001
From: Daniel Mesejo <mesejoleon@gmail.com>
Date: Wed, 11 Feb 2026 19:30:45 +0100
Subject: [PATCH 40/65] fix: mangled errors (#1377)

closes #1226
---
 python/tests/test_catalog.py | 33 +++++++++++++++++++++++++++++++++
 python/tests/test_sql.py     |  5 ++++-
 src/catalog.rs               |  3 ++-
 src/context.rs               |  7 +++++--
 src/errors.rs                | 12 +++++++++++-
 5 files changed, 55 insertions(+), 5 deletions(-)

diff --git a/python/tests/test_catalog.py b/python/tests/test_catalog.py
index dd4c82469..71c08da26 100644
--- a/python/tests/test_catalog.py
+++ b/python/tests/test_catalog.py
@@ -81,6 +81,12 @@ def table_exist(self, name: str) -> bool:
         return name in self.tables
 
 
+class CustomErrorSchemaProvider(CustomSchemaProvider):
+    def table(self, name: str) -> Table | None:
+        message = f"{name} is not an acceptable name"
+        raise ValueError(message)
+
+
 class CustomCatalogProvider(dfn.catalog.CatalogProvider):
     def __init__(self):
         self.schemas = {"my_schema": CustomSchemaProvider()}
@@ -219,6 +225,33 @@ def test_schema_register_table_with_pyarrow_dataset(ctx: SessionContext):
         schema.deregister_table(table_name)
 
 
+def test_exception_not_mangled(ctx: SessionContext):
+    """Test registering all python providers and running a query against them."""
+
+    catalog_name = "custom_catalog"
+    schema_name = "custom_schema"
+
+    ctx.register_catalog_provider(catalog_name, CustomCatalogProvider())
+
+    catalog = ctx.catalog(catalog_name)
+
+    # Clean out previous schemas if they exist so we can start clean
+    for schema_name in catalog.schema_names():
+        catalog.deregister_schema(schema_name, cascade=False)
+
+    catalog.register_schema(schema_name, CustomErrorSchemaProvider())
+
+    schema = catalog.schema(schema_name)
+
+    for table_name in schema.table_names():
+        schema.deregister_table(table_name)
+
+    schema.register_table("test_table", create_dataset())
+
+    with pytest.raises(ValueError, match="^test_table is not an acceptable name$"):
+        ctx.sql(f"select * from {catalog_name}.{schema_name}.test_table")
+
+
 def test_in_end_to_end_python_providers(ctx: SessionContext):
     """Test registering all python providers and running a query against them."""
 
diff --git a/python/tests/test_sql.py b/python/tests/test_sql.py
index 48c374660..12710cf08 100644
--- a/python/tests/test_sql.py
+++ b/python/tests/test_sql.py
@@ -29,7 +29,10 @@
 
 
 def test_no_table(ctx):
-    with pytest.raises(Exception, match="DataFusion error"):
+    with pytest.raises(
+        ValueError,
+        match="^Error during planning: table 'datafusion.public.b' not found$",
+    ):
         ctx.sql("SELECT a FROM b").collect()
 
 
diff --git a/src/catalog.rs b/src/catalog.rs
index b5b983970..d10d5b8b3 100644
--- a/src/catalog.rs
+++ b/src/catalog.rs
@@ -364,7 +364,8 @@ impl SchemaProvider for RustWrappedPySchemaProvider {
         &self,
         name: &str,
     ) -> datafusion::common::Result<Option<Arc<dyn TableProvider>>, DataFusionError> {
-        self.table_inner(name).map_err(to_datafusion_err)
+        self.table_inner(name)
+            .map_err(|e| DataFusionError::External(Box::new(e)))
     }
 
     fn register_table(
diff --git a/src/context.rs b/src/context.rs
index 89bbe9344..fc3d595c1 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -65,7 +65,9 @@ use crate::catalog::{
 use crate::common::data_type::PyScalarValue;
 use crate::dataframe::PyDataFrame;
 use crate::dataset::Dataset;
-use crate::errors::{py_datafusion_err, PyDataFusionError, PyDataFusionResult};
+use crate::errors::{
+    from_datafusion_error, py_datafusion_err, PyDataFusionError, PyDataFusionResult,
+};
 use crate::expr::sort_expr::PySortExpr;
 use crate::options::PyCsvReadOptions;
 use crate::physical_plan::PyExecutionPlan;
@@ -465,7 +467,8 @@ impl PySessionContext {
 
         let mut df = wait_for_future(py, async {
             self.ctx.sql_with_options(&query, options).await
-        })??;
+        })?
+        .map_err(from_datafusion_error)?;
 
         if !param_values.is_empty() {
             df = df.with_param_values(param_values)?;
diff --git a/src/errors.rs b/src/errors.rs
index d1b518042..108072101 100644
--- a/src/errors.rs
+++ b/src/errors.rs
@@ -22,7 +22,7 @@ use std::fmt::Debug;
 use datafusion::arrow::error::ArrowError;
 use datafusion::error::DataFusionError as InnerDataFusionError;
 use prost::EncodeError;
-use pyo3::exceptions::PyException;
+use pyo3::exceptions::{PyException, PyValueError};
 use pyo3::PyErr;
 
 pub type PyDataFusionResult<T> = std::result::Result<T, PyDataFusionError>;
@@ -96,3 +96,13 @@ pub fn py_unsupported_variant_err(e: impl Debug) -> PyErr {
 pub fn to_datafusion_err(e: impl Debug) -> InnerDataFusionError {
     InnerDataFusionError::Execution(format!("{e:?}"))
 }
+
+pub fn from_datafusion_error(err: InnerDataFusionError) -> PyErr {
+    match err {
+        InnerDataFusionError::External(boxed) => match boxed.downcast::<PyErr>() {
+            Ok(py_err) => *py_err,
+            Err(original_boxed) => PyValueError::new_err(format!("{original_boxed}")),
+        },
+        _ => PyValueError::new_err(format!("{err}")),
+    }
+}

From 16f98ffaa1a82ef631405650ab89a1f0247aad7c Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 11 Feb 2026 15:33:46 -0500
Subject: [PATCH 41/65] chore: update rust 2024 edition (#1371)

* Cargo fmt on rust 2024

* Update example to rust2024
---
 Cargo.toml                                    |  4 +-
 examples/datafusion-ffi-example/Cargo.toml    |  2 +-
 .../src/aggregate_udf.rs                      |  2 +-
 .../src/catalog_provider.rs                   |  2 +-
 .../datafusion-ffi-example/src/scalar_udf.rs  |  4 +-
 .../src/table_function.rs                     |  2 +-
 .../src/table_provider.rs                     |  2 +-
 .../datafusion-ffi-example/src/window_udf.rs  |  2 +-
 src/array.rs                                  |  2 +-
 src/catalog.rs                                |  4 +-
 src/context.rs                                | 16 +++---
 src/dataframe.rs                              | 17 +++---
 src/dataset_exec.rs                           |  4 +-
 src/errors.rs                                 |  2 +-
 src/expr.rs                                   | 48 ++++++++++-------
 src/expr/aggregate.rs                         |  4 +-
 src/expr/analyze.rs                           |  2 +-
 src/expr/copy_to.rs                           |  2 +-
 src/expr/create_catalog.rs                    |  2 +-
 src/expr/create_catalog_schema.rs             |  2 +-
 src/expr/create_external_table.rs             |  2 +-
 src/expr/create_function.rs                   |  4 +-
 src/expr/create_index.rs                      |  2 +-
 src/expr/create_memory_table.rs               |  2 +-
 src/expr/create_view.rs                       |  2 +-
 src/expr/describe_table.rs                    |  2 +-
 src/expr/distinct.rs                          |  2 +-
 src/expr/dml.rs                               |  2 +-
 src/expr/drop_catalog_schema.rs               |  2 +-
 src/expr/drop_function.rs                     |  2 +-
 src/expr/drop_table.rs                        |  2 +-
 src/expr/drop_view.rs                         |  2 +-
 src/expr/empty_relation.rs                    |  2 +-
 src/expr/explain.rs                           |  4 +-
 src/expr/extension.rs                         |  2 +-
 src/expr/filter.rs                            |  4 +-
 src/expr/in_subquery.rs                       |  2 +-
 src/expr/join.rs                              |  4 +-
 src/expr/limit.rs                             |  2 +-
 src/expr/literal.rs                           |  2 +-
 src/expr/projection.rs                        |  6 +--
 src/expr/recursive_query.rs                   |  2 +-
 src/expr/repartition.rs                       |  4 +-
 src/expr/sort.rs                              |  2 +-
 src/expr/statement.rs                         |  4 +-
 src/expr/subquery.rs                          |  2 +-
 src/expr/subquery_alias.rs                    |  2 +-
 src/expr/table_scan.rs                        |  4 +-
 src/expr/union.rs                             |  2 +-
 src/expr/unnest.rs                            |  2 +-
 src/expr/values.rs                            |  4 +-
 src/expr/window.rs                            |  8 +--
 src/functions.rs                              | 54 ++++++++++++++-----
 src/options.rs                                |  2 +-
 src/physical_plan.rs                          |  2 +-
 src/pyarrow_filter_expression.rs              |  9 ++--
 src/record_batch.rs                           |  2 +-
 src/sql/util.rs                               |  2 +-
 src/substrait.rs                              |  2 +-
 src/table.rs                                  |  2 +-
 src/udaf.rs                                   |  4 +-
 src/udf.rs                                    |  4 +-
 src/udtf.rs                                   |  2 +-
 src/udwf.rs                                   |  4 +-
 src/unparser/mod.rs                           |  2 +-
 src/utils.rs                                  | 14 +++--
 66 files changed, 181 insertions(+), 139 deletions(-)

diff --git a/Cargo.toml b/Cargo.toml
index f4e8575c3..44bb88186 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -24,8 +24,8 @@ authors = ["Apache DataFusion <dev@datafusion.apache.org>"]
 description = "Apache DataFusion DataFrame and SQL Query Engine"
 readme = "README.md"
 license = "Apache-2.0"
-edition = "2021"
-rust-version = "1.78"
+edition = "2024"
+rust-version = "1.88"
 include = [
   "/src",
   "/datafusion",
diff --git a/examples/datafusion-ffi-example/Cargo.toml b/examples/datafusion-ffi-example/Cargo.toml
index d54add58b..15c11ea49 100644
--- a/examples/datafusion-ffi-example/Cargo.toml
+++ b/examples/datafusion-ffi-example/Cargo.toml
@@ -18,7 +18,7 @@
 [package]
 name = "datafusion-ffi-example"
 version = "0.2.0"
-edition = "2021"
+edition = "2024"
 
 [dependencies]
 datafusion-catalog = { version = "52", default-features = false }
diff --git a/examples/datafusion-ffi-example/src/aggregate_udf.rs b/examples/datafusion-ffi-example/src/aggregate_udf.rs
index 4eeb99232..276ad0275 100644
--- a/examples/datafusion-ffi-example/src/aggregate_udf.rs
+++ b/examples/datafusion-ffi-example/src/aggregate_udf.rs
@@ -25,7 +25,7 @@ use datafusion_expr::{Accumulator, AggregateUDF, AggregateUDFImpl, Signature};
 use datafusion_ffi::udaf::FFI_AggregateUDF;
 use datafusion_functions_aggregate::sum::Sum;
 use pyo3::types::PyCapsule;
-use pyo3::{pyclass, pymethods, Bound, PyResult, Python};
+use pyo3::{Bound, PyResult, Python, pyclass, pymethods};
 
 #[pyclass(name = "MySumUDF", module = "datafusion_ffi_example", subclass)]
 #[derive(Debug, Clone, Eq, PartialEq, Hash)]
diff --git a/examples/datafusion-ffi-example/src/catalog_provider.rs b/examples/datafusion-ffi-example/src/catalog_provider.rs
index aee23602f..3dc111cbc 100644
--- a/examples/datafusion-ffi-example/src/catalog_provider.rs
+++ b/examples/datafusion-ffi-example/src/catalog_provider.rs
@@ -30,7 +30,7 @@ use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
 use datafusion_ffi::catalog_provider_list::FFI_CatalogProviderList;
 use datafusion_ffi::schema_provider::FFI_SchemaProvider;
 use pyo3::types::PyCapsule;
-use pyo3::{pyclass, pymethods, Bound, PyAny, PyResult, Python};
+use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
 
 use crate::utils::ffi_logical_codec_from_pycapsule;
 
diff --git a/examples/datafusion-ffi-example/src/scalar_udf.rs b/examples/datafusion-ffi-example/src/scalar_udf.rs
index b3dd0591a..089d32d93 100644
--- a/examples/datafusion-ffi-example/src/scalar_udf.rs
+++ b/examples/datafusion-ffi-example/src/scalar_udf.rs
@@ -20,15 +20,15 @@ use std::sync::Arc;
 
 use arrow_array::{Array, BooleanArray};
 use arrow_schema::DataType;
-use datafusion_common::error::Result as DataFusionResult;
 use datafusion_common::ScalarValue;
+use datafusion_common::error::Result as DataFusionResult;
 use datafusion_expr::{
     ColumnarValue, ScalarFunctionArgs, ScalarUDF, ScalarUDFImpl, Signature, TypeSignature,
     Volatility,
 };
 use datafusion_ffi::udf::FFI_ScalarUDF;
 use pyo3::types::PyCapsule;
-use pyo3::{pyclass, pymethods, Bound, PyResult, Python};
+use pyo3::{Bound, PyResult, Python, pyclass, pymethods};
 
 #[pyclass(name = "IsNullUDF", module = "datafusion_ffi_example", subclass)]
 #[derive(Debug, Clone, PartialEq, Eq, Hash)]
diff --git a/examples/datafusion-ffi-example/src/table_function.rs b/examples/datafusion-ffi-example/src/table_function.rs
index 275759f68..1cddb9e35 100644
--- a/examples/datafusion-ffi-example/src/table_function.rs
+++ b/examples/datafusion-ffi-example/src/table_function.rs
@@ -22,7 +22,7 @@ use datafusion_common::error::Result as DataFusionResult;
 use datafusion_expr::Expr;
 use datafusion_ffi::udtf::FFI_TableFunction;
 use pyo3::types::PyCapsule;
-use pyo3::{pyclass, pymethods, Bound, PyAny, PyResult, Python};
+use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
 
 use crate::table_provider::MyTableProvider;
 use crate::utils::ffi_logical_codec_from_pycapsule;
diff --git a/examples/datafusion-ffi-example/src/table_provider.rs b/examples/datafusion-ffi-example/src/table_provider.rs
index a7138b054..887b2c671 100644
--- a/examples/datafusion-ffi-example/src/table_provider.rs
+++ b/examples/datafusion-ffi-example/src/table_provider.rs
@@ -24,7 +24,7 @@ use datafusion_common::error::{DataFusionError, Result as DataFusionResult};
 use datafusion_ffi::table_provider::FFI_TableProvider;
 use pyo3::exceptions::PyRuntimeError;
 use pyo3::types::PyCapsule;
-use pyo3::{pyclass, pymethods, Bound, PyAny, PyResult, Python};
+use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
 
 use crate::utils::ffi_logical_codec_from_pycapsule;
 
diff --git a/examples/datafusion-ffi-example/src/window_udf.rs b/examples/datafusion-ffi-example/src/window_udf.rs
index 187ea6846..f3f565234 100644
--- a/examples/datafusion-ffi-example/src/window_udf.rs
+++ b/examples/datafusion-ffi-example/src/window_udf.rs
@@ -25,7 +25,7 @@ use datafusion_expr::{PartitionEvaluator, Signature, WindowUDF, WindowUDFImpl};
 use datafusion_ffi::udwf::FFI_WindowUDF;
 use datafusion_functions_window::rank::rank_udwf;
 use pyo3::types::PyCapsule;
-use pyo3::{pyclass, pymethods, Bound, PyResult, Python};
+use pyo3::{Bound, PyResult, Python, pyclass, pymethods};
 
 #[pyclass(name = "MyRankUDF", module = "datafusion_ffi_example", subclass)]
 #[derive(Debug, Clone, Eq, PartialEq, Hash)]
diff --git a/src/array.rs b/src/array.rs
index 4dbd708cd..8be9a01e3 100644
--- a/src/array.rs
+++ b/src/array.rs
@@ -23,7 +23,7 @@ use arrow::ffi::{FFI_ArrowArray, FFI_ArrowSchema};
 use arrow::pyarrow::ToPyArrow;
 use pyo3::prelude::{PyAnyMethods, PyCapsuleMethods};
 use pyo3::types::PyCapsule;
-use pyo3::{pyclass, pymethods, Bound, PyAny, PyResult, Python};
+use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
 
 use crate::errors::PyDataFusionResult;
 use crate::utils::validate_pycapsule;
diff --git a/src/catalog.rs b/src/catalog.rs
index d10d5b8b3..29d95ea5d 100644
--- a/src/catalog.rs
+++ b/src/catalog.rs
@@ -29,13 +29,13 @@ use datafusion::datasource::TableProvider;
 use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_ffi::schema_provider::FFI_SchemaProvider;
+use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::PyKeyError;
 use pyo3::prelude::*;
 use pyo3::types::PyCapsule;
-use pyo3::IntoPyObjectExt;
 
 use crate::dataset::Dataset;
-use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionError, PyDataFusionResult};
+use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::table::PyTable;
 use crate::utils::{
     create_logical_extension_capsule, extract_logical_extension_codec, validate_pycapsule,
diff --git a/src/context.rs b/src/context.rs
index fc3d595c1..336ce0258 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -27,13 +27,14 @@ use datafusion::arrow::datatypes::{DataType, Schema, SchemaRef};
 use datafusion::arrow::pyarrow::PyArrowType;
 use datafusion::arrow::record_batch::RecordBatch;
 use datafusion::catalog::{CatalogProvider, CatalogProviderList};
-use datafusion::common::{exec_err, ScalarValue, TableReference};
+use datafusion::common::{ScalarValue, TableReference, exec_err};
 use datafusion::datasource::file_format::file_compression_type::FileCompressionType;
 use datafusion::datasource::file_format::parquet::ParquetFormat;
 use datafusion::datasource::listing::{
     ListingOptions, ListingTable, ListingTableConfig, ListingTableUrl,
 };
 use datafusion::datasource::{MemTable, TableProvider};
+use datafusion::execution::TaskContextProvider;
 use datafusion::execution::context::{
     DataFilePaths, SQLOptions, SessionConfig, SessionContext, TaskContext,
 };
@@ -42,7 +43,6 @@ use datafusion::execution::memory_pool::{FairSpillPool, GreedyMemoryPool, Unboun
 use datafusion::execution::options::ReadOptions;
 use datafusion::execution::runtime_env::RuntimeEnvBuilder;
 use datafusion::execution::session_state::SessionStateBuilder;
-use datafusion::execution::TaskContextProvider;
 use datafusion::prelude::{
     AvroReadOptions, CsvReadOptions, DataFrame, NdJsonReadOptions, ParquetReadOptions,
 };
@@ -52,10 +52,10 @@ use datafusion_ffi::execution::FFI_TaskContextProvider;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_proto::logical_plan::DefaultLogicalExtensionCodec;
 use object_store::ObjectStore;
+use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::{PyKeyError, PyValueError};
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyDict, PyList, PyTuple};
-use pyo3::IntoPyObjectExt;
 use url::Url;
 use uuid::Uuid;
 
@@ -66,7 +66,7 @@ use crate::common::data_type::PyScalarValue;
 use crate::dataframe::PyDataFrame;
 use crate::dataset::Dataset;
 use crate::errors::{
-    from_datafusion_error, py_datafusion_err, PyDataFusionError, PyDataFusionResult,
+    PyDataFusionError, PyDataFusionResult, from_datafusion_error, py_datafusion_err,
 };
 use crate::expr::sort_expr::PySortExpr;
 use crate::options::PyCsvReadOptions;
@@ -939,10 +939,10 @@ impl PySessionContext {
         match res {
             Ok(df) => Ok(PyDataFrame::new(df)),
             Err(e) => {
-                if let datafusion::error::DataFusionError::Plan(msg) = &e {
-                    if msg.contains("No table named") {
-                        return Err(PyKeyError::new_err(msg.to_string()));
-                    }
+                if let datafusion::error::DataFusionError::Plan(msg) = &e
+                    && msg.contains("No table named")
+                {
+                    return Err(PyKeyError::new_err(msg.to_string()));
                 }
                 Err(py_datafusion_err(e))
             }
diff --git a/src/dataframe.rs b/src/dataframe.rs
index 94105d7ea..fe039593d 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -20,7 +20,7 @@ use std::ffi::{CStr, CString};
 use std::str::FromStr;
 use std::sync::Arc;
 
-use arrow::array::{new_null_array, Array, ArrayRef, RecordBatch, RecordBatchReader};
+use arrow::array::{Array, ArrayRef, RecordBatch, RecordBatchReader, new_null_array};
 use arrow::compute::can_cast_types;
 use arrow::error::ArrowError;
 use arrow::ffi::FFI_ArrowSchema;
@@ -36,23 +36,23 @@ use datafusion::config::{CsvOptions, ParquetColumnOptions, ParquetOptions, Table
 use datafusion::dataframe::{DataFrame, DataFrameWriteOptions};
 use datafusion::error::DataFusionError;
 use datafusion::execution::SendableRecordBatchStream;
-use datafusion::logical_expr::dml::InsertOp;
 use datafusion::logical_expr::SortExpr;
+use datafusion::logical_expr::dml::InsertOp;
 use datafusion::parquet::basic::{BrotliLevel, Compression, GzipLevel, ZstdLevel};
 use datafusion::prelude::*;
 use futures::{StreamExt, TryStreamExt};
 use parking_lot::Mutex;
+use pyo3::PyErr;
 use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
 use pyo3::pybacked::PyBackedStr;
 use pyo3::types::{PyCapsule, PyList, PyTuple, PyTupleMethods};
-use pyo3::PyErr;
 
-use crate::errors::{py_datafusion_err, PyDataFusionError, PyDataFusionResult};
-use crate::expr::sort_expr::{to_sort_expressions, PySortExpr};
+use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err};
 use crate::expr::PyExpr;
+use crate::expr::sort_expr::{PySortExpr, to_sort_expressions};
 use crate::physical_plan::PyExecutionPlan;
-use crate::record_batch::{poll_next_batch, PyRecordBatchStream};
+use crate::record_batch::{PyRecordBatchStream, poll_next_batch};
 use crate::sql::logical::PyLogicalPlan;
 use crate::table::{PyTable, TempViewTable};
 use crate::utils::{
@@ -1328,7 +1328,10 @@ fn record_batch_into_schema(
             } else if field.is_nullable() {
                 data_arrays.push(new_null_array(desired_data_type, array_size));
             } else {
-                return Err(ArrowError::CastError(format!("Attempting to cast to non-nullable and non-castable field {} during schema projection.", field.name())));
+                return Err(ArrowError::CastError(format!(
+                    "Attempting to cast to non-nullable and non-castable field {} during schema projection.",
+                    field.name()
+                )));
             }
         } else {
             if !field.is_nullable() {
diff --git a/src/dataset_exec.rs b/src/dataset_exec.rs
index a83b10941..61e1544cd 100644
--- a/src/dataset_exec.rs
+++ b/src/dataset_exec.rs
@@ -24,8 +24,8 @@ use datafusion::arrow::pyarrow::PyArrowType;
 use datafusion::arrow::record_batch::RecordBatch;
 use datafusion::error::{DataFusionError as InnerDataFusionError, Result as DFResult};
 use datafusion::execution::context::TaskContext;
-use datafusion::logical_expr::utils::conjunction;
 use datafusion::logical_expr::Expr;
+use datafusion::logical_expr::utils::conjunction;
 use datafusion::physical_expr::{EquivalenceProperties, LexOrdering};
 use datafusion::physical_plan::execution_plan::{Boundedness, EmissionType};
 use datafusion::physical_plan::stream::RecordBatchStreamAdapter;
@@ -33,7 +33,7 @@ use datafusion::physical_plan::{
     DisplayAs, DisplayFormatType, ExecutionPlan, ExecutionPlanProperties, Partitioning,
     SendableRecordBatchStream, Statistics,
 };
-use futures::{stream, TryStreamExt};
+use futures::{TryStreamExt, stream};
 /// Implements a Datafusion physical ExecutionPlan that delegates to a PyArrow Dataset
 /// This actually performs the projection, filtering and scanning of a Dataset
 use pyo3::prelude::*;
diff --git a/src/errors.rs b/src/errors.rs
index 108072101..0d25c8847 100644
--- a/src/errors.rs
+++ b/src/errors.rs
@@ -22,8 +22,8 @@ use std::fmt::Debug;
 use datafusion::arrow::error::ArrowError;
 use datafusion::error::DataFusionError as InnerDataFusionError;
 use prost::EncodeError;
-use pyo3::exceptions::{PyException, PyValueError};
 use pyo3::PyErr;
+use pyo3::exceptions::{PyException, PyValueError};
 
 pub type PyDataFusionResult<T> = std::result::Result<T, PyDataFusionError>;
 
diff --git a/src/expr.rs b/src/expr.rs
index c5776c597..919174029 100644
--- a/src/expr.rs
+++ b/src/expr.rs
@@ -28,12 +28,12 @@ use datafusion::logical_expr::expr::{
 };
 use datafusion::logical_expr::utils::exprlist_to_fields;
 use datafusion::logical_expr::{
-    col, lit, lit_with_metadata, Between, BinaryExpr, Case, Cast, Expr, ExprFuncBuilder,
-    ExprFunctionExt, Like, LogicalPlan, Operator, TryCast, WindowFunctionDefinition,
+    Between, BinaryExpr, Case, Cast, Expr, ExprFuncBuilder, ExprFunctionExt, Like, LogicalPlan,
+    Operator, TryCast, WindowFunctionDefinition, col, lit, lit_with_metadata,
 };
+use pyo3::IntoPyObjectExt;
 use pyo3::basic::CompareOp;
 use pyo3::prelude::*;
-use pyo3::IntoPyObjectExt;
 use window::PyWindowFrame;
 
 use self::alias::PyAlias;
@@ -44,7 +44,7 @@ use self::bool_expr::{
 use self::like::{PyILike, PyLike, PySimilarTo};
 use self::scalar_variable::PyScalarVariable;
 use crate::common::data_type::{DataTypeMap, NullTreatment, PyScalarValue, RexType};
-use crate::errors::{py_runtime_err, py_type_err, py_unsupported_variant_err, PyDataFusionResult};
+use crate::errors::{PyDataFusionResult, py_runtime_err, py_type_err, py_unsupported_variant_err};
 use crate::expr::aggregate_expr::PyAggregateFunction;
 use crate::expr::binary_expr::PyBinaryExpr;
 use crate::expr::column::PyColumn;
@@ -111,7 +111,7 @@ pub mod unnest_expr;
 pub mod values;
 pub mod window;
 
-use sort_expr::{to_sort_expressions, PySortExpr};
+use sort_expr::{PySortExpr, to_sort_expressions};
 
 /// A PyExpr that can be used on a DataFrame
 #[pyclass(frozen, name = "RawExpr", module = "datafusion.expr", subclass)]
@@ -141,15 +141,18 @@ pub fn py_expr_list(expr: &[Expr]) -> PyResult<Vec<PyExpr>> {
 impl PyExpr {
     /// Return the specific expression
     fn to_variant<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyAny>> {
-        Python::attach(|_| {
-            match &self.expr {
+        Python::attach(|_| match &self.expr {
             Expr::Alias(alias) => Ok(PyAlias::from(alias.clone()).into_bound_py_any(py)?),
             Expr::Column(col) => Ok(PyColumn::from(col.clone()).into_bound_py_any(py)?),
             Expr::ScalarVariable(field, variables) => {
                 Ok(PyScalarVariable::new(field, variables).into_bound_py_any(py)?)
             }
             Expr::Like(value) => Ok(PyLike::from(value.clone()).into_bound_py_any(py)?),
-            Expr::Literal(value, metadata) => Ok(PyLiteral::new_with_metadata(value.clone(), metadata.clone()).into_bound_py_any(py)?),
+            Expr::Literal(value, metadata) => Ok(PyLiteral::new_with_metadata(
+                value.clone(),
+                metadata.clone(),
+            )
+            .into_bound_py_any(py)?),
             Expr::BinaryExpr(expr) => Ok(PyBinaryExpr::from(expr.clone()).into_bound_py_any(py)?),
             Expr::Not(expr) => Ok(PyNot::new(*expr.clone()).into_bound_py_any(py)?),
             Expr::IsNotNull(expr) => Ok(PyIsNotNull::new(*expr.clone()).into_bound_py_any(py)?),
@@ -159,13 +162,17 @@ impl PyExpr {
             Expr::IsUnknown(expr) => Ok(PyIsUnknown::new(*expr.clone()).into_bound_py_any(py)?),
             Expr::IsNotTrue(expr) => Ok(PyIsNotTrue::new(*expr.clone()).into_bound_py_any(py)?),
             Expr::IsNotFalse(expr) => Ok(PyIsNotFalse::new(*expr.clone()).into_bound_py_any(py)?),
-            Expr::IsNotUnknown(expr) => Ok(PyIsNotUnknown::new(*expr.clone()).into_bound_py_any(py)?),
+            Expr::IsNotUnknown(expr) => {
+                Ok(PyIsNotUnknown::new(*expr.clone()).into_bound_py_any(py)?)
+            }
             Expr::Negative(expr) => Ok(PyNegative::new(*expr.clone()).into_bound_py_any(py)?),
             Expr::AggregateFunction(expr) => {
                 Ok(PyAggregateFunction::from(expr.clone()).into_bound_py_any(py)?)
             }
             Expr::SimilarTo(value) => Ok(PySimilarTo::from(value.clone()).into_bound_py_any(py)?),
-            Expr::Between(value) => Ok(between::PyBetween::from(value.clone()).into_bound_py_any(py)?),
+            Expr::Between(value) => {
+                Ok(between::PyBetween::from(value.clone()).into_bound_py_any(py)?)
+            }
             Expr::Case(value) => Ok(case::PyCase::from(value.clone()).into_bound_py_any(py)?),
             Expr::Cast(value) => Ok(cast::PyCast::from(value.clone()).into_bound_py_any(py)?),
             Expr::TryCast(value) => Ok(cast::PyTryCast::from(value.clone()).into_bound_py_any(py)?),
@@ -175,7 +182,9 @@ impl PyExpr {
             Expr::WindowFunction(value) => Err(py_unsupported_variant_err(format!(
                 "Converting Expr::WindowFunction to a Python object is not implemented: {value:?}"
             ))),
-            Expr::InList(value) => Ok(in_list::PyInList::from(value.clone()).into_bound_py_any(py)?),
+            Expr::InList(value) => {
+                Ok(in_list::PyInList::from(value.clone()).into_bound_py_any(py)?)
+            }
             Expr::Exists(value) => Ok(exists::PyExists::from(value.clone()).into_bound_py_any(py)?),
             Expr::InSubquery(value) => {
                 Ok(in_subquery::PyInSubquery::from(value.clone()).into_bound_py_any(py)?)
@@ -193,11 +202,14 @@ impl PyExpr {
             Expr::Placeholder(value) => {
                 Ok(placeholder::PyPlaceholder::from(value.clone()).into_bound_py_any(py)?)
             }
-            Expr::OuterReferenceColumn(data_type, column) => Err(py_unsupported_variant_err(format!(
-                "Converting Expr::OuterReferenceColumn to a Python object is not implemented: {data_type:?} - {column:?}"
-            ))),
-            Expr::Unnest(value) => Ok(unnest_expr::PyUnnestExpr::from(value.clone()).into_bound_py_any(py)?),
-        }
+            Expr::OuterReferenceColumn(data_type, column) => {
+                Err(py_unsupported_variant_err(format!(
+                    "Converting Expr::OuterReferenceColumn to a Python object is not implemented: {data_type:?} - {column:?}"
+                )))
+            }
+            Expr::Unnest(value) => {
+                Ok(unnest_expr::PyUnnestExpr::from(value.clone()).into_bound_py_any(py)?)
+            }
         })
     }
 
@@ -368,7 +380,7 @@ impl PyExpr {
             Expr::ScalarSubquery(..) => RexType::ScalarSubquery,
             #[allow(deprecated)]
             Expr::Wildcard { .. } => {
-                return Err(py_unsupported_variant_err("Expr::Wildcard is unsupported"))
+                return Err(py_unsupported_variant_err("Expr::Wildcard is unsupported"));
             }
         })
     }
@@ -555,7 +567,7 @@ impl PyExpr {
                 return Err(py_type_err(format!(
                     "Catch all triggered in get_operator_name: {:?}",
                     &self.expr
-                )))
+                )));
             }
         })
     }
diff --git a/src/expr/aggregate.rs b/src/expr/aggregate.rs
index 4cb41b26a..9ff280fa9 100644
--- a/src/expr/aggregate.rs
+++ b/src/expr/aggregate.rs
@@ -18,11 +18,11 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::common::DataFusionError;
+use datafusion::logical_expr::Expr;
 use datafusion::logical_expr::expr::{AggregateFunction, AggregateFunctionParams, Alias};
 use datafusion::logical_expr::logical_plan::Aggregate;
-use datafusion::logical_expr::Expr;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/analyze.rs b/src/expr/analyze.rs
index 05ec8dc22..3aae6f315 100644
--- a/src/expr/analyze.rs
+++ b/src/expr/analyze.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::logical_plan::Analyze;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/copy_to.rs b/src/expr/copy_to.rs
index 0b874e37d..807104fc1 100644
--- a/src/expr/copy_to.rs
+++ b/src/expr/copy_to.rs
@@ -21,8 +21,8 @@ use std::sync::Arc;
 
 use datafusion::common::file_options::file_type::FileType;
 use datafusion::logical_expr::dml::CopyTo;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/create_catalog.rs b/src/expr/create_catalog.rs
index 400246a82..0131014eb 100644
--- a/src/expr/create_catalog.rs
+++ b/src/expr/create_catalog.rs
@@ -19,8 +19,8 @@ use std::fmt::{self, Display, Formatter};
 use std::sync::Arc;
 
 use datafusion::logical_expr::CreateCatalog;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/create_catalog_schema.rs b/src/expr/create_catalog_schema.rs
index 641e2116d..63ed3a2d2 100644
--- a/src/expr/create_catalog_schema.rs
+++ b/src/expr/create_catalog_schema.rs
@@ -19,8 +19,8 @@ use std::fmt::{self, Display, Formatter};
 use std::sync::Arc;
 
 use datafusion::logical_expr::CreateCatalogSchema;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/create_external_table.rs b/src/expr/create_external_table.rs
index 05f9249b0..cb4bb781a 100644
--- a/src/expr/create_external_table.rs
+++ b/src/expr/create_external_table.rs
@@ -20,8 +20,8 @@ use std::fmt::{self, Display, Formatter};
 use std::sync::Arc;
 
 use datafusion::logical_expr::CreateExternalTable;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use super::sort_expr::PySortExpr;
diff --git a/src/expr/create_function.rs b/src/expr/create_function.rs
index 2a35635c2..3433363a0 100644
--- a/src/expr/create_function.rs
+++ b/src/expr/create_function.rs
@@ -21,11 +21,11 @@ use std::sync::Arc;
 use datafusion::logical_expr::{
     CreateFunction, CreateFunctionBody, OperateFunctionArg, Volatility,
 };
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
-use super::logical_node::LogicalNode;
 use super::PyExpr;
+use super::logical_node::LogicalNode;
 use crate::common::data_type::PyDataType;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/create_index.rs b/src/expr/create_index.rs
index 5c378332c..ebe0620ca 100644
--- a/src/expr/create_index.rs
+++ b/src/expr/create_index.rs
@@ -19,8 +19,8 @@ use std::fmt::{self, Display, Formatter};
 use std::sync::Arc;
 
 use datafusion::logical_expr::CreateIndex;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use super::sort_expr::PySortExpr;
diff --git a/src/expr/create_memory_table.rs b/src/expr/create_memory_table.rs
index 7759eb420..c11a816aa 100644
--- a/src/expr/create_memory_table.rs
+++ b/src/expr/create_memory_table.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::CreateMemoryTable;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/create_view.rs b/src/expr/create_view.rs
index 16faaf9d5..52882ddbc 100644
--- a/src/expr/create_view.rs
+++ b/src/expr/create_view.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::{CreateView, DdlStatement, LogicalPlan};
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::errors::py_type_err;
diff --git a/src/expr/describe_table.rs b/src/expr/describe_table.rs
index 9b139ed3b..721c13ab9 100644
--- a/src/expr/describe_table.rs
+++ b/src/expr/describe_table.rs
@@ -21,8 +21,8 @@ use std::sync::Arc;
 use arrow::datatypes::Schema;
 use arrow::pyarrow::PyArrowType;
 use datafusion::logical_expr::DescribeTable;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/distinct.rs b/src/expr/distinct.rs
index 1505ec3e6..c7da9c7f6 100644
--- a/src/expr/distinct.rs
+++ b/src/expr/distinct.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::Distinct;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/dml.rs b/src/expr/dml.rs
index 091dcbc18..84a34e65f 100644
--- a/src/expr/dml.rs
+++ b/src/expr/dml.rs
@@ -17,8 +17,8 @@
 
 use datafusion::logical_expr::dml::InsertOp;
 use datafusion::logical_expr::{DmlStatement, WriteOp};
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/drop_catalog_schema.rs b/src/expr/drop_catalog_schema.rs
index db6041a1b..339e11968 100644
--- a/src/expr/drop_catalog_schema.rs
+++ b/src/expr/drop_catalog_schema.rs
@@ -21,9 +21,9 @@ use std::sync::Arc;
 use datafusion::common::SchemaReference;
 use datafusion::logical_expr::DropCatalogSchema;
 use datafusion::sql::TableReference;
+use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
-use pyo3::IntoPyObjectExt;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/drop_function.rs b/src/expr/drop_function.rs
index 070d15783..db0942a0c 100644
--- a/src/expr/drop_function.rs
+++ b/src/expr/drop_function.rs
@@ -19,8 +19,8 @@ use std::fmt::{self, Display, Formatter};
 use std::sync::Arc;
 
 use datafusion::logical_expr::DropFunction;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/drop_table.rs b/src/expr/drop_table.rs
index ffb56e4ed..9bf2c6530 100644
--- a/src/expr/drop_table.rs
+++ b/src/expr/drop_table.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::logical_plan::DropTable;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/drop_view.rs b/src/expr/drop_view.rs
index 9d72f2077..187865f4f 100644
--- a/src/expr/drop_view.rs
+++ b/src/expr/drop_view.rs
@@ -19,8 +19,8 @@ use std::fmt::{self, Display, Formatter};
 use std::sync::Arc;
 
 use datafusion::logical_expr::DropView;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/empty_relation.rs b/src/expr/empty_relation.rs
index 35c3fa79b..4a9e82358 100644
--- a/src/expr/empty_relation.rs
+++ b/src/expr/empty_relation.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::EmptyRelation;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/explain.rs b/src/expr/explain.rs
index c6884e98a..2100df5c7 100644
--- a/src/expr/explain.rs
+++ b/src/expr/explain.rs
@@ -17,10 +17,10 @@
 
 use std::fmt::{self, Display, Formatter};
 
-use datafusion::logical_expr::logical_plan::Explain;
 use datafusion::logical_expr::LogicalPlan;
-use pyo3::prelude::*;
+use datafusion::logical_expr::logical_plan::Explain;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/extension.rs b/src/expr/extension.rs
index b4c688bd0..2d9ac45f9 100644
--- a/src/expr/extension.rs
+++ b/src/expr/extension.rs
@@ -16,8 +16,8 @@
 // under the License.
 
 use datafusion::logical_expr::Extension;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/filter.rs b/src/expr/filter.rs
index 25a1e76b3..bee180565 100644
--- a/src/expr/filter.rs
+++ b/src/expr/filter.rs
@@ -18,12 +18,12 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::logical_plan::Filter;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::common::df_schema::PyDFSchema;
-use crate::expr::logical_node::LogicalNode;
 use crate::expr::PyExpr;
+use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "Filter", module = "datafusion.expr", subclass)]
diff --git a/src/expr/in_subquery.rs b/src/expr/in_subquery.rs
index 5cff86c06..139e8376e 100644
--- a/src/expr/in_subquery.rs
+++ b/src/expr/in_subquery.rs
@@ -18,8 +18,8 @@
 use datafusion::logical_expr::expr::InSubquery;
 use pyo3::prelude::*;
 
-use super::subquery::PySubquery;
 use super::PyExpr;
+use super::subquery::PySubquery;
 
 #[pyclass(frozen, name = "InSubquery", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
diff --git a/src/expr/join.rs b/src/expr/join.rs
index 82cc2a607..2cfd8cc28 100644
--- a/src/expr/join.rs
+++ b/src/expr/join.rs
@@ -19,12 +19,12 @@ use std::fmt::{self, Display, Formatter};
 
 use datafusion::common::NullEquality;
 use datafusion::logical_expr::logical_plan::{Join, JoinConstraint, JoinType};
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::common::df_schema::PyDFSchema;
-use crate::expr::logical_node::LogicalNode;
 use crate::expr::PyExpr;
+use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash)]
diff --git a/src/expr/limit.rs b/src/expr/limit.rs
index 9318eff97..aad921605 100644
--- a/src/expr/limit.rs
+++ b/src/expr/limit.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::logical_plan::Limit;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
diff --git a/src/expr/literal.rs b/src/expr/literal.rs
index 3e8e229f9..f97c2b491 100644
--- a/src/expr/literal.rs
+++ b/src/expr/literal.rs
@@ -17,8 +17,8 @@
 
 use datafusion::common::ScalarValue;
 use datafusion::logical_expr::expr::FieldMetadata;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::errors::PyDataFusionError;
 
diff --git a/src/expr/projection.rs b/src/expr/projection.rs
index bd21418a2..1bce3389f 100644
--- a/src/expr/projection.rs
+++ b/src/expr/projection.rs
@@ -17,14 +17,14 @@
 
 use std::fmt::{self, Display, Formatter};
 
-use datafusion::logical_expr::logical_plan::Projection;
 use datafusion::logical_expr::Expr;
-use pyo3::prelude::*;
+use datafusion::logical_expr::logical_plan::Projection;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::common::df_schema::PyDFSchema;
-use crate::expr::logical_node::LogicalNode;
 use crate::expr::PyExpr;
+use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "Projection", module = "datafusion.expr", subclass)]
diff --git a/src/expr/recursive_query.rs b/src/expr/recursive_query.rs
index 0e1171ea9..3f6d06558 100644
--- a/src/expr/recursive_query.rs
+++ b/src/expr/recursive_query.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::RecursiveQuery;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/repartition.rs b/src/expr/repartition.rs
index 0b3cc4b2b..b4fd78bc3 100644
--- a/src/expr/repartition.rs
+++ b/src/expr/repartition.rs
@@ -19,11 +19,11 @@ use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::logical_plan::Repartition;
 use datafusion::logical_expr::{Expr, Partitioning};
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
-use super::logical_node::LogicalNode;
 use super::PyExpr;
+use super::logical_node::LogicalNode;
 use crate::errors::py_type_err;
 use crate::sql::logical::PyLogicalPlan;
 
diff --git a/src/expr/sort.rs b/src/expr/sort.rs
index 8914c8f93..db2f870b4 100644
--- a/src/expr/sort.rs
+++ b/src/expr/sort.rs
@@ -19,8 +19,8 @@ use std::fmt::{self, Display, Formatter};
 
 use datafusion::common::DataFusionError;
 use datafusion::logical_expr::logical_plan::Sort;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
diff --git a/src/expr/statement.rs b/src/expr/statement.rs
index 3d8c3c1c7..8f362e608 100644
--- a/src/expr/statement.rs
+++ b/src/expr/statement.rs
@@ -23,11 +23,11 @@ use datafusion::logical_expr::{
     Deallocate, Execute, Prepare, ResetVariable, SetVariable, TransactionAccessMode,
     TransactionConclusion, TransactionEnd, TransactionIsolationLevel, TransactionStart,
 };
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
-use super::logical_node::LogicalNode;
 use super::PyExpr;
+use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
diff --git a/src/expr/subquery.rs b/src/expr/subquery.rs
index 94c2583ba..5d50e8ed2 100644
--- a/src/expr/subquery.rs
+++ b/src/expr/subquery.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::Subquery;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
diff --git a/src/expr/subquery_alias.rs b/src/expr/subquery_alias.rs
index 9bf1c9c51..0170d1281 100644
--- a/src/expr/subquery_alias.rs
+++ b/src/expr/subquery_alias.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::SubqueryAlias;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
diff --git a/src/expr/table_scan.rs b/src/expr/table_scan.rs
index bbf225f4c..94bc37085 100644
--- a/src/expr/table_scan.rs
+++ b/src/expr/table_scan.rs
@@ -19,12 +19,12 @@ use std::fmt::{self, Display, Formatter};
 
 use datafusion::common::TableReference;
 use datafusion::logical_expr::logical_plan::TableScan;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::common::df_schema::PyDFSchema;
-use crate::expr::logical_node::LogicalNode;
 use crate::expr::PyExpr;
+use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "TableScan", module = "datafusion.expr", subclass)]
diff --git a/src/expr/union.rs b/src/expr/union.rs
index c74d170aa..41370ab51 100644
--- a/src/expr/union.rs
+++ b/src/expr/union.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::logical_plan::Union;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
diff --git a/src/expr/unnest.rs b/src/expr/unnest.rs
index 7e68c15f4..9b7afb778 100644
--- a/src/expr/unnest.rs
+++ b/src/expr/unnest.rs
@@ -18,8 +18,8 @@
 use std::fmt::{self, Display, Formatter};
 
 use datafusion::logical_expr::logical_plan::Unnest;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
diff --git a/src/expr/values.rs b/src/expr/values.rs
index 7ae7350fc..d89d4f242 100644
--- a/src/expr/values.rs
+++ b/src/expr/values.rs
@@ -19,10 +19,10 @@ use std::sync::Arc;
 
 use datafusion::logical_expr::Values;
 use pyo3::prelude::*;
-use pyo3::{pyclass, IntoPyObjectExt, PyErr, PyResult, Python};
+use pyo3::{IntoPyObjectExt, PyErr, PyResult, Python, pyclass};
 
-use super::logical_node::LogicalNode;
 use super::PyExpr;
+use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
diff --git a/src/expr/window.rs b/src/expr/window.rs
index b93e813c4..c6972b20e 100644
--- a/src/expr/window.rs
+++ b/src/expr/window.rs
@@ -19,17 +19,17 @@ use std::fmt::{self, Display, Formatter};
 
 use datafusion::common::{DataFusionError, ScalarValue};
 use datafusion::logical_expr::{Expr, Window, WindowFrame, WindowFrameBound, WindowFrameUnits};
+use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::PyNotImplementedError;
 use pyo3::prelude::*;
-use pyo3::IntoPyObjectExt;
 
 use super::py_expr_list;
 use crate::common::data_type::PyScalarValue;
 use crate::common::df_schema::PyDFSchema;
-use crate::errors::{py_type_err, PyDataFusionResult};
-use crate::expr::logical_node::LogicalNode;
-use crate::expr::sort_expr::{py_sort_expr_list, PySortExpr};
+use crate::errors::{PyDataFusionResult, py_type_err};
 use crate::expr::PyExpr;
+use crate::expr::logical_node::LogicalNode;
+use crate::expr::sort_expr::{PySortExpr, py_sort_expr_list};
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(frozen, name = "WindowExpr", module = "datafusion.expr", subclass)]
diff --git a/src/functions.rs b/src/functions.rs
index e67781ccd..5c802920b 100644
--- a/src/functions.rs
+++ b/src/functions.rs
@@ -24,7 +24,7 @@ use datafusion::functions_window::all_default_window_functions;
 use datafusion::logical_expr::expr::{
     Alias, FieldMetadata, NullTreatment as DFNullTreatment, WindowFunction, WindowFunctionParams,
 };
-use datafusion::logical_expr::{lit, Expr, ExprFunctionExt, WindowFrame, WindowFunctionDefinition};
+use datafusion::logical_expr::{Expr, ExprFunctionExt, WindowFrame, WindowFunctionDefinition, lit};
 use datafusion::{functions, functions_aggregate, functions_window};
 use pyo3::prelude::*;
 use pyo3::wrap_pyfunction;
@@ -32,10 +32,10 @@ use pyo3::wrap_pyfunction;
 use crate::common::data_type::{NullTreatment, PyScalarValue};
 use crate::context::PySessionContext;
 use crate::errors::{PyDataFusionError, PyDataFusionResult};
+use crate::expr::PyExpr;
 use crate::expr::conditional_expr::PyCaseBuilder;
-use crate::expr::sort_expr::{to_sort_expressions, PySortExpr};
+use crate::expr::sort_expr::{PySortExpr, to_sort_expressions};
 use crate::expr::window::PyWindowFrame;
-use crate::expr::PyExpr;
 
 fn add_builder_fns_to_aggregate(
     agg_fn: Expr,
@@ -441,7 +441,11 @@ macro_rules! array_fn {
 expr_fn!(abs, num);
 expr_fn!(acos, num);
 expr_fn!(acosh, num);
-expr_fn!(ascii, arg1, "Returns the numeric code of the first character of the argument. In UTF8 encoding, returns the Unicode code point of the character. In other multibyte encodings, the argument must be an ASCII character.");
+expr_fn!(
+    ascii,
+    arg1,
+    "Returns the numeric code of the first character of the argument. In UTF8 encoding, returns the Unicode code point of the character. In other multibyte encodings, the argument must be an ASCII character."
+);
 expr_fn!(asin, num);
 expr_fn!(asinh, num);
 expr_fn!(atan, num);
@@ -452,7 +456,10 @@ expr_fn!(
     arg,
     "Returns number of bits in the string (8 times the octet_length)."
 );
-expr_fn_vec!(btrim, "Removes the longest string containing only characters in characters (a space by default) from the start and end of string.");
+expr_fn_vec!(
+    btrim,
+    "Removes the longest string containing only characters in characters (a space by default) from the start and end of string."
+);
 expr_fn!(cbrt, num);
 expr_fn!(ceil, num);
 expr_fn!(
@@ -475,7 +482,11 @@ expr_fn!(exp, num);
 expr_fn!(factorial, num);
 expr_fn!(floor, num);
 expr_fn!(gcd, x y);
-expr_fn!(initcap, string, "Converts the first letter of each word to upper case and the rest to lower case. Words are sequences of alphanumeric characters separated by non-alphanumeric characters.");
+expr_fn!(
+    initcap,
+    string,
+    "Converts the first letter of each word to upper case and the rest to lower case. Words are sequences of alphanumeric characters separated by non-alphanumeric characters."
+);
 expr_fn!(isnan, num);
 expr_fn!(iszero, num);
 expr_fn!(levenshtein, string1 string2);
@@ -486,8 +497,14 @@ expr_fn!(log, base num);
 expr_fn!(log10, num);
 expr_fn!(log2, num);
 expr_fn!(lower, arg1, "Converts the string to all lower case");
-expr_fn_vec!(lpad, "Extends the string to length length by prepending the characters fill (a space by default). If the string is already longer than length then it is truncated (on the right).");
-expr_fn_vec!(ltrim, "Removes the longest string containing only characters in characters (a space by default) from the start of string.");
+expr_fn_vec!(
+    lpad,
+    "Extends the string to length length by prepending the characters fill (a space by default). If the string is already longer than length then it is truncated (on the right)."
+);
+expr_fn_vec!(
+    ltrim,
+    "Removes the longest string containing only characters in characters (a space by default) from the start of string."
+);
 expr_fn!(
     md5,
     input_arg,
@@ -504,7 +521,11 @@ expr_fn!(
     "Returns x if x is not NULL otherwise returns y."
 );
 expr_fn!(nullif, arg_1 arg_2);
-expr_fn!(octet_length, args, "Returns number of bytes in the string. Since this version of the function accepts type character directly, it will not strip trailing spaces.");
+expr_fn!(
+    octet_length,
+    args,
+    "Returns number of bytes in the string. Since this version of the function accepts type character directly, it will not strip trailing spaces."
+);
 expr_fn_vec!(overlay);
 expr_fn!(pi);
 expr_fn!(power, base exponent);
@@ -522,8 +543,14 @@ expr_fn!(
 );
 expr_fn!(right, string n, "Returns last n characters in the string, or when n is negative, returns all but first |n| characters.");
 expr_fn_vec!(round);
-expr_fn_vec!(rpad, "Extends the string to length length by appending the characters fill (a space by default). If the string is already longer than length then it is truncated.");
-expr_fn_vec!(rtrim, "Removes the longest string containing only characters in characters (a space by default) from the end of string.");
+expr_fn_vec!(
+    rpad,
+    "Extends the string to length length by appending the characters fill (a space by default). If the string is already longer than length then it is truncated."
+);
+expr_fn_vec!(
+    rtrim,
+    "Removes the longest string containing only characters in characters (a space by default) from the end of string."
+);
 expr_fn!(sha224, input_arg1);
 expr_fn!(sha256, input_arg1);
 expr_fn!(sha384, input_arg1);
@@ -565,7 +592,10 @@ expr_fn!(date_bin, stride source origin);
 expr_fn!(make_date, year month day);
 
 expr_fn!(translate, string from to, "Replaces each character in string that matches a character in the from set with the corresponding character in the to set. If from is longer than to, occurrences of the extra characters in from are deleted.");
-expr_fn_vec!(trim, "Removes the longest string containing only characters in characters (a space by default) from the start, end, or both ends (BOTH is the default) of string.");
+expr_fn_vec!(
+    trim,
+    "Removes the longest string containing only characters in characters (a space by default) from the start, end, or both ends (BOTH is the default) of string."
+);
 expr_fn_vec!(trunc);
 expr_fn!(upper, arg1, "Converts the string to all upper case.");
 expr_fn!(uuid);
diff --git a/src/options.rs b/src/options.rs
index a37664b2e..46d22b3d3 100644
--- a/src/options.rs
+++ b/src/options.rs
@@ -2,7 +2,7 @@ use arrow::datatypes::{DataType, Schema};
 use arrow::pyarrow::PyArrowType;
 use datafusion::prelude::CsvReadOptions;
 use pyo3::prelude::{PyModule, PyModuleMethods};
-use pyo3::{pyclass, pymethods, Bound, PyResult};
+use pyo3::{Bound, PyResult, pyclass, pymethods};
 
 use crate::context::parse_file_compression_type;
 use crate::errors::PyDataFusionError;
diff --git a/src/physical_plan.rs b/src/physical_plan.rs
index 645649e2c..0069e5e6e 100644
--- a/src/physical_plan.rs
+++ b/src/physical_plan.rs
@@ -17,7 +17,7 @@
 
 use std::sync::Arc;
 
-use datafusion::physical_plan::{displayable, ExecutionPlan, ExecutionPlanProperties};
+use datafusion::physical_plan::{ExecutionPlan, ExecutionPlanProperties, displayable};
 use datafusion_proto::physical_plan::{AsExecutionPlan, DefaultPhysicalExtensionCodec};
 use prost::Message;
 use pyo3::exceptions::PyRuntimeError;
diff --git a/src/pyarrow_filter_expression.rs b/src/pyarrow_filter_expression.rs
index c9d3df32d..e3b4b6009 100644
--- a/src/pyarrow_filter_expression.rs
+++ b/src/pyarrow_filter_expression.rs
@@ -22,7 +22,7 @@ use datafusion::common::{Column, ScalarValue};
 use datafusion::logical_expr::expr::InList;
 use datafusion::logical_expr::{Between, BinaryExpr, Expr, Operator};
 /// Converts a Datafusion logical plan expression (Expr) into a PyArrow compute expression
-use pyo3::{prelude::*, IntoPyObjectExt};
+use pyo3::{IntoPyObjectExt, prelude::*};
 
 use crate::errors::{PyDataFusionError, PyDataFusionResult};
 use crate::pyarrow_util::scalar_to_pyarrow;
@@ -47,7 +47,7 @@ fn operator_to_py<'py>(
         _ => {
             return Err(PyDataFusionError::Common(format!(
                 "Unsupported operator {operator:?}"
-            )))
+            )));
         }
     };
     Ok(py_op)
@@ -57,7 +57,7 @@ fn extract_scalar_list<'py>(
     exprs: &[Expr],
     py: Python<'py>,
 ) -> PyDataFusionResult<Vec<Bound<'py, PyAny>>> {
-    let ret = exprs
+    exprs
         .iter()
         .map(|expr| match expr {
             // TODO: should we also leverage `ScalarValue::to_pyarrow` here?
@@ -83,8 +83,7 @@ fn extract_scalar_list<'py>(
                 "Only a list of Literals are supported got {expr:?}"
             ))),
         })
-        .collect();
-    ret
+        .collect()
 }
 
 impl PyArrowFilterExpression {
diff --git a/src/record_batch.rs b/src/record_batch.rs
index 2e50ba75e..e8abc641b 100644
--- a/src/record_batch.rs
+++ b/src/record_batch.rs
@@ -23,7 +23,7 @@ use datafusion::physical_plan::SendableRecordBatchStream;
 use futures::StreamExt;
 use pyo3::exceptions::{PyStopAsyncIteration, PyStopIteration};
 use pyo3::prelude::*;
-use pyo3::{pyclass, pymethods, PyAny, PyResult, Python};
+use pyo3::{PyAny, PyResult, Python, pyclass, pymethods};
 use tokio::sync::Mutex;
 
 use crate::errors::PyDataFusionError;
diff --git a/src/sql/util.rs b/src/sql/util.rs
index 5edff006f..d1e8964f8 100644
--- a/src/sql/util.rs
+++ b/src/sql/util.rs
@@ -17,7 +17,7 @@
 
 use std::collections::HashMap;
 
-use datafusion::common::{exec_err, plan_datafusion_err, DataFusionError};
+use datafusion::common::{DataFusionError, exec_err, plan_datafusion_err};
 use datafusion::logical_expr::sqlparser::dialect::dialect_from_str;
 use datafusion::sql::sqlparser::dialect::Dialect;
 use datafusion::sql::sqlparser::parser::Parser;
diff --git a/src/substrait.rs b/src/substrait.rs
index 7b06aff74..ea8eaf506 100644
--- a/src/substrait.rs
+++ b/src/substrait.rs
@@ -23,7 +23,7 @@ use pyo3::prelude::*;
 use pyo3::types::PyBytes;
 
 use crate::context::PySessionContext;
-use crate::errors::{py_datafusion_err, PyDataFusionError, PyDataFusionResult};
+use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err};
 use crate::sql::logical::PyLogicalPlan;
 use crate::utils::wait_for_future;
 
diff --git a/src/table.rs b/src/table.rs
index f41405467..0683b544d 100644
--- a/src/table.rs
+++ b/src/table.rs
@@ -27,8 +27,8 @@ use datafusion::datasource::{TableProvider, TableType};
 use datafusion::logical_expr::{Expr, LogicalPlanBuilder, TableProviderFilterPushDown};
 use datafusion::physical_plan::ExecutionPlan;
 use datafusion::prelude::DataFrame;
-use pyo3::prelude::*;
 use pyo3::IntoPyObjectExt;
+use pyo3::prelude::*;
 
 use crate::context::PySessionContext;
 use crate::dataframe::PyDataFrame;
diff --git a/src/udaf.rs b/src/udaf.rs
index 262366a8a..298a59b05 100644
--- a/src/udaf.rs
+++ b/src/udaf.rs
@@ -23,14 +23,14 @@ use datafusion::arrow::pyarrow::{PyArrowType, ToPyArrow};
 use datafusion::common::ScalarValue;
 use datafusion::error::{DataFusionError, Result};
 use datafusion::logical_expr::{
-    create_udaf, Accumulator, AccumulatorFactoryFunction, AggregateUDF, AggregateUDFImpl,
+    Accumulator, AccumulatorFactoryFunction, AggregateUDF, AggregateUDFImpl, create_udaf,
 };
 use datafusion_ffi::udaf::FFI_AggregateUDF;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
 
 use crate::common::data_type::PyScalarValue;
-use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionResult};
+use crate::errors::{PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::expr::PyExpr;
 use crate::utils::{parse_volatility, validate_pycapsule};
 
diff --git a/src/udf.rs b/src/udf.rs
index 3eec936c2..e1f8291d6 100644
--- a/src/udf.rs
+++ b/src/udf.rs
@@ -21,7 +21,7 @@ use std::sync::Arc;
 
 use arrow::datatypes::{Field, FieldRef};
 use arrow::pyarrow::ToPyArrow;
-use datafusion::arrow::array::{make_array, ArrayData};
+use datafusion::arrow::array::{ArrayData, make_array};
 use datafusion::arrow::datatypes::DataType;
 use datafusion::arrow::pyarrow::{FromPyArrow, PyArrowType};
 use datafusion::common::internal_err;
@@ -35,7 +35,7 @@ use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
 
 use crate::array::PyArrowArrayExportable;
-use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionResult};
+use crate::errors::{PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::expr::PyExpr;
 use crate::utils::{parse_volatility, validate_pycapsule};
 
diff --git a/src/udtf.rs b/src/udtf.rs
index eee00462c..24cf25824 100644
--- a/src/udtf.rs
+++ b/src/udtf.rs
@@ -21,10 +21,10 @@ use datafusion::catalog::{TableFunctionImpl, TableProvider};
 use datafusion::error::Result as DataFusionResult;
 use datafusion::logical_expr::Expr;
 use datafusion_ffi::udtf::FFI_TableFunction;
+use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::{PyImportError, PyTypeError};
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple, PyType};
-use pyo3::IntoPyObjectExt;
 
 use crate::context::PySessionContext;
 use crate::errors::{py_datafusion_err, to_datafusion_err};
diff --git a/src/udwf.rs b/src/udwf.rs
index 86310609c..b5b795d27 100644
--- a/src/udwf.rs
+++ b/src/udwf.rs
@@ -19,7 +19,7 @@ use std::any::Any;
 use std::ops::Range;
 use std::sync::Arc;
 
-use arrow::array::{make_array, Array, ArrayData, ArrayRef};
+use arrow::array::{Array, ArrayData, ArrayRef, make_array};
 use datafusion::arrow::datatypes::DataType;
 use datafusion::arrow::pyarrow::{FromPyArrow, PyArrowType, ToPyArrow};
 use datafusion::error::{DataFusionError, Result};
@@ -36,7 +36,7 @@ use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyList, PyTuple};
 
 use crate::common::data_type::PyScalarValue;
-use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionResult};
+use crate::errors::{PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::expr::PyExpr;
 use crate::utils::{parse_volatility, validate_pycapsule};
 
diff --git a/src/unparser/mod.rs b/src/unparser/mod.rs
index 908b59d3b..203e334c3 100644
--- a/src/unparser/mod.rs
+++ b/src/unparser/mod.rs
@@ -19,8 +19,8 @@ mod dialect;
 
 use std::sync::Arc;
 
-use datafusion::sql::unparser::dialect::Dialect;
 use datafusion::sql::unparser::Unparser;
+use datafusion::sql::unparser::dialect::Dialect;
 use dialect::PyDialect;
 use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
diff --git a/src/utils.rs b/src/utils.rs
index eede34907..311f8fc86 100644
--- a/src/utils.rs
+++ b/src/utils.rs
@@ -25,18 +25,18 @@ use datafusion::execution::context::SessionContext;
 use datafusion::logical_expr::Volatility;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_ffi::table_provider::FFI_TableProvider;
+use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::{PyImportError, PyTypeError, PyValueError};
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyType};
-use pyo3::IntoPyObjectExt;
 use tokio::runtime::Runtime;
 use tokio::task::JoinHandle;
 use tokio::time::sleep;
 
+use crate::TokioRuntime;
 use crate::common::data_type::PyScalarValue;
 use crate::context::PySessionContext;
-use crate::errors::{py_datafusion_err, to_datafusion_err, PyDataFusionError, PyDataFusionResult};
-use crate::TokioRuntime;
+use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 
 /// Utility to get the Tokio Runtime from Python
 #[inline]
@@ -147,7 +147,7 @@ pub(crate) fn parse_volatility(value: &str) -> PyDataFusionResult<Volatility> {
             return Err(PyDataFusionError::Common(format!(
                 "Unsupported volatility type: `{value}`, supported \
                  values are: immutable, stable and volatile."
-            )))
+            )));
         }
     })
 }
@@ -224,10 +224,8 @@ pub(crate) fn extract_logical_extension_codec(
         None => PySessionContext::global_ctx()?.into_bound_py_any(py)?,
     };
     let capsule = if obj.hasattr("__datafusion_logical_extension_codec__")? {
-        let capsule = obj
-            .getattr("__datafusion_logical_extension_codec__")?
-            .call0()?;
-        capsule
+        obj.getattr("__datafusion_logical_extension_codec__")?
+            .call0()?
     } else {
         obj
     };

From 024c86b16f4da4f2ec957b00f7ea37d00bdc759a Mon Sep 17 00:00:00 2001
From: "Adisa Mubarak (AdMub)" <99817240+AdMub@users.noreply.github.com>
Date: Thu, 12 Feb 2026 20:28:03 +0100
Subject: [PATCH 42/65] docs: Clarify first_value usage in select vs aggregate
 (#1348)

* docs: Add warning to first_value about usage in select vs aggregate

Clarifies that aggregate functions like first_value must be used within .aggregate() and not .select(). Closes #1300.

* chore: remove temporary reproduction script

* Update all aggregate functions to have an example usage that is correct

---------

Co-authored-by: Tim Saucer <timsaucer@gmail.com>
---
 python/datafusion/functions.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index 7ae59c000..2aed9dd39 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -1779,7 +1779,7 @@ def array_agg(
 
     For example::
 
-        df.select(array_agg(col("a"), order_by="b"))
+        df.aggregate([], array_agg(col("a"), order_by="b"))
     """
     order_by_raw = sort_list_to_raw_sort_list(order_by)
     filter_raw = filter.expr if filter is not None else None
@@ -1941,7 +1941,7 @@ def median(
 
 
 def min(expression: Expr, filter: Expr | None = None) -> Expr:
-    """Returns the minimum value of the argument.
+    """Aggregate function that returns the minimum value of the argument.
 
     If using the builder functions described in ref:`_aggregation` this function ignores
     the options ``order_by``, ``null_treatment``, and ``distinct``.
@@ -2282,7 +2282,7 @@ def first_value(
 
     For example::
 
-        df.select(first_value(col("a"), order_by="ts"))
+        df.aggregate([], first_value(col("a"), order_by="ts"))
     """
     order_by_raw = sort_list_to_raw_sort_list(order_by)
     filter_raw = filter.expr if filter is not None else None
@@ -2319,7 +2319,7 @@ def last_value(
 
     For example::
 
-        df.select(last_value(col("a"), order_by="ts"))
+        df.aggregate([], last_value(col("a"), order_by="ts"))
     """
     order_by_raw = sort_list_to_raw_sort_list(order_by)
     filter_raw = filter.expr if filter is not None else None
@@ -2358,7 +2358,7 @@ def nth_value(
 
     For example::
 
-        df.select(nth_value(col("a"), 2, order_by="ts"))
+        df.aggregate([], nth_value(col("a"), 2, order_by="ts"))
     """
     order_by_raw = sort_list_to_raw_sort_list(order_by)
     filter_raw = filter.expr if filter is not None else None
@@ -2843,7 +2843,7 @@ def string_agg(
 
     For example::
 
-        df.select(string_agg(col("a"), ",", order_by="b"))
+        df.aggregate([], string_agg(col("a"), ",", order_by="b"))
     """
     order_by_raw = sort_list_to_raw_sort_list(order_by)
     filter_raw = filter.expr if filter is not None else None

From 4cd56743e50d6b33c3d21152ec4ae87d5fe3faf4 Mon Sep 17 00:00:00 2001
From: Dhanashri Prathamesh Iranna
 <110318083+Prathamesh9284@users.noreply.github.com>
Date: Sat, 14 Feb 2026 05:19:28 +0530
Subject: [PATCH 43/65] feat: add support for generating JSON formatted
 substrait plan (#1376)

* chore: add new dependencies to pyproject.toml

* chore: rename from_json to parse_json

* fix: missin import

* Fix call to internal function. Drive by update to dquality on logical plan. Switch unit test to focus on json parsing and not byte serialization.

* fix: resolve clippy redundant closure lint in substrait.rs

---------

Co-authored-by: Tim Saucer <timsaucer@gmail.com>
---
 Cargo.lock                     |  3 +-
 Cargo.toml                     |  1 +
 python/datafusion/plan.py      |  6 +++
 python/datafusion/substrait.py | 20 ++++++++++
 python/tests/test_substrait.py | 73 ++++++++++++++++++++++++++++++++++
 src/sql/logical.rs             |  4 +-
 src/substrait.rs               | 15 ++++++-
 7 files changed, 118 insertions(+), 4 deletions(-)

diff --git a/Cargo.lock b/Cargo.lock
index 592a797bf..6af46fa1a 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1,6 +1,6 @@
 # This file is automatically @generated by Cargo.
 # It is not intended for manual editing.
-version = 3
+version = 4
 
 [[package]]
 name = "abi_stable"
@@ -1632,6 +1632,7 @@ dependencies = [
  "pyo3-async-runtimes",
  "pyo3-build-config",
  "pyo3-log",
+ "serde_json",
  "tokio",
  "url",
  "uuid",
diff --git a/Cargo.toml b/Cargo.toml
index 44bb88186..3e632bafc 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -62,6 +62,7 @@ datafusion-substrait = { version = "52", optional = true }
 datafusion-proto = { version = "52" }
 datafusion-ffi = { version = "52" }
 prost = "0.14.1" # keep in line with `datafusion-substrait`
+serde_json = "1"
 uuid = { version = "1.18", features = ["v4"] }
 mimalloc = { version = "0.1", optional = true, default-features = false, features = [
   "local_dynamic_tls",
diff --git a/python/datafusion/plan.py b/python/datafusion/plan.py
index 0b7bebcb3..fb54fd624 100644
--- a/python/datafusion/plan.py
+++ b/python/datafusion/plan.py
@@ -98,6 +98,12 @@ def to_proto(self) -> bytes:
         """
         return self._raw_plan.to_proto()
 
+    def __eq__(self, other: LogicalPlan) -> bool:
+        """Test equality."""
+        if not isinstance(other, LogicalPlan):
+            return False
+        return self._raw_plan.__eq__(other._raw_plan)
+
 
 class ExecutionPlan:
     """Represent nodes in the DataFusion Physical Plan."""
diff --git a/python/datafusion/substrait.py b/python/datafusion/substrait.py
index f10adfb0c..3115238fa 100644
--- a/python/datafusion/substrait.py
+++ b/python/datafusion/substrait.py
@@ -67,6 +67,26 @@ def encode(self) -> bytes:
         """
         return self.plan_internal.encode()
 
+    def to_json(self) -> str:
+        """Get the JSON representation of the Substrait plan.
+
+        Returns:
+            A JSON representation of the Substrait plan.
+        """
+        return self.plan_internal.to_json()
+
+    @staticmethod
+    def from_json(json: str) -> Plan:
+        """Parse a plan from a JSON string representation.
+
+        Args:
+            json: JSON representation of a Substrait plan.
+
+        Returns:
+            Plan object representing the Substrait plan.
+        """
+        return Plan(substrait_internal.Plan.from_json(json))
+
 
 @deprecated("Use `Plan` instead.")
 class plan(Plan):  # noqa: N801
diff --git a/python/tests/test_substrait.py b/python/tests/test_substrait.py
index 43aa327d4..a5f59ba7e 100644
--- a/python/tests/test_substrait.py
+++ b/python/tests/test_substrait.py
@@ -74,3 +74,76 @@ def test_substrait_file_serialization(ctx, tmp_path, path_to_str):
     expected_actual_plan = ss.Consumer.from_substrait_plan(ctx, actual_plan)
 
     assert str(expected_logical_plan) == str(expected_actual_plan)
+
+
+def test_json_processing_round_trip(ctx: SessionContext):
+    ctx.register_record_batches("t", [[pa.record_batch({"a": [1]})]])
+    original_logical_plan = ctx.sql("SELECT * FROM t").logical_plan()
+
+    substrait_plan = ss.Producer.to_substrait_plan(original_logical_plan, ctx)
+    json_plan = substrait_plan.to_json()
+
+    expected = """\
+  "relations": [
+    {
+      "root": {
+        "input": {
+          "project": {
+            "common": {
+              "emit": {
+                "outputMapping": [
+                  1
+                ]
+              }
+            },
+            "input": {
+              "read": {
+                "baseSchema": {
+                  "names": [
+                    "a"
+                  ],
+                  "struct": {
+                    "types": [
+                      {
+                        "i64": {
+                          "nullability": "NULLABILITY_NULLABLE"
+                        }
+                      }
+                    ],
+                    "nullability": "NULLABILITY_REQUIRED"
+                  }
+                },
+                "namedTable": {
+                  "names": [
+                    "t"
+                  ]
+                }
+              }
+            },
+            "expressions": [
+              {
+                "selection": {
+                  "directReference": {
+                    "structField": {}
+                  },
+                  "rootReference": {}
+                }
+              }
+            ]
+          }
+        },
+        "names": [
+          "a"
+        ]
+      }
+    }
+  ]"""
+
+    assert expected in json_plan
+
+    round_trip_substrait_plan = ss.Plan.from_json(json_plan)
+    round_trip_logical_plan = ss.Consumer.from_substrait_plan(
+        ctx, round_trip_substrait_plan
+    )
+
+    assert round_trip_logical_plan == original_logical_plan
diff --git a/src/sql/logical.rs b/src/sql/logical.rs
index 786118199..cd2ed73d3 100644
--- a/src/sql/logical.rs
+++ b/src/sql/logical.rs
@@ -66,8 +66,8 @@ use crate::expr::unnest::PyUnnest;
 use crate::expr::values::PyValues;
 use crate::expr::window::PyWindowExpr;
 
-#[pyclass(frozen, name = "LogicalPlan", module = "datafusion", subclass)]
-#[derive(Debug, Clone)]
+#[pyclass(frozen, name = "LogicalPlan", module = "datafusion", subclass, eq)]
+#[derive(Debug, Clone, PartialEq, Eq)]
 pub struct PyLogicalPlan {
     pub(crate) plan: Arc<LogicalPlan>,
 }
diff --git a/src/substrait.rs b/src/substrait.rs
index ea8eaf506..1cbf3256c 100644
--- a/src/substrait.rs
+++ b/src/substrait.rs
@@ -23,7 +23,7 @@ use pyo3::prelude::*;
 use pyo3::types::PyBytes;
 
 use crate::context::PySessionContext;
-use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err};
+use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::sql::logical::PyLogicalPlan;
 use crate::utils::wait_for_future;
 
@@ -42,6 +42,19 @@ impl PyPlan {
             .map_err(PyDataFusionError::EncodeError)?;
         Ok(PyBytes::new(py, &proto_bytes).into())
     }
+
+    /// Get the JSON representation of the substrait plan
+    fn to_json(&self) -> PyDataFusionResult<String> {
+        let json = serde_json::to_string_pretty(&self.plan).map_err(to_datafusion_err)?;
+        Ok(json)
+    }
+
+    /// Parse a Substrait Plan from its JSON representation
+    #[staticmethod]
+    fn from_json(json: &str) -> PyDataFusionResult<PyPlan> {
+        let plan: Plan = serde_json::from_str(json).map_err(to_datafusion_err)?;
+        Ok(PyPlan { plan })
+    }
 }
 
 impl From<PyPlan> for Plan {

From 3481904fe9c770ffc218cc043d47d35e860148a6 Mon Sep 17 00:00:00 2001
From: kosiew <kosiew@gmail.com>
Date: Thu, 19 Feb 2026 00:15:06 +0800
Subject: [PATCH 44/65] Fix Python UDAF list-of-timestamps return by enforcing
 list-valued scalars and caching PyArrow types (#1347)

* Implement UDAF improvements for list type handling

Store UDAF return type in Rust accumulator and wrap
pyarrow Array/ChunkedArray returns into list scalars
for list-like return types. Add a UDAF test to return
a list of timestamps via a pyarrow array, validating
the aggregate output for correctness.

* Document UDAF list-valued scalar returns

Add documented list-valued scalar returns for UDAF
accumulators, including an example with pa.scalar and a note
about unsupported pyarrow.Array returns from evaluate().
Also, introduce a UDAF FAQ entry detailing list-returning
patterns and required return_type/state_type definitions.

* Fix pyarrow calls and improve type handling in RustAccumulator

* Refactor RustAccumulator to support pyarrow array types and improve type checking for list types

* Fixed PyO3 type mismatch by cloning Array/ChunkedArray types before unbinding and binding fresh copies when checking array-likeness, eliminating the Bound reference error

* Add timezone information to datetime objects in test_udaf_list_timestamp_return

* clippy fix

* Refactor RustAccumulator and utility functions for improved type handling and conversion from Python objects to Arrow types

* Enhance PyArrow integration by refining type handling and conversion in RustAccumulator and utility functions

* Fix array data binding in py_obj_to_scalar_value function

* Implement single point for scalar conversion from python objects

* Add unit tests and simplify python wrapper for literal

* Add nanoarrow and arro3-core to dev dependencies. Sort the dependencies alphabetically.

* Refactor common code into helper function so we do not duplicate it.

* Update import path to access Scalar type

* Add test for generic python objects that support the C interface

* Update unit test to pass back either pyarrow array or array wrapped as scalar

* Update tests to pass back raw python values or pyarrow scalar

* Expand on user documentation for how to return list arrays

* More user documentation

---------

Co-authored-by: Tim Saucer <timsaucer@gmail.com>
---
 .../common-operations/udf-and-udfa.rst        |  33 +++--
 pyproject.toml                                |  20 +--
 python/datafusion/expr.py                     |   3 -
 python/datafusion/user_defined.py             |  22 +++-
 python/tests/test_expr.py                     |  45 +++++++
 python/tests/test_udaf.py                     |  89 ++++++++++++-
 src/common/data_type.rs                       |   3 +
 src/config.rs                                 |   6 +-
 src/dataframe.rs                              |   9 +-
 src/pyarrow_util.rs                           | 118 ++++++++++++++++--
 src/udaf.rs                                   |  34 ++---
 src/udwf.rs                                   |   1 -
 src/utils.rs                                  |  18 ---
 13 files changed, 320 insertions(+), 81 deletions(-)

diff --git a/docs/source/user-guide/common-operations/udf-and-udfa.rst b/docs/source/user-guide/common-operations/udf-and-udfa.rst
index d554e1e25..f669721a3 100644
--- a/docs/source/user-guide/common-operations/udf-and-udfa.rst
+++ b/docs/source/user-guide/common-operations/udf-and-udfa.rst
@@ -123,7 +123,7 @@ also see how the inputs to ``update`` and ``merge`` differ.
 
 .. code-block:: python
 
-    import pyarrow
+    import pyarrow as pa
     import pyarrow.compute
     import datafusion
     from datafusion import col, udaf, Accumulator
@@ -136,16 +136,16 @@ also see how the inputs to ``update`` and ``merge`` differ.
         def __init__(self):
             self._sum = 0.0
 
-        def update(self, values_a: pyarrow.Array, values_b: pyarrow.Array) -> None:
+        def update(self, values_a: pa.Array, values_b: pa.Array) -> None:
             self._sum = self._sum + pyarrow.compute.sum(values_a).as_py() - pyarrow.compute.sum(values_b).as_py()
 
-        def merge(self, states: List[pyarrow.Array]) -> None:
+        def merge(self, states: list[pa.Array]) -> None:
             self._sum = self._sum + pyarrow.compute.sum(states[0]).as_py()
 
-        def state(self) -> pyarrow.Array:
-            return pyarrow.array([self._sum])
+        def state(self) -> list[pa.Scalar]:
+            return [pyarrow.scalar(self._sum)]
 
-        def evaluate(self) -> pyarrow.Scalar:
+        def evaluate(self) -> pa.Scalar:
             return pyarrow.scalar(self._sum)
 
     ctx = datafusion.SessionContext()
@@ -156,10 +156,29 @@ also see how the inputs to ``update`` and ``merge`` differ.
         }
     )
 
-    my_udaf = udaf(MyAccumulator, [pyarrow.float64(), pyarrow.float64()], pyarrow.float64(), [pyarrow.float64()], 'stable')
+    my_udaf = udaf(MyAccumulator, [pa.float64(), pa.float64()], pa.float64(), [pa.float64()], 'stable')
 
     df.aggregate([], [my_udaf(col("a"), col("b")).alias("col_diff")])
 
+FAQ
+^^^
+
+**How do I return a list from a UDAF?**
+
+Both the ``evaluate`` and the ``state`` functions expect to return scalar values.
+If you wish to return a list array as a scalar value, the best practice is to
+wrap the values in a ``pyarrow.Scalar`` object. For example, you can return a
+timestamp list with ``pa.scalar([...], type=pa.list_(pa.timestamp("ms")))`` and
+register the appropriate return or state types as
+``return_type=pa.list_(pa.timestamp("ms"))`` and
+``state_type=[pa.list_(pa.timestamp("ms"))]``, respectively.
+
+As of DataFusion 52.0.0 , you can pass return any Python object, including a
+PyArrow array, as the return value(s) for these functions and DataFusion will
+attempt to create a scalar type from the value. DataFusion has been tested to
+convert PyArrow, nanoarrow, and arro3 objects as well as primitive data types
+like integers, strings, and so on.
+
 Window Functions
 ----------------
 
diff --git a/pyproject.toml b/pyproject.toml
index d315dbe19..5a5128a2f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -173,27 +173,29 @@ ignore-words-list = ["ans", "IST"]
 
 [dependency-groups]
 dev = [
+  "arro3-core==0.6.5",
+  "codespell==2.4.1",
   "maturin>=1.8.1",
+  "nanoarrow==0.8.0",
   "numpy>1.25.0;python_version<'3.14'",
   "numpy>=2.3.2;python_version>='3.14'",
-  "pyarrow>=19.0.0",
   "pre-commit>=4.3.0",
-  "pyyaml>=6.0.3",
+  "pyarrow>=19.0.0",
+  "pygithub==2.5.0",
   "pytest>=7.4.4",
   "pytest-asyncio>=0.23.3",
+  "pyyaml>=6.0.3",
   "ruff>=0.9.1",
   "toml>=0.10.2",
-  "pygithub==2.5.0",
-  "codespell==2.4.1",
 ]
 docs = [
-  "sphinx>=7.1.2",
-  "pydata-sphinx-theme==0.8.0",
-  "myst-parser>=3.0.1",
-  "jinja2>=3.1.5",
   "ipython>=8.12.3",
+  "jinja2>=3.1.5",
+  "myst-parser>=3.0.1",
   "pandas>=2.0.3",
   "pickleshare>=0.7.5",
-  "sphinx-autoapi>=3.4.0",
+  "pydata-sphinx-theme==0.8.0",
   "setuptools>=75.3.0",
+  "sphinx>=7.1.2",
+  "sphinx-autoapi>=3.4.0",
 ]
diff --git a/python/datafusion/expr.py b/python/datafusion/expr.py
index 695fe7c49..9df58f52a 100644
--- a/python/datafusion/expr.py
+++ b/python/datafusion/expr.py
@@ -562,8 +562,6 @@ def literal(value: Any) -> Expr:
         """
         if isinstance(value, str):
             value = pa.scalar(value, type=pa.string_view())
-        if not isinstance(value, pa.Scalar):
-            value = pa.scalar(value)
         return Expr(expr_internal.RawExpr.literal(value))
 
     @staticmethod
@@ -576,7 +574,6 @@ def literal_with_metadata(value: Any, metadata: dict[str, str]) -> Expr:
         """
         if isinstance(value, str):
             value = pa.scalar(value, type=pa.string_view())
-        value = value if isinstance(value, pa.Scalar) else pa.scalar(value)
 
         return Expr(expr_internal.RawExpr.literal_with_metadata(value, metadata))
 
diff --git a/python/datafusion/user_defined.py b/python/datafusion/user_defined.py
index 5dd626568..d4e5302b5 100644
--- a/python/datafusion/user_defined.py
+++ b/python/datafusion/user_defined.py
@@ -298,7 +298,16 @@ class Accumulator(metaclass=ABCMeta):
 
     @abstractmethod
     def state(self) -> list[pa.Scalar]:
-        """Return the current state."""
+        """Return the current state.
+
+        While this function template expects PyArrow Scalar values return type,
+        you can return any value that can be converted into a Scalar. This
+        includes basic Python data types such as integers and strings. In
+        addition to primitive types, we currently support PyArrow, nanoarrow,
+        and arro3 objects in addition to primitive data types. Other objects
+        that support the Arrow FFI standard will be given a "best attempt" at
+        conversion to scalar objects.
+        """
 
     @abstractmethod
     def update(self, *values: pa.Array) -> None:
@@ -310,7 +319,16 @@ def merge(self, states: list[pa.Array]) -> None:
 
     @abstractmethod
     def evaluate(self) -> pa.Scalar:
-        """Return the resultant value."""
+        """Return the resultant value.
+
+        While this function template expects a PyArrow Scalar value return type,
+        you can return any value that can be converted into a Scalar. This
+        includes basic Python data types such as integers and strings. In
+        addition to primitive types, we currently support PyArrow, nanoarrow,
+        and arro3 objects in addition to primitive data types. Other objects
+        that support the Arrow FFI standard will be given a "best attempt" at
+        conversion to scalar objects.
+        """
 
 
 class AggregateUDFExportable(Protocol):
diff --git a/python/tests/test_expr.py b/python/tests/test_expr.py
index 39e48f7c3..92251827b 100644
--- a/python/tests/test_expr.py
+++ b/python/tests/test_expr.py
@@ -20,6 +20,8 @@
 from datetime import date, datetime, time, timezone
 from decimal import Decimal
 
+import arro3.core
+import nanoarrow
 import pyarrow as pa
 import pytest
 from datafusion import (
@@ -980,6 +982,49 @@ def test_literal_metadata(ctx):
         assert expected_field.metadata == actual_field.metadata
 
 
+def test_scalar_conversion() -> None:
+    class WrappedPyArrow:
+        """Wrapper class for testing __arrow_c_array__."""
+
+        def __init__(self, val: pa.Array) -> None:
+            self.val = val
+
+        def __arrow_c_array__(self, requested_schema=None):
+            return self.val.__arrow_c_array__(requested_schema=requested_schema)
+
+    expected_value = lit(1)
+    assert str(expected_value) == "Expr(Int64(1))"
+
+    # Test pyarrow imports
+    assert expected_value == lit(pa.scalar(1))
+    assert expected_value == lit(pa.scalar(1, type=pa.int32()))
+
+    # Test nanoarrow
+    na_scalar = nanoarrow.Array([1], nanoarrow.int32())[0]
+    assert expected_value == lit(na_scalar)
+
+    # Test pyo3
+    arro3_scalar = arro3.core.Scalar(1, type=arro3.core.DataType.int32())
+    assert expected_value == lit(arro3_scalar)
+
+    generic_scalar = WrappedPyArrow(pa.array([1]))
+    assert expected_value == lit(generic_scalar)
+
+    expected_value = lit([1, 2, 3])
+    assert str(expected_value) == "Expr(List([1, 2, 3]))"
+
+    assert expected_value == lit(pa.scalar([1, 2, 3]))
+
+    na_array = nanoarrow.Array([1, 2, 3], nanoarrow.int32())
+    assert expected_value == lit(na_array)
+
+    arro3_array = arro3.core.Array([1, 2, 3], type=arro3.core.DataType.int32())
+    assert expected_value == lit(arro3_array)
+
+    generic_array = WrappedPyArrow(pa.array([1, 2, 3]))
+    assert expected_value == lit(generic_array)
+
+
 def test_ensure_expr():
     e = col("a")
     assert ensure_expr(e) is e.expr
diff --git a/python/tests/test_udaf.py b/python/tests/test_udaf.py
index 453ff6f4f..8cd480e37 100644
--- a/python/tests/test_udaf.py
+++ b/python/tests/test_udaf.py
@@ -17,6 +17,8 @@
 
 from __future__ import annotations
 
+from datetime import datetime, timezone
+
 import pyarrow as pa
 import pyarrow.compute as pc
 import pytest
@@ -26,23 +28,28 @@
 class Summarize(Accumulator):
     """Interface of a user-defined accumulation."""
 
-    def __init__(self, initial_value: float = 0.0):
-        self._sum = pa.scalar(initial_value)
+    def __init__(self, initial_value: float = 0.0, as_scalar: bool = False):
+        self._sum = initial_value
+        self.as_scalar = as_scalar
 
     def state(self) -> list[pa.Scalar]:
+        if self.as_scalar:
+            return [pa.scalar(self._sum)]
         return [self._sum]
 
     def update(self, values: pa.Array) -> None:
         # Not nice since pyarrow scalars can't be summed yet.
         # This breaks on `None`
-        self._sum = pa.scalar(self._sum.as_py() + pc.sum(values).as_py())
+        self._sum = self._sum + pc.sum(values).as_py()
 
     def merge(self, states: list[pa.Array]) -> None:
         # Not nice since pyarrow scalars can't be summed yet.
         # This breaks on `None`
-        self._sum = pa.scalar(self._sum.as_py() + pc.sum(states[0]).as_py())
+        self._sum = self._sum + pc.sum(states[0]).as_py()
 
     def evaluate(self) -> pa.Scalar:
+        if self.as_scalar:
+            return pa.scalar(self._sum)
         return self._sum
 
 
@@ -58,6 +65,30 @@ def state(self) -> list[pa.Scalar]:
         return [self._sum]
 
 
+class CollectTimestamps(Accumulator):
+    def __init__(self, wrap_in_scalar: bool):
+        self._values: list[datetime] = []
+        self.wrap_in_scalar = wrap_in_scalar
+
+    def state(self) -> list[pa.Scalar]:
+        if self.wrap_in_scalar:
+            return [pa.scalar(self._values, type=pa.list_(pa.timestamp("ns")))]
+        return [pa.array(self._values, type=pa.timestamp("ns"))]
+
+    def update(self, values: pa.Array) -> None:
+        self._values.extend(values.to_pylist())
+
+    def merge(self, states: list[pa.Array]) -> None:
+        for state in states[0].to_pylist():
+            if state is not None:
+                self._values.extend(state)
+
+    def evaluate(self) -> pa.Scalar:
+        if self.wrap_in_scalar:
+            return pa.scalar(self._values, type=pa.list_(pa.timestamp("ns")))
+        return pa.array(self._values, type=pa.timestamp("ns"))
+
+
 @pytest.fixture
 def df(ctx):
     # create a RecordBatch and a new DataFrame from it
@@ -137,11 +168,12 @@ def summarize():
     assert result.column(0) == pa.array([1.0 + 2.0 + 3.0])
 
 
-def test_udaf_aggregate_with_arguments(df):
+@pytest.mark.parametrize("as_scalar", [True, False])
+def test_udaf_aggregate_with_arguments(df, as_scalar):
     bias = 10.0
 
     summarize = udaf(
-        lambda: Summarize(bias),
+        lambda: Summarize(initial_value=bias, as_scalar=as_scalar),
         pa.float64(),
         pa.float64(),
         [pa.float64()],
@@ -217,3 +249,48 @@ def test_register_udaf(ctx, df) -> None:
     df_result = ctx.sql("select summarize(b) from test_table")
 
     assert df_result.collect()[0][0][0].as_py() == 14.0
+
+
+@pytest.mark.parametrize("wrap_in_scalar", [True, False])
+def test_udaf_list_timestamp_return(ctx, wrap_in_scalar) -> None:
+    timestamps1 = [
+        datetime(2024, 1, 1, tzinfo=timezone.utc),
+        datetime(2024, 1, 2, tzinfo=timezone.utc),
+    ]
+    timestamps2 = [
+        datetime(2024, 1, 3, tzinfo=timezone.utc),
+        datetime(2024, 1, 4, tzinfo=timezone.utc),
+    ]
+    batch1 = pa.RecordBatch.from_arrays(
+        [pa.array(timestamps1, type=pa.timestamp("ns"))],
+        names=["ts"],
+    )
+    batch2 = pa.RecordBatch.from_arrays(
+        [pa.array(timestamps2, type=pa.timestamp("ns"))],
+        names=["ts"],
+    )
+    df = ctx.create_dataframe([[batch1], [batch2]], name="timestamp_table")
+
+    list_type = pa.list_(
+        pa.field("item", type=pa.timestamp("ns"), nullable=wrap_in_scalar)
+    )
+
+    collect = udaf(
+        lambda: CollectTimestamps(wrap_in_scalar),
+        pa.timestamp("ns"),
+        list_type,
+        [list_type],
+        volatility="immutable",
+    )
+
+    result = df.aggregate([], [collect(column("ts"))]).collect()[0]
+
+    # There is no guarantee about the ordering of the batches, so perform a sort
+    # to get consistent results. Alternatively we could sort on evaluate().
+    assert (
+        result.column(0).values.sort()
+        == pa.array(
+            [[*timestamps1, *timestamps2]],
+            type=list_type,
+        ).values
+    )
diff --git a/src/common/data_type.rs b/src/common/data_type.rs
index 55848da5c..1ff332ebb 100644
--- a/src/common/data_type.rs
+++ b/src/common/data_type.rs
@@ -22,6 +22,9 @@ use datafusion::logical_expr::expr::NullTreatment as DFNullTreatment;
 use pyo3::exceptions::{PyNotImplementedError, PyValueError};
 use pyo3::prelude::*;
 
+/// A [`ScalarValue`] wrapped in a Python object. This struct allows for conversion
+/// from a variety of Python objects into a [`ScalarValue`]. See
+/// ``FromPyArrow::from_pyarrow_bound`` conversion details.
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd)]
 pub struct PyScalarValue(pub ScalarValue);
 
diff --git a/src/config.rs b/src/config.rs
index 583dea7ef..38936e6c5 100644
--- a/src/config.rs
+++ b/src/config.rs
@@ -22,8 +22,8 @@ use parking_lot::RwLock;
 use pyo3::prelude::*;
 use pyo3::types::*;
 
+use crate::common::data_type::PyScalarValue;
 use crate::errors::PyDataFusionResult;
-use crate::utils::py_obj_to_scalar_value;
 #[pyclass(name = "Config", module = "datafusion", subclass, frozen)]
 #[derive(Clone)]
 pub(crate) struct PyConfig {
@@ -65,9 +65,9 @@ impl PyConfig {
 
     /// Set a configuration option
     pub fn set(&self, key: &str, value: Py<PyAny>, py: Python) -> PyDataFusionResult<()> {
-        let scalar_value = py_obj_to_scalar_value(py, value)?;
+        let scalar_value: PyScalarValue = value.extract(py)?;
         let mut options = self.config.write();
-        options.set(key, scalar_value.to_string().as_str())?;
+        options.set(key, scalar_value.0.to_string().as_str())?;
         Ok(())
     }
 
diff --git a/src/dataframe.rs b/src/dataframe.rs
index fe039593d..53fab58c6 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -48,6 +48,7 @@ use pyo3::prelude::*;
 use pyo3::pybacked::PyBackedStr;
 use pyo3::types::{PyCapsule, PyList, PyTuple, PyTupleMethods};
 
+use crate::common::data_type::PyScalarValue;
 use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err};
 use crate::expr::PyExpr;
 use crate::expr::sort_expr::{PySortExpr, to_sort_expressions};
@@ -55,9 +56,7 @@ use crate::physical_plan::PyExecutionPlan;
 use crate::record_batch::{PyRecordBatchStream, poll_next_batch};
 use crate::sql::logical::PyLogicalPlan;
 use crate::table::{PyTable, TempViewTable};
-use crate::utils::{
-    is_ipython_env, py_obj_to_scalar_value, spawn_future, validate_pycapsule, wait_for_future,
-};
+use crate::utils::{is_ipython_env, spawn_future, validate_pycapsule, wait_for_future};
 
 /// File-level static CStr for the Arrow array stream capsule name.
 static ARROW_ARRAY_STREAM_NAME: &CStr = cstr!("arrow_array_stream");
@@ -1191,14 +1190,14 @@ impl PyDataFrame {
         columns: Option<Vec<PyBackedStr>>,
         py: Python,
     ) -> PyDataFusionResult<Self> {
-        let scalar_value = py_obj_to_scalar_value(py, value)?;
+        let scalar_value: PyScalarValue = value.extract(py)?;
 
         let cols = match columns {
             Some(col_names) => col_names.iter().map(|c| c.to_string()).collect(),
             None => Vec::new(), // Empty vector means fill null for all columns
         };
 
-        let df = self.df.as_ref().clone().fill_null(scalar_value, cols)?;
+        let df = self.df.as_ref().clone().fill_null(scalar_value.0, cols)?;
         Ok(Self::new(df))
     }
 }
diff --git a/src/pyarrow_util.rs b/src/pyarrow_util.rs
index 264cfd342..2a119274f 100644
--- a/src/pyarrow_util.rs
+++ b/src/pyarrow_util.rs
@@ -17,8 +17,13 @@
 
 //! Conversions between PyArrow and DataFusion types
 
-use arrow::array::{Array, ArrayData};
+use std::sync::Arc;
+
+use arrow::array::{Array, ArrayData, ArrayRef, ListArray, make_array};
+use arrow::buffer::OffsetBuffer;
+use arrow::datatypes::Field;
 use arrow::pyarrow::{FromPyArrow, ToPyArrow};
+use datafusion::common::exec_err;
 use datafusion::scalar::ScalarValue;
 use pyo3::types::{PyAnyMethods, PyList};
 use pyo3::{Bound, FromPyObject, PyAny, PyResult, Python};
@@ -26,21 +31,114 @@ use pyo3::{Bound, FromPyObject, PyAny, PyResult, Python};
 use crate::common::data_type::PyScalarValue;
 use crate::errors::PyDataFusionError;
 
+/// Helper function to turn an Array into a ScalarValue. If ``as_list_array`` is true,
+/// the array will be turned into a ``ListArray``. Otherwise, we extract the first value
+/// from the array.
+fn array_to_scalar_value(array: ArrayRef, as_list_array: bool) -> PyResult<PyScalarValue> {
+    if as_list_array {
+        let field = Arc::new(Field::new_list_field(
+            array.data_type().clone(),
+            array.nulls().is_some(),
+        ));
+        let offsets = OffsetBuffer::from_lengths(vec![array.len()]);
+        let list_array = ListArray::new(field, offsets, array, None);
+        Ok(PyScalarValue(ScalarValue::List(Arc::new(list_array))))
+    } else {
+        let scalar = ScalarValue::try_from_array(&array, 0).map_err(PyDataFusionError::from)?;
+        Ok(PyScalarValue(scalar))
+    }
+}
+
+/// Helper function to take any Python object that contains an Arrow PyCapsule
+/// interface and attempt to extract a scalar value from it. If `as_list_array`
+/// is true, the array will be turned into a ``ListArray``. Otherwise, we extract
+/// the first value from the array.
+fn pyobj_extract_scalar_via_capsule(
+    value: &Bound<'_, PyAny>,
+    as_list_array: bool,
+) -> PyResult<PyScalarValue> {
+    let array_data = ArrayData::from_pyarrow_bound(value)?;
+    let array = make_array(array_data);
+
+    array_to_scalar_value(array, as_list_array)
+}
+
 impl FromPyArrow for PyScalarValue {
     fn from_pyarrow_bound(value: &Bound<'_, PyAny>) -> PyResult<Self> {
         let py = value.py();
-        let typ = value.getattr("type")?;
+        let pyarrow_mod = py.import("pyarrow");
 
-        // construct pyarrow array from the python value and pyarrow type
-        let factory = py.import("pyarrow")?.getattr("array")?;
-        let args = PyList::new(py, [value])?;
-        let array = factory.call1((args, typ))?;
+        // Is it a PyArrow object?
+        if let Ok(pa) = pyarrow_mod.as_ref() {
+            let scalar_type = pa.getattr("Scalar")?;
+            if value.is_instance(&scalar_type)? {
+                let typ = value.getattr("type")?;
 
-        // convert the pyarrow array to rust array using C data interface
-        let array = arrow::array::make_array(ArrayData::from_pyarrow_bound(&array)?);
-        let scalar = ScalarValue::try_from_array(&array, 0).map_err(PyDataFusionError::from)?;
+                // construct pyarrow array from the python value and pyarrow type
+                let factory = py.import("pyarrow")?.getattr("array")?;
+                let args = PyList::new(py, [value])?;
+                let array = factory.call1((args, typ))?;
 
-        Ok(PyScalarValue(scalar))
+                return pyobj_extract_scalar_via_capsule(&array, false);
+            }
+
+            let array_type = pa.getattr("Array")?;
+            if value.is_instance(&array_type)? {
+                return pyobj_extract_scalar_via_capsule(value, true);
+            }
+        }
+
+        // Is it a NanoArrow scalar?
+        if let Ok(na) = py.import("nanoarrow") {
+            let scalar_type = py.import("nanoarrow.array")?.getattr("Scalar")?;
+            if value.is_instance(&scalar_type)? {
+                return pyobj_extract_scalar_via_capsule(value, false);
+            }
+            let array_type = na.getattr("Array")?;
+            if value.is_instance(&array_type)? {
+                return pyobj_extract_scalar_via_capsule(value, true);
+            }
+        }
+
+        // Is it a arro3 scalar?
+        if let Ok(arro3) = py.import("arro3").and_then(|arro3| arro3.getattr("core")) {
+            let scalar_type = arro3.getattr("Scalar")?;
+            if value.is_instance(&scalar_type)? {
+                return pyobj_extract_scalar_via_capsule(value, false);
+            }
+            let array_type = arro3.getattr("Array")?;
+            if value.is_instance(&array_type)? {
+                return pyobj_extract_scalar_via_capsule(value, true);
+            }
+        }
+
+        // Does it have a PyCapsule interface but isn't one of our known libraries?
+        // If so do our "best guess". Try checking type name, and if that fails
+        // return a single value if the length is 1 and return a List value otherwise
+        if value.hasattr("__arrow_c_array__")? {
+            let type_name = value.get_type().repr()?;
+            if type_name.contains("Scalar")? {
+                return pyobj_extract_scalar_via_capsule(value, false);
+            }
+            if type_name.contains("Array")? {
+                return pyobj_extract_scalar_via_capsule(value, true);
+            }
+
+            let array_data = ArrayData::from_pyarrow_bound(value)?;
+            let array = make_array(array_data);
+
+            let as_array_list = array.len() != 1;
+            return array_to_scalar_value(array, as_array_list);
+        }
+
+        // Last attempt - try to create a PyArrow scalar from a plain Python object
+        if let Ok(pa) = pyarrow_mod.as_ref() {
+            let scalar = pa.call_method1("scalar", (value,))?;
+
+            PyScalarValue::from_pyarrow_bound(&scalar)
+        } else {
+            exec_err!("Unable to import scalar value").map_err(PyDataFusionError::from)?
+        }
     }
 }
 
diff --git a/src/udaf.rs b/src/udaf.rs
index 298a59b05..cc166035d 100644
--- a/src/udaf.rs
+++ b/src/udaf.rs
@@ -17,7 +17,7 @@
 
 use std::sync::Arc;
 
-use datafusion::arrow::array::{Array, ArrayRef};
+use datafusion::arrow::array::ArrayRef;
 use datafusion::arrow::datatypes::DataType;
 use datafusion::arrow::pyarrow::{PyArrowType, ToPyArrow};
 use datafusion::common::ScalarValue;
@@ -47,24 +47,24 @@ impl RustAccumulator {
 
 impl Accumulator for RustAccumulator {
     fn state(&mut self) -> Result<Vec<ScalarValue>> {
-        Python::attach(|py| {
-            self.accum
-                .bind(py)
-                .call_method0("state")?
-                .extract::<Vec<PyScalarValue>>()
+        Python::attach(|py| -> PyResult<Vec<ScalarValue>> {
+            let values = self.accum.bind(py).call_method0("state")?;
+            let mut scalars = Vec::new();
+            for item in values.try_iter()? {
+                let item: Bound<'_, PyAny> = item?;
+                let scalar = item.extract::<PyScalarValue>()?.0;
+                scalars.push(scalar);
+            }
+            Ok(scalars)
         })
-        .map(|v| v.into_iter().map(|x| x.0).collect())
         .map_err(|e| DataFusionError::Execution(format!("{e}")))
     }
 
     fn evaluate(&mut self) -> Result<ScalarValue> {
-        Python::attach(|py| {
-            self.accum
-                .bind(py)
-                .call_method0("evaluate")?
-                .extract::<PyScalarValue>()
+        Python::attach(|py| -> PyResult<ScalarValue> {
+            let value = self.accum.bind(py).call_method0("evaluate")?;
+            value.extract::<PyScalarValue>().map(|v| v.0)
         })
-        .map(|v| v.0)
         .map_err(|e| DataFusionError::Execution(format!("{e}")))
     }
 
@@ -73,7 +73,7 @@ impl Accumulator for RustAccumulator {
             // 1. cast args to Pyarrow array
             let py_args = values
                 .iter()
-                .map(|arg| arg.into_data().to_pyarrow(py).unwrap())
+                .map(|arg| arg.to_data().to_pyarrow(py).unwrap())
                 .collect::<Vec<_>>();
             let py_args = PyTuple::new(py, py_args).map_err(to_datafusion_err)?;
 
@@ -94,7 +94,7 @@ impl Accumulator for RustAccumulator {
                 .iter()
                 .map(|state| {
                     state
-                        .into_data()
+                        .to_data()
                         .to_pyarrow(py)
                         .map_err(|e| DataFusionError::Execution(format!("{e}")))
                 })
@@ -119,7 +119,7 @@ impl Accumulator for RustAccumulator {
             // 1. cast args to Pyarrow array
             let py_args = values
                 .iter()
-                .map(|arg| arg.into_data().to_pyarrow(py).unwrap())
+                .map(|arg| arg.to_data().to_pyarrow(py).unwrap())
                 .collect::<Vec<_>>();
             let py_args = PyTuple::new(py, py_args).map_err(to_datafusion_err)?;
 
@@ -144,7 +144,7 @@ impl Accumulator for RustAccumulator {
 }
 
 pub fn to_rust_accumulator(accum: Py<PyAny>) -> AccumulatorFactoryFunction {
-    Arc::new(move |_| -> Result<Box<dyn Accumulator>> {
+    Arc::new(move |_args| -> Result<Box<dyn Accumulator>> {
         let accum = Python::attach(|py| {
             accum
                 .call0(py)
diff --git a/src/udwf.rs b/src/udwf.rs
index b5b795d27..4bf55a850 100644
--- a/src/udwf.rs
+++ b/src/udwf.rs
@@ -94,7 +94,6 @@ impl PartitionEvaluator for RustPartitionEvaluator {
     }
 
     fn evaluate_all(&mut self, values: &[ArrayRef], num_rows: usize) -> Result<ArrayRef> {
-        println!("evaluate all called with number of values {}", values.len());
         Python::attach(|py| {
             let py_values = PyList::new(
                 py,
diff --git a/src/utils.rs b/src/utils.rs
index 311f8fc86..28b58ba0f 100644
--- a/src/utils.rs
+++ b/src/utils.rs
@@ -19,7 +19,6 @@ use std::future::Future;
 use std::sync::{Arc, OnceLock};
 use std::time::Duration;
 
-use datafusion::common::ScalarValue;
 use datafusion::datasource::TableProvider;
 use datafusion::execution::context::SessionContext;
 use datafusion::logical_expr::Volatility;
@@ -34,7 +33,6 @@ use tokio::task::JoinHandle;
 use tokio::time::sleep;
 
 use crate::TokioRuntime;
-use crate::common::data_type::PyScalarValue;
 use crate::context::PySessionContext;
 use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 
@@ -199,22 +197,6 @@ pub(crate) fn table_provider_from_pycapsule<'py>(
     }
 }
 
-pub(crate) fn py_obj_to_scalar_value(py: Python, obj: Py<PyAny>) -> PyResult<ScalarValue> {
-    // convert Python object to PyScalarValue to ScalarValue
-
-    let pa = py.import("pyarrow")?;
-
-    // Convert Python object to PyArrow scalar
-    let scalar = pa.call_method1("scalar", (obj,))?;
-
-    // Convert PyArrow scalar to PyScalarValue
-    let py_scalar = PyScalarValue::extract_bound(scalar.as_ref())
-        .map_err(|e| PyValueError::new_err(format!("Failed to extract PyScalarValue: {e}")))?;
-
-    // Convert PyScalarValue to ScalarValue
-    Ok(py_scalar.into())
-}
-
 pub(crate) fn extract_logical_extension_codec(
     py: Python,
     obj: Option<Bound<PyAny>>,

From 675e41ed988360fd0758639e3fa52a2536282ebd Mon Sep 17 00:00:00 2001
From: Daniel Mesejo <mesejoleon@gmail.com>
Date: Wed, 18 Feb 2026 17:38:59 +0100
Subject: [PATCH 45/65] feat: add regexp_instr function (#1382)

* feat: add regexp_instr function

The current implementation of regexp_instr in Datafusion, does not support
endoption. Hence None is passed in the implementation of the function
exposing it to Python.

* chore: add test for all optional arguments

* fix: make start truly optional in regexp_count
---
 python/datafusion/functions.py | 37 ++++++++++++++++++++++++++++++++--
 python/tests/test_functions.py | 33 +++++++++++++++++++++++++++++-
 src/functions.rs               | 24 ++++++++++++++++++++++
 3 files changed, 91 insertions(+), 3 deletions(-)

diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index 2aed9dd39..431afcc30 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -225,6 +225,7 @@
     "range",
     "rank",
     "regexp_count",
+    "regexp_instr",
     "regexp_like",
     "regexp_match",
     "regexp_replace",
@@ -816,7 +817,7 @@ def regexp_replace(
 
 
 def regexp_count(
-    string: Expr, pattern: Expr, start: Expr, flags: Expr | None = None
+    string: Expr, pattern: Expr, start: Expr | None = None, flags: Expr | None = None
 ) -> Expr:
     """Returns the number of matches in a string.
 
@@ -825,10 +826,42 @@ def regexp_count(
     """
     if flags is not None:
         flags = flags.expr
-    start = start.expr if start is not None else Expr.expr
+    start = start.expr if start is not None else start
     return Expr(f.regexp_count(string.expr, pattern.expr, start, flags))
 
 
+def regexp_instr(
+    values: Expr,
+    regex: Expr,
+    start: Expr | None = None,
+    n: Expr | None = None,
+    flags: Expr | None = None,
+    sub_expr: Expr | None = None,
+) -> Expr:
+    """Returns the position of a regular expression match in a string.
+
+    Searches ``values`` for the ``n``-th occurrence of ``regex``, starting at position
+    ``start`` (the first position is 1). Returns the starting or ending position based
+    on ``end_position``. Use ``flags`` to control regex behavior and ``sub_expr`` to
+    return the position of a specific capture group instead of the entire match.
+    """
+    start = start.expr if start is not None else None
+    n = n.expr if n is not None else None
+    flags = flags.expr if flags is not None else None
+    sub_expr = sub_expr.expr if sub_expr is not None else None
+
+    return Expr(
+        f.regexp_instr(
+            values.expr,
+            regex.expr,
+            start,
+            n,
+            flags,
+            sub_expr,
+        )
+    )
+
+
 def repeat(string: Expr, n: Expr) -> Expr:
     """Repeats the ``string`` to ``n`` times."""
     return Expr(f.repeat(string.expr, n.expr))
diff --git a/python/tests/test_functions.py b/python/tests/test_functions.py
index 34c8c5c9f..7b3332ed7 100644
--- a/python/tests/test_functions.py
+++ b/python/tests/test_functions.py
@@ -769,7 +769,38 @@ def test_array_function_obj_tests(stmt, py_expr):
             pa.array(["H-o", "W-d", "!"], type=pa.string_view()),
         ),
         (
-            f.regexp_count(column("a"), literal("(ell|orl)"), literal(1)),
+            f.regexp_count(column("a"), literal("(ell|orl)"), start=literal(1)),
+            pa.array([1, 1, 0], type=pa.int64()),
+        ),
+        (
+            f.regexp_count(column("a"), literal("(ell|orl)")),
+            pa.array([1, 1, 0], type=pa.int64()),
+        ),
+        (
+            f.regexp_instr(column("a"), literal("(ell|orl)")),
+            pa.array([2, 2, 0], type=pa.int64()),
+        ),
+        (
+            f.regexp_instr(column("a"), literal("([lr])"), n=literal(2)),
+            pa.array([4, 4, 0], type=pa.int64()),
+        ),
+        (
+            f.regexp_instr(
+                column("a"),
+                literal("(x)?([hw])"),
+                start=literal(1),
+                n=literal(1),
+                flags=literal("i"),
+                sub_expr=literal(2),
+            ),
+            pa.array([1, 1, 0], type=pa.int64()),
+        ),
+        (
+            f.regexp_instr(column("a"), literal("([hw])"), flags=literal("i")),
+            pa.array([1, 1, 0], type=pa.int64()),
+        ),
+        (
+            f.regexp_instr(column("a"), literal("(x)?([HW])"), sub_expr=literal(2)),
             pa.array([1, 1, 0], type=pa.int64()),
         ),
     ],
diff --git a/src/functions.rs b/src/functions.rs
index 5c802920b..90b3a0a4b 100644
--- a/src/functions.rs
+++ b/src/functions.rs
@@ -189,6 +189,29 @@ fn regexp_count(
     .into())
 }
 
+#[pyfunction]
+#[pyo3(signature = (values, regex, start=None, n=None, flags=None, subexpr=None))]
+/// Returns the position in a string where the specified occurrence of a regular expression is located
+fn regexp_instr(
+    values: PyExpr,
+    regex: PyExpr,
+    start: Option<PyExpr>,
+    n: Option<PyExpr>,
+    flags: Option<PyExpr>,
+    subexpr: Option<PyExpr>,
+) -> PyResult<PyExpr> {
+    Ok(functions::expr_fn::regexp_instr(
+        values.into(),
+        regex.into(),
+        start.map(|x| x.expr).or(Some(lit(1))),
+        n.map(|x| x.expr).or(Some(lit(1))),
+        None,
+        flags.map(|x| x.expr).or(Some(lit(""))),
+        subexpr.map(|x| x.expr).or(Some(lit(0))),
+    )
+    .into())
+}
+
 /// Creates a new Sort Expr
 #[pyfunction]
 fn order_by(expr: PyExpr, asc: bool, nulls_first: bool) -> PyResult<PySortExpr> {
@@ -988,6 +1011,7 @@ pub(crate) fn init_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
     m.add_wrapped(wrap_pyfunction!(radians))?;
     m.add_wrapped(wrap_pyfunction!(random))?;
     m.add_wrapped(wrap_pyfunction!(regexp_count))?;
+    m.add_wrapped(wrap_pyfunction!(regexp_instr))?;
     m.add_wrapped(wrap_pyfunction!(regexp_like))?;
     m.add_wrapped(wrap_pyfunction!(regexp_match))?;
     m.add_wrapped(wrap_pyfunction!(regexp_replace))?;

From 4a75b0f370cf82d7892bbffae0d854e8d707540f Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 18 Feb 2026 13:22:40 -0500
Subject: [PATCH 46/65] minor: update cargo dependencies (#1383)

* Update Cargo.lock files

* Remove CI steps that are no longer required
---
 .github/workflows/test.yml                 |  10 -
 Cargo.lock                                 | 439 ++++++++++++++-------
 examples/datafusion-ffi-example/Cargo.lock | 379 +++++++++++++-----
 3 files changed, 568 insertions(+), 260 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index c4bf833ec..55248b6bf 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -53,16 +53,6 @@ jobs:
             exit 1
           fi
 
-      - name: Setup Rust Toolchain
-        uses: dtolnay/rust-toolchain@stable
-        id: rust-toolchain
-
-      - name: Install Protoc
-        uses: arduino/setup-protoc@v3
-        with:
-          version: '27.4'
-          repo-token: ${{ secrets.GITHUB_TOKEN }}
-
       - name: Setup Python
         uses: actions/setup-python@v6
         with:
diff --git a/Cargo.lock b/Cargo.lock
index 6af46fa1a..cd853a03f 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -111,9 +111,9 @@ dependencies = [
 
 [[package]]
 name = "anyhow"
-version = "1.0.100"
+version = "1.0.101"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
+checksum = "5f0e0fee31ef5ed1ba1316088939cea399010ed7731dba877ed44aeb407a75ea"
 
 [[package]]
 name = "apache-avro"
@@ -155,9 +155,9 @@ dependencies = [
 
 [[package]]
 name = "arc-swap"
-version = "1.8.1"
+version = "1.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9ded5f9a03ac8f24d1b8a25101ee812cd32cdc8c50a4c50237de2c4915850e73"
+checksum = "f9f3647c145568cec02c42054e07bdf9a5a698e15b466fb2341bfc393cd24aa5"
 dependencies = [
  "rustversion",
 ]
@@ -176,9 +176,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2a2b10dcb159faf30d3f81f6d56c1211a5bea2ca424eabe477648a44b993320e"
+checksum = "e4754a624e5ae42081f464514be454b39711daae0458906dacde5f4c632f33a8"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -198,9 +198,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "288015089e7931843c80ed4032c5274f02b37bcb720c4a42096d50b390e70372"
+checksum = "f7b3141e0ec5145a22d8694ea8b6d6f69305971c4fa1c1a13ef0195aef2d678b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -212,9 +212,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65ca404ea6191e06bf30956394173337fa9c35f445bd447fe6c21ab944e1a23c"
+checksum = "4c8955af33b25f3b175ee10af580577280b4bd01f7e823d94c7cdef7cf8c9aef"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -231,9 +231,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36356383099be0151dacc4245309895f16ba7917d79bdb71a7148659c9206c56"
+checksum = "c697ddca96183182f35b3a18e50b9110b11e916d7b7799cbfd4d34662f2c56c2"
 dependencies = [
  "bytes",
  "half",
@@ -243,9 +243,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c8e372ed52bd4ee88cc1e6c3859aa7ecea204158ac640b10e187936e7e87074"
+checksum = "646bbb821e86fd57189c10b4fcdaa941deaf4181924917b0daa92735baa6ada5"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -265,9 +265,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e4100b729fe656f2e4fb32bc5884f14acf9118d4ad532b7b33c1132e4dce896"
+checksum = "8da746f4180004e3ce7b83c977daf6394d768332349d3d913998b10a120b790a"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -280,9 +280,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bf87f4ff5fc13290aa47e499a8b669a82c5977c6a1fedce22c7f542c1fd5a597"
+checksum = "1fdd994a9d28e6365aa78e15da3f3950c0fdcea6b963a12fa1c391afb637b304"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -293,9 +293,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eb3ca63edd2073fcb42ba112f8ae165df1de935627ead6e203d07c99445f2081"
+checksum = "abf7df950701ab528bf7c0cf7eeadc0445d03ef5d6ffc151eaae6b38a58feff1"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -309,9 +309,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a36b2332559d3310ebe3e173f75b29989b4412df4029a26a30cc3f7da0869297"
+checksum = "0ff8357658bedc49792b13e2e862b80df908171275f8e6e075c460da5ee4bf86"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -333,9 +333,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "13c4e0530272ca755d6814218dffd04425c5b7854b87fa741d5ff848bf50aa39"
+checksum = "f7d8f1870e03d4cbed632959498bcc84083b5a24bded52905ae1695bd29da45b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -346,9 +346,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-pyarrow"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f45c7989cb70214b2f362eaa10266d15e1a433692f2ea1514018be3aace679f4"
+checksum = "d18c442b4c266aaf3d7f7dd40fd7ae058cef7f113b00ff0cd8256e1e218ec544"
 dependencies = [
  "arrow-array",
  "arrow-data",
@@ -358,9 +358,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b07f52788744cc71c4628567ad834cadbaeb9f09026ff1d7a4120f69edf7abd3"
+checksum = "18228633bad92bff92a95746bbeb16e5fc318e8382b75619dec26db79e4de4c0"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -371,9 +371,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6bb63203e8e0e54b288d0d8043ca8fa1013820822a27692ef1b78a977d879f2c"
+checksum = "8c872d36b7bf2a6a6a2b40de9156265f0242910791db366a2c17476ba8330d68"
 dependencies = [
  "bitflags",
  "serde_core",
@@ -382,9 +382,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-select"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c96d8a1c180b44ecf2e66c9a2f2bbcb8b1b6f14e165ce46ac8bde211a363411b"
+checksum = "68bf3e3efbd1278f770d67e5dc410257300b161b93baedb3aae836144edcaf4b"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -396,9 +396,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8ad6a81add9d3ea30bf8374ee8329992c7fd246ffd8b7e2f48a3cea5aa0cc9a"
+checksum = "85e968097061b3c0e9fe3079cf2e703e487890700546b5b0647f60fca1b5a8d8"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -425,9 +425,9 @@ dependencies = [
 
 [[package]]
 name = "async-compression"
-version = "0.4.37"
+version = "0.4.40"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d10e4f991a553474232bc0a31799f6d24b034a84c0971d80d2e2f78b2e576e40"
+checksum = "7d67d43201f4d20c78bcda740c142ca52482d81da80681533d33bf3f0596c8e2"
 dependencies = [
  "compression-codecs",
  "compression-core",
@@ -452,7 +452,7 @@ checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -463,7 +463,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -509,9 +509,9 @@ dependencies = [
 
 [[package]]
 name = "bitflags"
-version = "2.10.0"
+version = "2.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "812e12b5285cc515a9c72a5c1d3b6d46a19dac5acfef5265968c166106e31dd3"
+checksum = "843867be96c8daad0d758b57df9392b6d8d271134fce549de6ce169ff98a92af"
 
 [[package]]
 name = "blake2"
@@ -547,9 +547,9 @@ dependencies = [
 
 [[package]]
 name = "bon"
-version = "3.8.2"
+version = "3.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "234655ec178edd82b891e262ea7cf71f6584bcd09eff94db786be23f1821825c"
+checksum = "2d13a61f2963b88eef9c1be03df65d42f6996dfeac1054870d950fcf66686f83"
 dependencies = [
  "bon-macros",
  "rustversion",
@@ -557,9 +557,9 @@ dependencies = [
 
 [[package]]
 name = "bon-macros"
-version = "3.8.2"
+version = "3.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89ec27229c38ed0eb3c0feee3d2c1d6a4379ae44f418a29a658890e062d8f365"
+checksum = "d314cc62af2b6b0c65780555abb4d02a03dd3b799cd42419044f0c38d99738c0"
 dependencies = [
  "darling",
  "ident_case",
@@ -567,7 +567,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -593,9 +593,9 @@ dependencies = [
 
 [[package]]
 name = "bumpalo"
-version = "3.19.1"
+version = "3.20.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5dd9dc738b7a8311c7ade152424974d8115f2cdad61e8dab8dac9f2362298510"
+checksum = "c81d250916401487680ed13b8b675660281dcfc3ab0121fe44c94bcab9eae2fb"
 
 [[package]]
 name = "byteorder"
@@ -620,9 +620,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.55"
+version = "1.2.56"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "47b26a0954ae34af09b50f0de26458fa95369a0d478d8236d3f93082b219bd29"
+checksum = "aebf35691d1bfb0ac386a69bac2fde4dd276fb618cf8bf4f5318fe285e821bb2"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -685,9 +685,9 @@ dependencies = [
 
 [[package]]
 name = "compression-codecs"
-version = "0.4.36"
+version = "0.4.37"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "00828ba6fd27b45a448e57dbfe84f1029d4c9f26b368157e9a448a5f49a2ec2a"
+checksum = "eb7b51a7d9c967fc26773061ba86150f19c50c0d65c887cb1fbe295fd16619b7"
 dependencies = [
  "bzip2",
  "compression-core",
@@ -870,7 +870,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -881,7 +881,7 @@ checksum = "ac3984ec7bd6cfa798e62b4a642426a5be0e68f9401cfc2a01e3fa9ea2fcdb8d"
 dependencies = [
  "darling_core",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1425,7 +1425,7 @@ checksum = "c4fe888aeb6a095c4bcbe8ac1874c4b9a4c7ffa2ba849db7922683ba20875aaf"
 dependencies = [
  "datafusion-doc",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1710,7 +1710,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1809,9 +1809,9 @@ dependencies = [
 
 [[package]]
 name = "futures"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65bc07b1a8bc7c85c5f2e110c476c7389b4554ba72af57d8445ea63a576b0876"
+checksum = "8b147ee9d1f6d097cef9ce628cd2ee62288d963e16fb287bd9286455b241382d"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -1824,9 +1824,9 @@ dependencies = [
 
 [[package]]
 name = "futures-channel"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2dff15bf788c671c1934e366d07e30c1814a8ef514e1af724a602e8a2fbe1b10"
+checksum = "07bbe89c50d7a535e539b8c17bc0b49bdb77747034daa8087407d655f3f7cc1d"
 dependencies = [
  "futures-core",
  "futures-sink",
@@ -1834,15 +1834,15 @@ dependencies = [
 
 [[package]]
 name = "futures-core"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05f29059c0c2090612e8d742178b0580d2dc940c837851ad723096f87af6663e"
+checksum = "7e3450815272ef58cec6d564423f6e755e25379b217b0bc688e295ba24df6b1d"
 
 [[package]]
 name = "futures-executor"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e28d1d997f585e54aebc3f97d39e72338912123a67330d723fdbb564d646c9f"
+checksum = "baf29c38818342a3b26b5b923639e7b1f4a61fc5e76102d4b1981c6dc7a7579d"
 dependencies = [
  "futures-core",
  "futures-task",
@@ -1851,38 +1851,38 @@ dependencies = [
 
 [[package]]
 name = "futures-io"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9e5c1b78ca4aae1ac06c48a526a655760685149f0d465d21f37abfe57ce075c6"
+checksum = "cecba35d7ad927e23624b22ad55235f2239cfa44fd10428eecbeba6d6a717718"
 
 [[package]]
 name = "futures-macro"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
+checksum = "e835b70203e41293343137df5c0664546da5745f82ec9b84d40be8336958447b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
 name = "futures-sink"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e575fab7d1e0dcb8d0c7bcf9a63ee213816ab51902e6d244a95819acacf1d4f7"
+checksum = "c39754e157331b013978ec91992bde1ac089843443c49cbc7f46150b0fad0893"
 
 [[package]]
 name = "futures-task"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
+checksum = "037711b3d59c33004d3856fbdc83b99d4ff37a24768fa1be9ce3538a1cde4393"
 
 [[package]]
 name = "futures-util"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9fa08315bb612088cc391249efdc3bc77536f16c91f6cf495e6fbe85b20a4a81"
+checksum = "389ca41296e6190b48053de0321d02a77f32f8a5d2461dd38762c0593805c6d6"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -1892,7 +1892,6 @@ dependencies = [
  "futures-task",
  "memchr",
  "pin-project-lite",
- "pin-utils",
  "slab",
 ]
 
@@ -1942,6 +1941,19 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "getrandom"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "139ef39800118c7683f2fd3c98c1b23c09ae076556b435f8e9064ae108aaeeec"
+dependencies = [
+ "cfg-if",
+ "libc",
+ "r-efi",
+ "wasip2",
+ "wasip3",
+]
+
 [[package]]
 name = "glob"
 version = "0.3.3"
@@ -2229,6 +2241,12 @@ dependencies = [
  "zerovec",
 ]
 
+[[package]]
+name = "id-arena"
+version = "2.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3d3067d79b975e8844ca9eb072e16b31c3c1c36928edf9c6789548c524d0d954"
+
 [[package]]
 name = "ident_case"
 version = "1.0.1"
@@ -2264,6 +2282,8 @@ checksum = "7714e70437a7dc3ac8eb7e6f8df75fd8eb422675fc7678aff7364301092b1017"
 dependencies = [
  "equivalent",
  "hashbrown 0.16.1",
+ "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -2332,6 +2352,12 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "leb128fmt"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "09edd9e8b54e49e587e4f6295a7d29c3ea94d469cb40ab8ca70b288248a81db2"
+
 [[package]]
 name = "lexical-core"
 version = "1.0.6"
@@ -2397,9 +2423,9 @@ checksum = "2c4a545a15244c7d945065b5d392b2d2d7f21526fba56ce51467b06ed445e8f7"
 
 [[package]]
 name = "libc"
-version = "0.2.180"
+version = "0.2.182"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bcc35a38544a891a5f7c865aca548a982ccb3b8650a5b06d0fd33a10283c56fc"
+checksum = "6800badb6cb2082ffd7b6a67e6125bb39f18782f793520caee8cb8846be06112"
 
 [[package]]
 name = "libloading"
@@ -2413,9 +2439,9 @@ dependencies = [
 
 [[package]]
 name = "liblzma"
-version = "0.4.5"
+version = "0.4.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "73c36d08cad03a3fbe2c4e7bb3a9e84c57e4ee4135ed0b065cade3d98480c648"
+checksum = "b6033b77c21d1f56deeae8014eb9fbe7bdf1765185a6c508b5ca82eeaed7f899"
 dependencies = [
  "liblzma-sys",
 ]
@@ -2501,9 +2527,9 @@ dependencies = [
 
 [[package]]
 name = "memchr"
-version = "2.7.6"
+version = "2.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f52b00d39961fc5b2736ea853c9cc86238e165017a493d1d5c8eac6bdc4cc273"
+checksum = "f8ca58f447f06ed17d5fc4043ce1b10dd205e060fb3ce5b979b8ed8e59ff3f79"
 
 [[package]]
 name = "memoffset"
@@ -2682,9 +2708,9 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f6a2926a30477c0b95fea6c28c3072712b139337a242c2cc64817bdc20a8854"
+checksum = "6ee96b29972a257b855ff2341b37e61af5f12d6af1158b6dcdb5b31ea07bb3cb"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -2845,7 +2871,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2882,7 +2908,7 @@ dependencies = [
  "prost",
  "prost-types",
  "regex",
- "syn 2.0.114",
+ "syn 2.0.116",
  "tempfile",
 ]
 
@@ -2896,7 +2922,7 @@ dependencies = [
  "itertools",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2919,9 +2945,9 @@ dependencies = [
 
 [[package]]
 name = "psm"
-version = "0.1.29"
+version = "0.1.30"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1fa96cb91275ed31d6da3e983447320c4eb219ac180fa1679a0889ff32861e2d"
+checksum = "3852766467df634d74f0b2d7819bf8dc483a0eb2e3b0f50f756f9cfe8b0d18d8"
 dependencies = [
  "ar_archive_writer",
  "cc",
@@ -2978,9 +3004,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-log"
-version = "0.13.2"
+version = "0.13.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2f8bae9ad5ba08b0b0ed2bb9c2bdbaeccc69cafca96d78cf0fbcea0d45d122bb"
+checksum = "26c2ec80932c5c3b2d4fbc578c9b56b2d4502098587edb8bef5b6bfcad43682e"
 dependencies = [
  "arc-swap",
  "log",
@@ -2996,7 +3022,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3009,7 +3035,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3144,7 +3170,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3358,9 +3384,9 @@ checksum = "b39cdef0fa800fc44525c84ccb54a029961a8215f9619753635a9c0d2538d46d"
 
 [[package]]
 name = "ryu"
-version = "1.0.22"
+version = "1.0.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a50f4cf475b65d88e057964e0e9bb1f0aa9bbb2036dc65c64596b42932536984"
+checksum = "9774ba4a74de5f7b1c1451ed6cd5285a32eddb5cccb8cc655a4e50009e06477f"
 
 [[package]]
 name = "same-file"
@@ -3401,7 +3427,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde_derive_internals",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3412,9 +3438,9 @@ checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
 
 [[package]]
 name = "security-framework"
-version = "3.5.1"
+version = "3.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b3297343eaf830f66ede390ea39da1d462b6b0c1b000f420d0a83f898bbbe6ef"
+checksum = "d17b898a6d6948c3a8ee4372c17cb384f90d2e6e912ef00895b14fd7ab54ec38"
 dependencies = [
  "bitflags",
  "core-foundation",
@@ -3425,9 +3451,9 @@ dependencies = [
 
 [[package]]
 name = "security-framework-sys"
-version = "2.15.0"
+version = "2.16.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cc1f0cbffaac4852523ce30d8bd3c5cdc873501d96ff467ca09b6767bb8cd5c0"
+checksum = "321c8673b092a9a42605034a9879d73cb79101ed5fd117bc9a597b89b4e9e61a"
 dependencies = [
  "core-foundation-sys",
  "libc",
@@ -3486,7 +3512,7 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3497,7 +3523,7 @@ checksum = "18d26a20a969b9e3fdf2fc2d9f21eda6c40e2de84c9408bb5d3b05d499aae711"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3522,7 +3548,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3632,7 +3658,7 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3643,9 +3669,9 @@ checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
 
 [[package]]
 name = "stacker"
-version = "0.1.22"
+version = "0.1.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e1f8b29fb42aafcea4edeeb6b2f2d7ecd0d969c48b4cf0d2e64aafc471dd6e59"
+checksum = "08d74a23609d509411d10e2176dc2a4346e3b4aea2e7b1869f19fdedbc71c013"
 dependencies = [
  "cc",
  "cfg-if",
@@ -3675,7 +3701,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3699,7 +3725,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_yaml",
- "syn 2.0.114",
+ "syn 2.0.116",
  "typify",
  "walkdir",
 ]
@@ -3723,9 +3749,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.114"
+version = "2.0.116"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4d107df263a3013ef9b1879b0df87d706ff80f65a86ea879bd9c31f9b307c2a"
+checksum = "3df424c70518695237746f84cede799c9c58fcb37450d7b23716568cc8bc69cb"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -3749,23 +3775,23 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
 name = "target-lexicon"
-version = "0.13.4"
+version = "0.13.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b1dd07eb858a2067e2f3c7155d54e929265c264e6f37efe3ee7a8d1b5a1dd0ba"
+checksum = "adb6935a6f5c20170eeceb1a3835a49e12e19d792f6dd344ccc76a985ca5a6ca"
 
 [[package]]
 name = "tempfile"
-version = "3.24.0"
+version = "3.25.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "655da9c7eb6305c55742045d5a8d2037996d61d8de95806335c7c86ce0f82e9c"
+checksum = "0136791f7c95b1f6dd99f9cc786b91bb81c3800b639b3478e561ddb7be95e5f1"
 dependencies = [
  "fastrand",
- "getrandom 0.3.4",
+ "getrandom 0.4.1",
  "once_cell",
  "rustix",
  "windows-sys 0.61.2",
@@ -3788,7 +3814,7 @@ checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3859,7 +3885,7 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3949,7 +3975,7 @@ checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -4031,7 +4057,7 @@ dependencies = [
  "semver",
  "serde",
  "serde_json",
- "syn 2.0.114",
+ "syn 2.0.116",
  "thiserror",
  "unicode-ident",
 ]
@@ -4049,15 +4075,15 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_tokenstream",
- "syn 2.0.114",
+ "syn 2.0.116",
  "typify-impl",
 ]
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.22"
+version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9312f7c4f6ff9069b165498234ce8be658059c6728633667c526e27dc2cf1df5"
+checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
 [[package]]
 name = "unicode-segmentation"
@@ -4071,6 +4097,12 @@ version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b4ac048d71ede7ee76d585517add45da530660ef4390e49b098733c6e897f254"
 
+[[package]]
+name = "unicode-xid"
+version = "0.2.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ebc1c04c71510c7f702b52b7c350734c9ff1295c464a03335b00bb84fc54f853"
+
 [[package]]
 name = "unindent"
 version = "0.2.4"
@@ -4109,11 +4141,11 @@ checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
 
 [[package]]
 name = "uuid"
-version = "1.20.0"
+version = "1.21.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ee48d38b119b0cd71fe4141b30f5ba9c7c5d9f4e7a3a8b4a674e4b6ef789976f"
+checksum = "b672338555252d43fd2240c714dc444b8c6fb0a5c5335e65a07bba7742735ddb"
 dependencies = [
- "getrandom 0.3.4",
+ "getrandom 0.4.1",
  "js-sys",
  "serde_core",
  "wasm-bindgen",
@@ -4159,6 +4191,15 @@ dependencies = [
  "wit-bindgen",
 ]
 
+[[package]]
+name = "wasip3"
+version = "0.4.0+wasi-0.3.0-rc-2026-01-06"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5428f8bf88ea5ddc08faddef2ac4a67e390b88186c703ce6dbd955e1c145aca5"
+dependencies = [
+ "wit-bindgen",
+]
+
 [[package]]
 name = "wasm-bindgen"
 version = "0.2.108"
@@ -4205,7 +4246,7 @@ dependencies = [
  "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "wasm-bindgen-shared",
 ]
 
@@ -4218,6 +4259,28 @@ dependencies = [
  "unicode-ident",
 ]
 
+[[package]]
+name = "wasm-encoder"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "990065f2fe63003fe337b932cfb5e3b80e0b4d0f5ff650e6985b1048f62c8319"
+dependencies = [
+ "leb128fmt",
+ "wasmparser",
+]
+
+[[package]]
+name = "wasm-metadata"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bb0e353e6a2fbdc176932bbaab493762eb1255a7900fe0fea1a2f96c296cc909"
+dependencies = [
+ "anyhow",
+ "indexmap",
+ "wasm-encoder",
+ "wasmparser",
+]
+
 [[package]]
 name = "wasm-streams"
 version = "0.4.2"
@@ -4231,6 +4294,18 @@ dependencies = [
  "web-sys",
 ]
 
+[[package]]
+name = "wasmparser"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "47b807c72e1bac69382b3a6fb3dbe8ea4c0ed87ff5629b8685ae6b9a611028fe"
+dependencies = [
+ "bitflags",
+ "hashbrown 0.15.5",
+ "indexmap",
+ "semver",
+]
+
 [[package]]
 name = "web-sys"
 version = "0.3.85"
@@ -4303,7 +4378,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -4314,7 +4389,7 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -4511,6 +4586,88 @@ name = "wit-bindgen"
 version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d7249219f66ced02969388cf2bb044a09756a083d0fab1e566056b04d9fbcaa5"
+dependencies = [
+ "wit-bindgen-rust-macro",
+]
+
+[[package]]
+name = "wit-bindgen-core"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ea61de684c3ea68cb082b7a88508a8b27fcc8b797d738bfc99a82facf1d752dc"
+dependencies = [
+ "anyhow",
+ "heck",
+ "wit-parser",
+]
+
+[[package]]
+name = "wit-bindgen-rust"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b7c566e0f4b284dd6561c786d9cb0142da491f46a9fbed79ea69cdad5db17f21"
+dependencies = [
+ "anyhow",
+ "heck",
+ "indexmap",
+ "prettyplease",
+ "syn 2.0.116",
+ "wasm-metadata",
+ "wit-bindgen-core",
+ "wit-component",
+]
+
+[[package]]
+name = "wit-bindgen-rust-macro"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0c0f9bfd77e6a48eccf51359e3ae77140a7f50b1e2ebfe62422d8afdaffab17a"
+dependencies = [
+ "anyhow",
+ "prettyplease",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.116",
+ "wit-bindgen-core",
+ "wit-bindgen-rust",
+]
+
+[[package]]
+name = "wit-component"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9d66ea20e9553b30172b5e831994e35fbde2d165325bec84fc43dbf6f4eb9cb2"
+dependencies = [
+ "anyhow",
+ "bitflags",
+ "indexmap",
+ "log",
+ "serde",
+ "serde_derive",
+ "serde_json",
+ "wasm-encoder",
+ "wasm-metadata",
+ "wasmparser",
+ "wit-parser",
+]
+
+[[package]]
+name = "wit-parser"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ecc8ac4bc1dc3381b7f59c34f00b67e18f910c2c0f50015669dde7def656a736"
+dependencies = [
+ "anyhow",
+ "id-arena",
+ "indexmap",
+ "log",
+ "semver",
+ "serde",
+ "serde_derive",
+ "serde_json",
+ "unicode-xid",
+ "wasmparser",
+]
 
 [[package]]
 name = "writeable"
@@ -4537,28 +4694,28 @@ checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "synstructure",
 ]
 
 [[package]]
 name = "zerocopy"
-version = "0.8.38"
+version = "0.8.39"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "57cf3aa6855b23711ee9852dfc97dfaa51c45feaba5b645d0c777414d494a961"
+checksum = "db6d35d663eadb6c932438e763b262fe1a70987f9ae936e60158176d710cae4a"
 dependencies = [
  "zerocopy-derive",
 ]
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.38"
+version = "0.8.39"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a616990af1a287837c4fe6596ad77ef57948f787e46ce28e166facc0cc1cb75"
+checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -4578,7 +4735,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "synstructure",
 ]
 
@@ -4618,20 +4775,20 @@ checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
 name = "zlib-rs"
-version = "0.6.0"
+version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7948af682ccbc3342b6e9420e8c51c1fe5d7bf7756002b4a3c6cabfe96a7e3c"
+checksum = "c745c48e1007337ed136dc99df34128b9faa6ed542d80a1c673cf55a6d7236c8"
 
 [[package]]
 name = "zmij"
-version = "1.0.19"
+version = "1.0.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3ff05f8caa9038894637571ae6b9e29466c1f4f829d26c9b28f869a29cbe3445"
+checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
 
 [[package]]
 name = "zstd"
diff --git a/examples/datafusion-ffi-example/Cargo.lock b/examples/datafusion-ffi-example/Cargo.lock
index f1a75e8c6..02aa7d9d9 100644
--- a/examples/datafusion-ffi-example/Cargo.lock
+++ b/examples/datafusion-ffi-example/Cargo.lock
@@ -111,15 +111,15 @@ dependencies = [
 
 [[package]]
 name = "anyhow"
-version = "1.0.100"
+version = "1.0.101"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
+checksum = "5f0e0fee31ef5ed1ba1316088939cea399010ed7731dba877ed44aeb407a75ea"
 
 [[package]]
 name = "arrow"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2a2b10dcb159faf30d3f81f6d56c1211a5bea2ca424eabe477648a44b993320e"
+checksum = "e4754a624e5ae42081f464514be454b39711daae0458906dacde5f4c632f33a8"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -138,9 +138,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "288015089e7931843c80ed4032c5274f02b37bcb720c4a42096d50b390e70372"
+checksum = "f7b3141e0ec5145a22d8694ea8b6d6f69305971c4fa1c1a13ef0195aef2d678b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -152,9 +152,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65ca404ea6191e06bf30956394173337fa9c35f445bd447fe6c21ab944e1a23c"
+checksum = "4c8955af33b25f3b175ee10af580577280b4bd01f7e823d94c7cdef7cf8c9aef"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -171,9 +171,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36356383099be0151dacc4245309895f16ba7917d79bdb71a7148659c9206c56"
+checksum = "c697ddca96183182f35b3a18e50b9110b11e916d7b7799cbfd4d34662f2c56c2"
 dependencies = [
  "bytes",
  "half",
@@ -183,9 +183,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c8e372ed52bd4ee88cc1e6c3859aa7ecea204158ac640b10e187936e7e87074"
+checksum = "646bbb821e86fd57189c10b4fcdaa941deaf4181924917b0daa92735baa6ada5"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -205,9 +205,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e4100b729fe656f2e4fb32bc5884f14acf9118d4ad532b7b33c1132e4dce896"
+checksum = "8da746f4180004e3ce7b83c977daf6394d768332349d3d913998b10a120b790a"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -220,9 +220,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bf87f4ff5fc13290aa47e499a8b669a82c5977c6a1fedce22c7f542c1fd5a597"
+checksum = "1fdd994a9d28e6365aa78e15da3f3950c0fdcea6b963a12fa1c391afb637b304"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -233,9 +233,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eb3ca63edd2073fcb42ba112f8ae165df1de935627ead6e203d07c99445f2081"
+checksum = "abf7df950701ab528bf7c0cf7eeadc0445d03ef5d6ffc151eaae6b38a58feff1"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -248,9 +248,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a36b2332559d3310ebe3e173f75b29989b4412df4029a26a30cc3f7da0869297"
+checksum = "0ff8357658bedc49792b13e2e862b80df908171275f8e6e075c460da5ee4bf86"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -272,9 +272,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "13c4e0530272ca755d6814218dffd04425c5b7854b87fa741d5ff848bf50aa39"
+checksum = "f7d8f1870e03d4cbed632959498bcc84083b5a24bded52905ae1695bd29da45b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -285,9 +285,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b07f52788744cc71c4628567ad834cadbaeb9f09026ff1d7a4120f69edf7abd3"
+checksum = "18228633bad92bff92a95746bbeb16e5fc318e8382b75619dec26db79e4de4c0"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -298,18 +298,18 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6bb63203e8e0e54b288d0d8043ca8fa1013820822a27692ef1b78a977d879f2c"
+checksum = "8c872d36b7bf2a6a6a2b40de9156265f0242910791db366a2c17476ba8330d68"
 dependencies = [
  "bitflags",
 ]
 
 [[package]]
 name = "arrow-select"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c96d8a1c180b44ecf2e66c9a2f2bbcb8b1b6f14e165ce46ac8bde211a363411b"
+checksum = "68bf3e3efbd1278f770d67e5dc410257300b161b93baedb3aae836144edcaf4b"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -321,9 +321,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8ad6a81add9d3ea30bf8374ee8329992c7fd246ffd8b7e2f48a3cea5aa0cc9a"
+checksum = "85e968097061b3c0e9fe3079cf2e703e487890700546b5b0647f60fca1b5a8d8"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -365,7 +365,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -391,9 +391,9 @@ checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
 [[package]]
 name = "bitflags"
-version = "2.10.0"
+version = "2.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "812e12b5285cc515a9c72a5c1d3b6d46a19dac5acfef5265968c166106e31dd3"
+checksum = "843867be96c8daad0d758b57df9392b6d8d271134fce549de6ce169ff98a92af"
 
 [[package]]
 name = "brotli"
@@ -418,9 +418,9 @@ dependencies = [
 
 [[package]]
 name = "bumpalo"
-version = "3.19.1"
+version = "3.20.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5dd9dc738b7a8311c7ade152424974d8115f2cdad61e8dab8dac9f2362298510"
+checksum = "c81d250916401487680ed13b8b675660281dcfc3ab0121fe44c94bcab9eae2fb"
 
 [[package]]
 name = "byteorder"
@@ -436,9 +436,9 @@ checksum = "1e748733b7cbc798e1434b6ac524f0c1ff2ab456fe201501e6497c8417a4fc33"
 
 [[package]]
 name = "cc"
-version = "1.2.55"
+version = "1.2.56"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "47b26a0954ae34af09b50f0de26458fa95369a0d478d8236d3f93082b219bd29"
+checksum = "aebf35691d1bfb0ac386a69bac2fde4dd276fb618cf8bf4f5318fe285e821bb2"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -1021,7 +1021,7 @@ checksum = "c4fe888aeb6a095c4bcbe8ac1874c4b9a4c7ffa2ba849db7922683ba20875aaf"
 dependencies = [
  "datafusion-doc",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1187,7 +1187,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1273,9 +1273,9 @@ dependencies = [
 
 [[package]]
 name = "futures"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65bc07b1a8bc7c85c5f2e110c476c7389b4554ba72af57d8445ea63a576b0876"
+checksum = "8b147ee9d1f6d097cef9ce628cd2ee62288d963e16fb287bd9286455b241382d"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -1288,9 +1288,9 @@ dependencies = [
 
 [[package]]
 name = "futures-channel"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2dff15bf788c671c1934e366d07e30c1814a8ef514e1af724a602e8a2fbe1b10"
+checksum = "07bbe89c50d7a535e539b8c17bc0b49bdb77747034daa8087407d655f3f7cc1d"
 dependencies = [
  "futures-core",
  "futures-sink",
@@ -1298,15 +1298,15 @@ dependencies = [
 
 [[package]]
 name = "futures-core"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05f29059c0c2090612e8d742178b0580d2dc940c837851ad723096f87af6663e"
+checksum = "7e3450815272ef58cec6d564423f6e755e25379b217b0bc688e295ba24df6b1d"
 
 [[package]]
 name = "futures-executor"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e28d1d997f585e54aebc3f97d39e72338912123a67330d723fdbb564d646c9f"
+checksum = "baf29c38818342a3b26b5b923639e7b1f4a61fc5e76102d4b1981c6dc7a7579d"
 dependencies = [
  "futures-core",
  "futures-task",
@@ -1315,38 +1315,38 @@ dependencies = [
 
 [[package]]
 name = "futures-io"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9e5c1b78ca4aae1ac06c48a526a655760685149f0d465d21f37abfe57ce075c6"
+checksum = "cecba35d7ad927e23624b22ad55235f2239cfa44fd10428eecbeba6d6a717718"
 
 [[package]]
 name = "futures-macro"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
+checksum = "e835b70203e41293343137df5c0664546da5745f82ec9b84d40be8336958447b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
 name = "futures-sink"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e575fab7d1e0dcb8d0c7bcf9a63ee213816ab51902e6d244a95819acacf1d4f7"
+checksum = "c39754e157331b013978ec91992bde1ac089843443c49cbc7f46150b0fad0893"
 
 [[package]]
 name = "futures-task"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
+checksum = "037711b3d59c33004d3856fbdc83b99d4ff37a24768fa1be9ce3538a1cde4393"
 
 [[package]]
 name = "futures-util"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9fa08315bb612088cc391249efdc3bc77536f16c91f6cf495e6fbe85b20a4a81"
+checksum = "389ca41296e6190b48053de0321d02a77f32f8a5d2461dd38762c0593805c6d6"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -1356,7 +1356,6 @@ dependencies = [
  "futures-task",
  "memchr",
  "pin-project-lite",
- "pin-utils",
  "slab",
 ]
 
@@ -1392,6 +1391,19 @@ dependencies = [
  "wasip2",
 ]
 
+[[package]]
+name = "getrandom"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "139ef39800118c7683f2fd3c98c1b23c09ae076556b435f8e9064ae108aaeeec"
+dependencies = [
+ "cfg-if",
+ "libc",
+ "r-efi",
+ "wasip2",
+ "wasip3",
+]
+
 [[package]]
 name = "glob"
 version = "0.3.3"
@@ -1569,6 +1581,12 @@ dependencies = [
  "zerovec",
 ]
 
+[[package]]
+name = "id-arena"
+version = "2.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3d3067d79b975e8844ca9eb072e16b31c3c1c36928edf9c6789548c524d0d954"
+
 [[package]]
 name = "idna"
 version = "1.1.0"
@@ -1598,6 +1616,8 @@ checksum = "7714e70437a7dc3ac8eb7e6f8df75fd8eb422675fc7678aff7364301092b1017"
 dependencies = [
  "equivalent",
  "hashbrown 0.16.1",
+ "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -1650,6 +1670,12 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "leb128fmt"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "09edd9e8b54e49e587e4f6295a7d29c3ea94d469cb40ab8ca70b288248a81db2"
+
 [[package]]
 name = "lexical-core"
 version = "1.0.6"
@@ -1709,9 +1735,9 @@ dependencies = [
 
 [[package]]
 name = "libc"
-version = "0.2.180"
+version = "0.2.182"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bcc35a38544a891a5f7c865aca548a982ccb3b8650a5b06d0fd33a10283c56fc"
+checksum = "6800badb6cb2082ffd7b6a67e6125bb39f18782f793520caee8cb8846be06112"
 
 [[package]]
 name = "libloading"
@@ -1767,9 +1793,9 @@ dependencies = [
 
 [[package]]
 name = "memchr"
-version = "2.7.6"
+version = "2.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f52b00d39961fc5b2736ea853c9cc86238e165017a493d1d5c8eac6bdc4cc273"
+checksum = "f8ca58f447f06ed17d5fc4043ce1b10dd205e060fb3ce5b979b8ed8e59ff3f79"
 
 [[package]]
 name = "memoffset"
@@ -1892,9 +1918,9 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f6a2926a30477c0b95fea6c28c3072712b139337a242c2cc64817bdc20a8854"
+checksum = "6ee96b29972a257b855ff2341b37e61af5f12d6af1158b6dcdb5b31ea07bb3cb"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -1975,12 +2001,6 @@ version = "0.2.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3b3cff922bd51709b605d9ead9aa71031d81447142d828eb4a6eba76fe619f9b"
 
-[[package]]
-name = "pin-utils"
-version = "0.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8b870d8c151b6f2fb93e84a13146138f05d02ed11c7e7c54f8826aaaf7c9f184"
-
 [[package]]
 name = "pkg-config"
 version = "0.3.32"
@@ -2011,6 +2031,16 @@ dependencies = [
  "zerocopy",
 ]
 
+[[package]]
+name = "prettyplease"
+version = "0.2.37"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
+dependencies = [
+ "proc-macro2",
+ "syn 2.0.116",
+]
+
 [[package]]
 name = "proc-macro2"
 version = "1.0.106"
@@ -2040,7 +2070,7 @@ dependencies = [
  "itertools",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2088,7 +2118,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2101,7 +2131,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2225,9 +2255,9 @@ checksum = "b39cdef0fa800fc44525c84ccb54a029961a8215f9619753635a9c0d2538d46d"
 
 [[package]]
 name = "ryu"
-version = "1.0.22"
+version = "1.0.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a50f4cf475b65d88e057964e0e9bb1f0aa9bbb2036dc65c64596b42932536984"
+checksum = "9774ba4a74de5f7b1c1451ed6cd5285a32eddb5cccb8cc655a4e50009e06477f"
 
 [[package]]
 name = "same-file"
@@ -2283,7 +2313,7 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2359,7 +2389,7 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2381,9 +2411,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.114"
+version = "2.0.116"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4d107df263a3013ef9b1879b0df87d706ff80f65a86ea879bd9c31f9b307c2a"
+checksum = "3df424c70518695237746f84cede799c9c58fcb37450d7b23716568cc8bc69cb"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2398,23 +2428,23 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
 name = "target-lexicon"
-version = "0.13.4"
+version = "0.13.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b1dd07eb858a2067e2f3c7155d54e929265c264e6f37efe3ee7a8d1b5a1dd0ba"
+checksum = "adb6935a6f5c20170eeceb1a3835a49e12e19d792f6dd344ccc76a985ca5a6ca"
 
 [[package]]
 name = "tempfile"
-version = "3.24.0"
+version = "3.25.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "655da9c7eb6305c55742045d5a8d2037996d61d8de95806335c7c86ce0f82e9c"
+checksum = "0136791f7c95b1f6dd99f9cc786b91bb81c3800b639b3478e561ddb7be95e5f1"
 dependencies = [
  "fastrand",
- "getrandom 0.3.4",
+ "getrandom 0.4.1",
  "once_cell",
  "rustix",
  "windows-sys",
@@ -2437,7 +2467,7 @@ checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2489,7 +2519,7 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2511,7 +2541,7 @@ checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2558,9 +2588,9 @@ checksum = "f8c1ae7cc0fdb8b842d65d127cb981574b0d2b249b74d1c7a2986863dc134f71"
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.22"
+version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9312f7c4f6ff9069b165498234ce8be658059c6728633667c526e27dc2cf1df5"
+checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
 [[package]]
 name = "unicode-segmentation"
@@ -2574,6 +2604,12 @@ version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b4ac048d71ede7ee76d585517add45da530660ef4390e49b098733c6e897f254"
 
+[[package]]
+name = "unicode-xid"
+version = "0.2.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ebc1c04c71510c7f702b52b7c350734c9ff1295c464a03335b00bb84fc54f853"
+
 [[package]]
 name = "unindent"
 version = "0.2.4"
@@ -2600,11 +2636,11 @@ checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
 
 [[package]]
 name = "uuid"
-version = "1.20.0"
+version = "1.21.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ee48d38b119b0cd71fe4141b30f5ba9c7c5d9f4e7a3a8b4a674e4b6ef789976f"
+checksum = "b672338555252d43fd2240c714dc444b8c6fb0a5c5335e65a07bba7742735ddb"
 dependencies = [
- "getrandom 0.3.4",
+ "getrandom 0.4.1",
  "js-sys",
  "wasm-bindgen",
 ]
@@ -2640,6 +2676,15 @@ dependencies = [
  "wit-bindgen",
 ]
 
+[[package]]
+name = "wasip3"
+version = "0.4.0+wasi-0.3.0-rc-2026-01-06"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5428f8bf88ea5ddc08faddef2ac4a67e390b88186c703ce6dbd955e1c145aca5"
+dependencies = [
+ "wit-bindgen",
+]
+
 [[package]]
 name = "wasm-bindgen"
 version = "0.2.108"
@@ -2686,7 +2731,7 @@ dependencies = [
  "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "wasm-bindgen-shared",
 ]
 
@@ -2699,6 +2744,40 @@ dependencies = [
  "unicode-ident",
 ]
 
+[[package]]
+name = "wasm-encoder"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "990065f2fe63003fe337b932cfb5e3b80e0b4d0f5ff650e6985b1048f62c8319"
+dependencies = [
+ "leb128fmt",
+ "wasmparser",
+]
+
+[[package]]
+name = "wasm-metadata"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bb0e353e6a2fbdc176932bbaab493762eb1255a7900fe0fea1a2f96c296cc909"
+dependencies = [
+ "anyhow",
+ "indexmap",
+ "wasm-encoder",
+ "wasmparser",
+]
+
+[[package]]
+name = "wasmparser"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "47b807c72e1bac69382b3a6fb3dbe8ea4c0ed87ff5629b8685ae6b9a611028fe"
+dependencies = [
+ "bitflags",
+ "hashbrown 0.15.5",
+ "indexmap",
+ "semver",
+]
+
 [[package]]
 name = "web-sys"
 version = "0.3.85"
@@ -2771,7 +2850,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2782,7 +2861,7 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2823,6 +2902,88 @@ name = "wit-bindgen"
 version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d7249219f66ced02969388cf2bb044a09756a083d0fab1e566056b04d9fbcaa5"
+dependencies = [
+ "wit-bindgen-rust-macro",
+]
+
+[[package]]
+name = "wit-bindgen-core"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ea61de684c3ea68cb082b7a88508a8b27fcc8b797d738bfc99a82facf1d752dc"
+dependencies = [
+ "anyhow",
+ "heck",
+ "wit-parser",
+]
+
+[[package]]
+name = "wit-bindgen-rust"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b7c566e0f4b284dd6561c786d9cb0142da491f46a9fbed79ea69cdad5db17f21"
+dependencies = [
+ "anyhow",
+ "heck",
+ "indexmap",
+ "prettyplease",
+ "syn 2.0.116",
+ "wasm-metadata",
+ "wit-bindgen-core",
+ "wit-component",
+]
+
+[[package]]
+name = "wit-bindgen-rust-macro"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0c0f9bfd77e6a48eccf51359e3ae77140a7f50b1e2ebfe62422d8afdaffab17a"
+dependencies = [
+ "anyhow",
+ "prettyplease",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.116",
+ "wit-bindgen-core",
+ "wit-bindgen-rust",
+]
+
+[[package]]
+name = "wit-component"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9d66ea20e9553b30172b5e831994e35fbde2d165325bec84fc43dbf6f4eb9cb2"
+dependencies = [
+ "anyhow",
+ "bitflags",
+ "indexmap",
+ "log",
+ "serde",
+ "serde_derive",
+ "serde_json",
+ "wasm-encoder",
+ "wasm-metadata",
+ "wasmparser",
+ "wit-parser",
+]
+
+[[package]]
+name = "wit-parser"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ecc8ac4bc1dc3381b7f59c34f00b67e18f910c2c0f50015669dde7def656a736"
+dependencies = [
+ "anyhow",
+ "id-arena",
+ "indexmap",
+ "log",
+ "semver",
+ "serde",
+ "serde_derive",
+ "serde_json",
+ "unicode-xid",
+ "wasmparser",
+]
 
 [[package]]
 name = "writeable"
@@ -2849,28 +3010,28 @@ checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "synstructure",
 ]
 
 [[package]]
 name = "zerocopy"
-version = "0.8.38"
+version = "0.8.39"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "57cf3aa6855b23711ee9852dfc97dfaa51c45feaba5b645d0c777414d494a961"
+checksum = "db6d35d663eadb6c932438e763b262fe1a70987f9ae936e60158176d710cae4a"
 dependencies = [
  "zerocopy-derive",
 ]
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.38"
+version = "0.8.39"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a616990af1a287837c4fe6596ad77ef57948f787e46ce28e166facc0cc1cb75"
+checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -2890,7 +3051,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "synstructure",
 ]
 
@@ -2924,20 +3085,20 @@ checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
 name = "zlib-rs"
-version = "0.6.0"
+version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7948af682ccbc3342b6e9420e8c51c1fe5d7bf7756002b4a3c6cabfe96a7e3c"
+checksum = "c745c48e1007337ed136dc99df34128b9faa6ed542d80a1c673cf55a6d7236c8"
 
 [[package]]
 name = "zmij"
-version = "1.0.19"
+version = "1.0.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3ff05f8caa9038894637571ae6b9e29466c1f4f829d26c9b28f869a29cbe3445"
+checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
 
 [[package]]
 name = "zstd"

From d87c6e8049c165158071460f4550546fdc5c42c6 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Thu, 19 Feb 2026 07:27:53 -0500
Subject: [PATCH 47/65] chore: bump Python version for RAT checking (#1386)

* Bump python version to correct error in rat checking

* Add missing license files
---
 .github/workflows/dev.yml                    |  2 +-
 examples/datafusion-ffi-example/src/utils.rs | 17 +++++++++++++++++
 python/tests/test_udtf.py                    | 17 +++++++++++++++++
 src/options.rs                               | 17 +++++++++++++++++
 4 files changed, 52 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/dev.yml b/.github/workflows/dev.yml
index 434fd9b57..2c8ecbc5e 100644
--- a/.github/workflows/dev.yml
+++ b/.github/workflows/dev.yml
@@ -29,6 +29,6 @@ jobs:
       - name: Setup Python
         uses: actions/setup-python@v6
         with:
-          python-version: "3.10"
+          python-version: "3.14"
       - name: Audit licenses
         run: ./dev/release/run-rat.sh .
diff --git a/examples/datafusion-ffi-example/src/utils.rs b/examples/datafusion-ffi-example/src/utils.rs
index d06dc2d6c..a01d3fe27 100644
--- a/examples/datafusion-ffi-example/src/utils.rs
+++ b/examples/datafusion-ffi-example/src/utils.rs
@@ -1,3 +1,20 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use pyo3::exceptions::PyValueError;
 use pyo3::prelude::{PyAnyMethods, PyCapsuleMethods};
diff --git a/python/tests/test_udtf.py b/python/tests/test_udtf.py
index dba46e61a..925a8ba01 100644
--- a/python/tests/test_udtf.py
+++ b/python/tests/test_udtf.py
@@ -1,3 +1,20 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
 import pyarrow as pa
 import pyarrow.dataset as ds
 from datafusion import Expr, SessionContext, Table, udtf
diff --git a/src/options.rs b/src/options.rs
index 46d22b3d3..6b6037695 100644
--- a/src/options.rs
+++ b/src/options.rs
@@ -1,3 +1,20 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
 use arrow::datatypes::{DataType, Schema};
 use arrow::pyarrow::PyArrowType;
 use datafusion::prelude::CsvReadOptions;

From 44a3eb353960e96d16013139d30bb588b7c901db Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Mon, 23 Feb 2026 07:29:03 -0500
Subject: [PATCH 48/65] Merge release 52.0.0 into main (#1389)

* Update version number to 52.0.0

* Update changelog for 52.0.0
---
 Cargo.lock              |  2 +-
 Cargo.toml              |  2 +-
 dev/changelog/52.0.0.md | 78 +++++++++++++++++++++++++++++++++++++++++
 3 files changed, 80 insertions(+), 2 deletions(-)
 create mode 100644 dev/changelog/52.0.0.md

diff --git a/Cargo.lock b/Cargo.lock
index cd853a03f..e830a46b3 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1611,7 +1611,7 @@ dependencies = [
 
 [[package]]
 name = "datafusion-python"
-version = "51.0.0"
+version = "52.0.0"
 dependencies = [
  "arrow",
  "arrow-select",
diff --git a/Cargo.toml b/Cargo.toml
index 3e632bafc..afa167bb1 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -17,7 +17,7 @@
 
 [package]
 name = "datafusion-python"
-version = "51.0.0"
+version = "52.0.0"
 homepage = "https://datafusion.apache.org/python"
 repository = "https://github.com/apache/datafusion-python"
 authors = ["Apache DataFusion <dev@datafusion.apache.org>"]
diff --git a/dev/changelog/52.0.0.md b/dev/changelog/52.0.0.md
new file mode 100644
index 000000000..3f848bb47
--- /dev/null
+++ b/dev/changelog/52.0.0.md
@@ -0,0 +1,78 @@
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# Apache DataFusion Python 52.0.0 Changelog
+
+This release consists of 26 commits from 9 contributors. See credits at the end of this changelog for more information.
+
+**Implemented enhancements:**
+
+- feat: add CatalogProviderList support [#1363](https://github.com/apache/datafusion-python/pull/1363) (timsaucer)
+- feat: add support for generating JSON formatted substrait plan [#1376](https://github.com/apache/datafusion-python/pull/1376) (Prathamesh9284)
+- feat: add regexp_instr function [#1382](https://github.com/apache/datafusion-python/pull/1382) (mesejo)
+
+**Fixed bugs:**
+
+- fix: mangled errors [#1377](https://github.com/apache/datafusion-python/pull/1377) (mesejo)
+
+**Documentation updates:**
+
+- docs: Clarify first_value usage in select vs aggregate [#1348](https://github.com/apache/datafusion-python/pull/1348) (AdMub)
+
+**Other:**
+
+- Release 51.0.0 [#1333](https://github.com/apache/datafusion-python/pull/1333) (timsaucer)
+- Use explicit timer in unit test [#1338](https://github.com/apache/datafusion-python/pull/1338) (timsaucer)
+- Add use_fabric_endpoint parameter to MicrosoftAzure class [#1357](https://github.com/apache/datafusion-python/pull/1357) (djouallah)
+- Prepare for DF52 release [#1337](https://github.com/apache/datafusion-python/pull/1337) (timsaucer)
+- build(deps): bump actions/checkout from 5 to 6 [#1310](https://github.com/apache/datafusion-python/pull/1310) (dependabot[bot])
+- build(deps): bump actions/download-artifact from 5 to 7 [#1321](https://github.com/apache/datafusion-python/pull/1321) (dependabot[bot])
+- build(deps): bump actions/upload-artifact from 4 to 6 [#1322](https://github.com/apache/datafusion-python/pull/1322) (dependabot[bot])
+- build(deps): bump actions/cache from 4 to 5 [#1323](https://github.com/apache/datafusion-python/pull/1323) (dependabot[bot])
+- Pass Field information back and forth when using scalar UDFs [#1299](https://github.com/apache/datafusion-python/pull/1299) (timsaucer)
+- Update dependency minor versions to prepare for DF52 release [#1368](https://github.com/apache/datafusion-python/pull/1368) (timsaucer)
+- Improve displayed error by using `DataFusionError`'s `Display` trait [#1370](https://github.com/apache/datafusion-python/pull/1370) (abey79)
+- Enforce DataFrame display memory limits with `max_rows` + `min_rows` constraint (deprecate `repr_rows`) [#1367](https://github.com/apache/datafusion-python/pull/1367) (kosiew)
+- Implement all CSV reader options [#1361](https://github.com/apache/datafusion-python/pull/1361) (timsaucer)
+- chore: add confirmation before tarball is released [#1372](https://github.com/apache/datafusion-python/pull/1372) (milenkovicm)
+- Build in debug mode for PRs [#1375](https://github.com/apache/datafusion-python/pull/1375) (timsaucer)
+- minor: remove ffi test wheel from distribution artifact [#1378](https://github.com/apache/datafusion-python/pull/1378) (timsaucer)
+- chore: update rust 2024 edition [#1371](https://github.com/apache/datafusion-python/pull/1371) (timsaucer)
+- Fix Python UDAF list-of-timestamps return by enforcing list-valued scalars and caching PyArrow types [#1347](https://github.com/apache/datafusion-python/pull/1347) (kosiew)
+- minor: update cargo dependencies [#1383](https://github.com/apache/datafusion-python/pull/1383) (timsaucer)
+- chore: bump Python version for RAT checking [#1386](https://github.com/apache/datafusion-python/pull/1386) (timsaucer)
+
+## Credits
+
+Thank you to everyone who contributed to this release. Here is a breakdown of commits (PRs merged) per contributor.
+
+```
+    13	Tim Saucer
+     4	dependabot[bot]
+     2	Daniel Mesejo
+     2	kosiew
+     1	Adisa Mubarak (AdMub)
+     1	Antoine Beyeler
+     1	Dhanashri Prathamesh Iranna
+     1	Marko Milenković
+     1	Mimoune
+```
+
+Thank you also to everyone who contributed in other ways such as filing issues, reviewing PRs, and providing feedback on this release.
+

From 22086650c8df8b7bc382130c9560f76762dbe6c0 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Mon, 23 Feb 2026 08:36:12 -0500
Subject: [PATCH 49/65] Add workflow to verify release candidate on multiple
 systems (#1388)

* add workflow

* add protoc

* update coverage

* upgrade

* newline

* add a note about manual trigger

* add a section to release about manually running the matrix

* more details

---------

Co-authored-by: Kevin Liu <kevin.jq.liu@gmail.com>
---
 .../workflows/verify-release-candidate.yml    | 78 +++++++++++++++++++
 dev/release/README.md                         | 19 +++++
 2 files changed, 97 insertions(+)
 create mode 100644 .github/workflows/verify-release-candidate.yml

diff --git a/.github/workflows/verify-release-candidate.yml b/.github/workflows/verify-release-candidate.yml
new file mode 100644
index 000000000..a7293b369
--- /dev/null
+++ b/.github/workflows/verify-release-candidate.yml
@@ -0,0 +1,78 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+name: Verify Release Candidate
+
+# NOTE: This workflow is intended to be run manually via workflow_dispatch.
+
+on:
+  workflow_dispatch:
+    inputs:
+      version:
+        description: Version number (e.g., 52.0.0)
+        required: true
+        type: string
+      rc_number:
+        description: Release candidate number (e.g., 0)
+        required: true
+        type: string
+
+concurrency:
+  group: ${{ github.repository }}-${{ github.ref }}-${{ github.workflow }}
+  cancel-in-progress: true
+
+jobs:
+  verify:
+    name: Verify RC (${{ matrix.os }}-${{ matrix.arch }})
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          # Linux
+          - os: linux
+            arch: x64
+            runner: ubuntu-latest
+          - os: linux
+            arch: arm64
+            runner: ubuntu-24.04-arm
+
+          # macOS
+          - os: macos
+            arch: arm64
+            runner: macos-latest
+          - os: macos
+            arch: x64
+            runner: macos-15-intel
+
+          # Windows (disabled for now)
+          # - os: windows
+          #   arch: x64
+          #   runner: windows-latest
+    runs-on: ${{ matrix.runner }}
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v6
+
+      - name: Set up protoc
+        uses: arduino/setup-protoc@v3
+        with:
+          version: "27.4"
+          repo-token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Run release candidate verification
+        shell: bash
+        run: ./dev/release/verify-release-candidate.sh "${{ inputs.version }}" "${{ inputs.rc_number }}"
diff --git a/dev/release/README.md b/dev/release/README.md
index 5d2fae5a7..5b70b80f4 100644
--- a/dev/release/README.md
+++ b/dev/release/README.md
@@ -154,6 +154,25 @@ This will create a file named `dist/datafusion-0.7.0.tar.gz`. Upload this to tes
 python3 -m twine upload --repository testpypi dist/datafusion-0.7.0.tar.gz
 ```
 
+### Run Verify Release Candidate Workflow
+
+Before sending the vote email, run the manually triggered GitHub Actions workflow
+"Verify Release Candidate" and confirm all matrix jobs pass across the OS/architecture matrix
+(for example, Linux and macOS runners):
+
+1. Go to https://github.com/apache/datafusion-python/actions/workflows/verify-release-candidate.yml
+2. Click "Run workflow"
+3. Set `version` to the release version (for example, `52.0.0`)
+4. Set `rc_number` to the RC number (for example, `0`)
+5. Wait for all jobs to complete successfully
+
+Include a short note in the vote email template that this workflow was run across all OS/architecture
+matrix entries and that all jobs passed.
+
+```text
+Verification note: The manually triggered "Verify Release Candidate" workflow was run for version <VERSION> and rc_number <RC_NUMBER> across all configured OS/architecture matrix entries, and all matrix jobs completed successfully.
+```
+
 ### Send the Email
 
 Send the email to start the vote.

From 57a50faebb93365a56f337e53120ca215c03774b Mon Sep 17 00:00:00 2001
From: Kevin Liu <kevinjqliu@users.noreply.github.com>
Date: Wed, 25 Feb 2026 16:34:55 -0500
Subject: [PATCH 50/65] Allow running "verify release candidate" github
 workflow on Windows (#1392)

* run for windows

* readme
---
 .../workflows/verify-release-candidate.yml    |  8 ++---
 dev/release/README.md                         |  2 +-
 dev/release/verify-release-candidate.sh       | 31 +++++++++++++++----
 3 files changed, 30 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/verify-release-candidate.yml b/.github/workflows/verify-release-candidate.yml
index a7293b369..a10a4faa9 100644
--- a/.github/workflows/verify-release-candidate.yml
+++ b/.github/workflows/verify-release-candidate.yml
@@ -58,10 +58,10 @@ jobs:
             arch: x64
             runner: macos-15-intel
 
-          # Windows (disabled for now)
-          # - os: windows
-          #   arch: x64
-          #   runner: windows-latest
+          # Windows
+          - os: windows
+            arch: x64
+            runner: windows-latest
     runs-on: ${{ matrix.runner }}
     steps:
       - name: Checkout repository
diff --git a/dev/release/README.md b/dev/release/README.md
index 5b70b80f4..ed28f4aa6 100644
--- a/dev/release/README.md
+++ b/dev/release/README.md
@@ -158,7 +158,7 @@ python3 -m twine upload --repository testpypi dist/datafusion-0.7.0.tar.gz
 
 Before sending the vote email, run the manually triggered GitHub Actions workflow
 "Verify Release Candidate" and confirm all matrix jobs pass across the OS/architecture matrix
-(for example, Linux and macOS runners):
+(for example, Linux, macOS, and Windows runners):
 
 1. Go to https://github.com/apache/datafusion-python/actions/workflows/verify-release-candidate.yml
 2. Click "Run workflow"
diff --git a/dev/release/verify-release-candidate.sh b/dev/release/verify-release-candidate.sh
index 2bfce0e2d..9591e0335 100755
--- a/dev/release/verify-release-candidate.sh
+++ b/dev/release/verify-release-candidate.sh
@@ -112,8 +112,17 @@ test_source_distribution() {
 
   curl https://sh.rustup.rs -sSf | sh -s -- -y --no-modify-path
 
-  export PATH=$RUSTUP_HOME/bin:$PATH
-  source $RUSTUP_HOME/env
+  # On Unix, rustup creates an env file. On Windows GitHub runners (MSYS bash),
+  # that file may not exist, so fall back to adding Cargo bin directly.
+  if [ -f "$CARGO_HOME/env" ]; then
+    # shellcheck disable=SC1090
+    source "$CARGO_HOME/env"
+  elif [ -f "$RUSTUP_HOME/env" ]; then
+    # shellcheck disable=SC1090
+    source "$RUSTUP_HOME/env"
+  else
+    export PATH="$CARGO_HOME/bin:$PATH"
+  fi
 
   # build and test rust
 
@@ -126,10 +135,20 @@ test_source_distribution() {
   git clone https://github.com/apache/parquet-testing.git parquet-testing
 
   python3 -m venv .venv
-  source .venv/bin/activate
-  python3 -m pip install -U pip
-  python3 -m pip install -U maturin
-  maturin develop
+  if [ -x ".venv/bin/python" ]; then
+    VENV_PYTHON=".venv/bin/python"
+  elif [ -x ".venv/Scripts/python.exe" ]; then
+    VENV_PYTHON=".venv/Scripts/python.exe"
+  elif [ -x ".venv/Scripts/python" ]; then
+    VENV_PYTHON=".venv/Scripts/python"
+  else
+    echo "Unable to find python executable in virtual environment"
+    exit 1
+  fi
+
+  "$VENV_PYTHON" -m pip install -U pip
+  "$VENV_PYTHON" -m pip install -U maturin
+  "$VENV_PYTHON" -m maturin develop
 
   #TODO: we should really run tests here as well
   #python3 -m pytest

From e42775c2fcfe8929df0874414ba2bcd6bbea174c Mon Sep 17 00:00:00 2001
From: dario curreri <48800335+dariocurr@users.noreply.github.com>
Date: Thu, 26 Feb 2026 15:13:38 +0100
Subject: [PATCH 51/65] ci: update pre-commit hooks, fix linting, and refresh
 dependencies (#1385)

* ci: update pre-commit hooks and fix linting issues

* Update Ruff version in pre-commit configuration to v0.15.1.
* Add noqa comments to suppress specific linting warnings in various files.
* Update regex patterns in test cases for better matching.

* style: correct indentation in GitHub Actions workflow file

* Adjusted indentation for the enable-cache option in the test.yml workflow file to ensure proper YAML formatting.

* refactor: reorder imports in indexed_field.rs for clarity

* Adjusted the order of imports in indexed_field.rs to improve readability and maintain consistency with project conventions.

* build: update dependencies in Cargo.toml and Cargo.lock

* Bump versions of several dependencies including tokio, pyo3-log, prost, uuid, and log to their latest releases.
* Update Cargo.lock to reflect the changes in dependency versions.

* style: format pyproject.toml for consistency

* Adjusted formatting in pyproject.toml for improved readability by aligning lists and ensuring consistent indentation.
* Updated dependencies and configuration settings for better organization.

* style: remove noqa comments for import statements

* Cleaned up import statements in multiple files by removing unnecessary noqa comments, enhancing code readability and maintaining consistency across the codebase.

* style: simplify formatting in pyproject.toml

* Streamlined list formatting in pyproject.toml for improved readability by removing unnecessary line breaks and ensuring consistent structure across sections.
* No functional changes were made; the focus was solely on code style and organization.
---
 .github/workflows/test.yml        |  2 +-
 .pre-commit-config.yaml           |  2 +-
 Cargo.lock                        |  4 +-
 Cargo.toml                        | 12 ++---
 pyproject.toml                    | 81 ++++++++++++++++---------------
 python/datafusion/expr.py         |  2 +
 python/datafusion/user_defined.py |  4 +-
 python/tests/test_catalog.py      |  2 +-
 python/tests/test_dataframe.py    |  2 +-
 python/tests/test_functions.py    | 24 ++++-----
 python/tests/test_sql.py          |  2 +-
 python/tests/test_udf.py          |  7 ++-
 python/tests/test_udwf.py         |  4 +-
 src/expr/indexed_field.rs         |  5 +-
 14 files changed, 78 insertions(+), 75 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 55248b6bf..4cad8db24 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -67,7 +67,7 @@ jobs:
       - name: Install dependencies
         uses: astral-sh/setup-uv@v7
         with:
-            enable-cache: true
+          enable-cache: true
 
       # Download the Linux wheel built in the build workflow
       - name: Download pre-built Linux wheel
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index bcefa405d..8ae6a4e32 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -22,7 +22,7 @@ repos:
           - id: actionlint-docker
       - repo: https://github.com/astral-sh/ruff-pre-commit
         # Ruff version.
-        rev: v0.9.10
+        rev: v0.15.1
         hooks:
           # Run the linter.
           - id: ruff
diff --git a/Cargo.lock b/Cargo.lock
index e830a46b3..f35f10bcc 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -593,9 +593,9 @@ dependencies = [
 
 [[package]]
 name = "bumpalo"
-version = "3.20.0"
+version = "3.20.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c81d250916401487680ed13b8b675660281dcfc3ab0121fe44c94bcab9eae2fb"
+checksum = "5c6f81257d10a0f602a294ae4182251151ff97dbb504ef9afcdda4a64b24d9b4"
 
 [[package]]
 name = "byteorder"
diff --git a/Cargo.toml b/Cargo.toml
index afa167bb1..313640ec2 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -42,7 +42,7 @@ protoc = ["datafusion-substrait/protoc"]
 substrait = ["dep:datafusion-substrait"]
 
 [dependencies]
-tokio = { version = "1.47", features = [
+tokio = { version = "1.49", features = [
   "macros",
   "rt",
   "rt-multi-thread",
@@ -54,16 +54,16 @@ pyo3 = { version = "0.26", features = [
   "abi3-py310",
 ] }
 pyo3-async-runtimes = { version = "0.26", features = ["tokio-runtime"] }
-pyo3-log = "0.13.2"
+pyo3-log = "0.13.3"
 arrow = { version = "57", features = ["pyarrow"] }
 arrow-select = { version = "57" }
 datafusion = { version = "52", features = ["avro", "unicode_expressions"] }
 datafusion-substrait = { version = "52", optional = true }
 datafusion-proto = { version = "52" }
 datafusion-ffi = { version = "52" }
-prost = "0.14.1" # keep in line with `datafusion-substrait`
+prost = "0.14.3" # keep in line with `datafusion-substrait`
 serde_json = "1"
-uuid = { version = "1.18", features = ["v4"] }
+uuid = { version = "1.21", features = ["v4"] }
 mimalloc = { version = "0.1", optional = true, default-features = false, features = [
   "local_dynamic_tls",
 ] }
@@ -77,11 +77,11 @@ object_store = { version = "0.12.4", features = [
   "http",
 ] }
 url = "2"
-log = "0.4.27"
+log = "0.4.29"
 parking_lot = "0.12"
 
 [build-dependencies]
-prost-types = "0.14.1"     # keep in line with `datafusion-substrait`
+prost-types = "0.14.3"     # keep in line with `datafusion-substrait`
 pyo3-build-config = "0.26"
 
 [lib]
diff --git a/pyproject.toml b/pyproject.toml
index 5a5128a2f..08d64eca0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,7 @@ description = "Build and run queries against data"
 readme = "README.md"
 license = { file = "LICENSE.txt" }
 requires-python = ">=3.10"
-keywords = ["datafusion", "dataframe", "rust", "query-engine"]
+keywords = ["dataframe", "datafusion", "query-engine", "rust"]
 classifiers = [
   "Development Status :: 2 - Pre-Alpha",
   "Intended Audience :: Developers",
@@ -62,7 +62,7 @@ profile = "black"
 python-source = "python"
 module-name = "datafusion._internal"
 include = [{ path = "Cargo.lock", format = "sdist" }]
-exclude = [".github/**", "ci/**", ".asf.yaml"]
+exclude = [".asf.yaml", ".github/**", "ci/**"]
 # Require Cargo.lock is up to date
 locked = true
 features = ["substrait"]
@@ -77,19 +77,19 @@ select = ["ALL"]
 ignore = [
   "A001",    # Allow using words like min as variable names
   "A002",    # Allow using words like filter as variable names
+  "A005",    # Allow module named io
   "ANN401",  # Allow Any for wrapper classes
   "COM812",  # Recommended to ignore these rules when using with ruff-format
-  "FIX002",  # Allow TODO lines - consider removing at some point
   "FBT001",  # Allow boolean positional args
   "FBT002",  # Allow boolean positional args
+  "FIX002",  # Allow TODO lines - consider removing at some point
   "ISC001",  # Recommended to ignore these rules when using with ruff-format
+  "N812",    # Allow importing functions as `F`
+  "PD901",   # Allow variable name df
+  "PLR0913", # Allow many arguments in function definition
   "SLF001",  # Allow accessing private members
   "TD002",   # Do not require author names in TODO statements
   "TD003",   # Allow TODO lines
-  "PLR0913", # Allow many arguments in function definition
-  "PD901",   # Allow variable name df
-  "N812",    # Allow importing functions as `F`
-  "A005",    # Allow module named io
 ]
 
 [tool.ruff.lint.pydocstyle]
@@ -99,7 +99,7 @@ convention = "google"
 max-doc-length = 88
 
 [tool.ruff.lint.flake8-boolean-trap]
-extend-allowed-calls = ["lit", "datafusion.lit"]
+extend-allowed-calls = ["datafusion.lit", "lit"]
 
 # Disable docstring checking for these directories
 [tool.ruff.lint.per-file-ignores]
@@ -108,68 +108,69 @@ extend-allowed-calls = ["lit", "datafusion.lit"]
   "ARG",
   "BLE001",
   "D",
-  "S101",
-  "SLF",
   "PD",
+  "PLC0415",
+  "PLR0913",
   "PLR2004",
+  "PT004",
   "PT011",
   "RUF015",
+  "S101",
   "S608",
-  "PLR0913",
-  "PT004",
+  "SLF",
 ]
 "examples/*" = [
-  "D",
-  "W505",
-  "E501",
-  "T201",
-  "S101",
-  "PLR2004",
   "ANN001",
   "ANN202",
-  "INP001",
+  "D",
   "DTZ007",
+  "E501",
+  "INP001",
+  "PLR2004",
   "RUF015",
+  "S101",
+  "T201",
+  "W505",
 ]
 "dev/*" = [
+  "ANN001",
+  "C",
   "D",
   "E",
-  "T",
-  "S",
+  "ERA001",
+  "EXE",
+  "N817",
   "PLR",
-  "C",
+  "S",
   "SIM",
+  "T",
   "UP",
-  "EXE",
-  "N817",
-  "ERA001",
-  "ANN001",
 ]
 "benchmarks/*" = [
+  "ANN001",
+  "BLE",
   "D",
+  "E",
+  "ERA001",
+  "EXE",
   "F",
-  "T",
-  "BLE",
   "FURB",
+  "INP001",
   "PLR",
-  "E",
-  "TD",
-  "TRY",
   "S",
   "SIM",
-  "EXE",
+  "T",
+  "TD",
+  "TRY",
   "UP",
-  "ERA001",
-  "ANN001",
-  "INP001",
 ]
 "docs/*" = ["D"]
-"docs/source/conf.py" = ["ERA001", "ANN001", "INP001"]
+"docs/source/conf.py" = ["ANN001", "ERA001", "INP001"]
 
 [tool.codespell]
-skip = ["./target", "uv.lock", "./python/tests/test_functions.py"]
+skip = ["./python/tests/test_functions.py", "./target", "uv.lock"]
 count = true
-ignore-words-list = ["ans", "IST"]
+ignore-words-list = ["IST", "ans"]
 
 [dependency-groups]
 dev = [
@@ -182,8 +183,8 @@ dev = [
   "pre-commit>=4.3.0",
   "pyarrow>=19.0.0",
   "pygithub==2.5.0",
-  "pytest>=7.4.4",
   "pytest-asyncio>=0.23.3",
+  "pytest>=7.4.4",
   "pyyaml>=6.0.3",
   "ruff>=0.9.1",
   "toml>=0.10.2",
@@ -196,6 +197,6 @@ docs = [
   "pickleshare>=0.7.5",
   "pydata-sphinx-theme==0.8.0",
   "setuptools>=75.3.0",
-  "sphinx>=7.1.2",
   "sphinx-autoapi>=3.4.0",
+  "sphinx>=7.1.2",
 ]
diff --git a/python/datafusion/expr.py b/python/datafusion/expr.py
index 9df58f52a..5760b8948 100644
--- a/python/datafusion/expr.py
+++ b/python/datafusion/expr.py
@@ -20,6 +20,8 @@
 See :ref:`Expressions` in the online documentation for more details.
 """
 
+# ruff: noqa: PLC0415
+
 from __future__ import annotations
 
 from collections.abc import Iterable, Sequence
diff --git a/python/datafusion/user_defined.py b/python/datafusion/user_defined.py
index d4e5302b5..eef23e741 100644
--- a/python/datafusion/user_defined.py
+++ b/python/datafusion/user_defined.py
@@ -583,11 +583,11 @@ def from_pycapsule(func: AggregateUDFExportable | _PyCapsule) -> AggregateUDF:
         AggregateUDF that is exported via the FFI bindings.
         """
         if _is_pycapsule(func):
-            aggregate = cast(AggregateUDF, object.__new__(AggregateUDF))
+            aggregate = cast("AggregateUDF", object.__new__(AggregateUDF))
             aggregate._udaf = df_internal.AggregateUDF.from_pycapsule(func)
             return aggregate
 
-        capsule = cast(AggregateUDFExportable, func)
+        capsule = cast("AggregateUDFExportable", func)
         name = str(capsule.__class__)
         return AggregateUDF(
             name=name,
diff --git a/python/tests/test_catalog.py b/python/tests/test_catalog.py
index 71c08da26..9310da506 100644
--- a/python/tests/test_catalog.py
+++ b/python/tests/test_catalog.py
@@ -248,7 +248,7 @@ def test_exception_not_mangled(ctx: SessionContext):
 
     schema.register_table("test_table", create_dataset())
 
-    with pytest.raises(ValueError, match="^test_table is not an acceptable name$"):
+    with pytest.raises(ValueError, match=r"^test_table is not an acceptable name$"):
         ctx.sql(f"select * from {catalog_name}.{schema_name}.test_table")
 
 
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index 71abe2925..de6b00acf 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -2790,7 +2790,7 @@ def test_write_parquet_with_options_encoding(tmp_path, encoding, data_types, res
 def test_write_parquet_with_options_unsupported_encoding(df, tmp_path, encoding):
     """Test that unsupported Parquet encodings do not work."""
     # BaseException is used since this throws a Rust panic: https://github.com/PyO3/pyo3/issues/3519
-    with pytest.raises(BaseException, match="Encoding .*? is not supported"):
+    with pytest.raises(BaseException, match=r"Encoding .*? is not supported"):
         df.write_parquet_with_options(tmp_path, ParquetWriterOptions(encoding=encoding))
 
 
diff --git a/python/tests/test_functions.py b/python/tests/test_functions.py
index 7b3332ed7..5a61a2dd1 100644
--- a/python/tests/test_functions.py
+++ b/python/tests/test_functions.py
@@ -303,19 +303,19 @@ def py_flatten(arr):
             lambda data: [np.concatenate([arr, arr]) for arr in data],
         ),
         (
-            lambda col: f.array_dims(col),
+            f.array_dims,
             lambda data: [[len(r)] for r in data],
         ),
         (
-            lambda col: f.array_distinct(col),
+            f.array_distinct,
             lambda data: [list(set(r)) for r in data],
         ),
         (
-            lambda col: f.list_distinct(col),
+            f.list_distinct,
             lambda data: [list(set(r)) for r in data],
         ),
         (
-            lambda col: f.list_dims(col),
+            f.list_dims,
             lambda data: [[len(r)] for r in data],
         ),
         (
@@ -323,11 +323,11 @@ def py_flatten(arr):
             lambda data: [r[0] for r in data],
         ),
         (
-            lambda col: f.array_empty(col),
+            f.array_empty,
             lambda data: [len(r) == 0 for r in data],
         ),
         (
-            lambda col: f.empty(col),
+            f.empty,
             lambda data: [len(r) == 0 for r in data],
         ),
         (
@@ -343,11 +343,11 @@ def py_flatten(arr):
             lambda data: [r[0] for r in data],
         ),
         (
-            lambda col: f.array_length(col),
+            f.array_length,
             lambda data: [len(r) for r in data],
         ),
         (
-            lambda col: f.list_length(col),
+            f.list_length,
             lambda data: [len(r) for r in data],
         ),
         (
@@ -391,11 +391,11 @@ def py_flatten(arr):
             lambda data: [[i + 1 for i, _v in enumerate(r) if _v == 1.0] for r in data],
         ),
         (
-            lambda col: f.array_ndims(col),
+            f.array_ndims,
             lambda data: [np.array(r).ndim for r in data],
         ),
         (
-            lambda col: f.list_ndims(col),
+            f.list_ndims,
             lambda data: [np.array(r).ndim for r in data],
         ),
         (
@@ -415,11 +415,11 @@ def py_flatten(arr):
             lambda data: [np.insert(arr, 0, 99.0) for arr in data],
         ),
         (
-            lambda col: f.array_pop_back(col),
+            f.array_pop_back,
             lambda data: [arr[:-1] for arr in data],
         ),
         (
-            lambda col: f.array_pop_front(col),
+            f.array_pop_front,
             lambda data: [arr[1:] for arr in data],
         ),
         (
diff --git a/python/tests/test_sql.py b/python/tests/test_sql.py
index 12710cf08..92c311930 100644
--- a/python/tests/test_sql.py
+++ b/python/tests/test_sql.py
@@ -31,7 +31,7 @@
 def test_no_table(ctx):
     with pytest.raises(
         ValueError,
-        match="^Error during planning: table 'datafusion.public.b' not found$",
+        match=r"^Error during planning: table 'datafusion.public.b' not found$",
     ):
         ctx.sql("SELECT a FROM b").collect()
 
diff --git a/python/tests/test_udf.py b/python/tests/test_udf.py
index c0ba1d831..b2540fb57 100644
--- a/python/tests/test_udf.py
+++ b/python/tests/test_udf.py
@@ -15,7 +15,10 @@
 # specific language governing permissions and limitations
 # under the License.
 
+from uuid import UUID
+
 import pyarrow as pa
+import pyarrow.compute as pc
 import pytest
 from datafusion import SessionContext, column, udf
 from datafusion import functions as f
@@ -128,8 +131,6 @@ def udf_with_param(values: pa.Array) -> pa.Array:
 
 
 def test_udf_with_metadata(ctx) -> None:
-    from uuid import UUID
-
     @udf([pa.string()], pa.uuid(), "stable")
     def uuid_from_string(uuid_string):
         return pa.array((UUID(s).bytes for s in uuid_string.to_pylist()), pa.uuid())
@@ -151,8 +152,6 @@ def uuid_version(uuid):
 
 
 def test_udf_with_nullability(ctx: SessionContext) -> None:
-    import pyarrow.compute as pc
-
     field_nullable_i64 = pa.field("with_nulls", type=pa.int64(), nullable=True)
     field_non_nullable_i64 = pa.field("no_nulls", type=pa.int64(), nullable=False)
 
diff --git a/python/tests/test_udwf.py b/python/tests/test_udwf.py
index 5aaf00664..38b935b7e 100644
--- a/python/tests/test_udwf.py
+++ b/python/tests/test_udwf.py
@@ -433,8 +433,8 @@ def test_udwf_functions(complex_window_df, name, expr, expected):
     [
         udwf(SimpleWindowCount, pa.int64(), pa.int64(), "immutable"),
         udwf(SimpleWindowCount, [pa.int64()], pa.int64(), "immutable"),
-        udwf([pa.int64()], pa.int64(), "immutable")(lambda: SimpleWindowCount()),
-        udwf(pa.int64(), pa.int64(), "immutable")(lambda: SimpleWindowCount()),
+        udwf([pa.int64()], pa.int64(), "immutable")(SimpleWindowCount),
+        udwf(pa.int64(), pa.int64(), "immutable")(SimpleWindowCount),
     ],
 )
 def test_udwf_overloads(udwf_func, count_window_df):
diff --git a/src/expr/indexed_field.rs b/src/expr/indexed_field.rs
index 1dfa0ed2f..79f528179 100644
--- a/src/expr/indexed_field.rs
+++ b/src/expr/indexed_field.rs
@@ -15,12 +15,13 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::expr::PyExpr;
+use std::fmt::{Display, Formatter};
+
 use datafusion::logical_expr::expr::{GetFieldAccess, GetIndexedField};
 use pyo3::prelude::*;
-use std::fmt::{Display, Formatter};
 
 use super::literal::PyLiteral;
+use crate::expr::PyExpr;
 
 #[pyclass(frozen, name = "GetIndexedField", module = "datafusion.expr", subclass)]
 #[derive(Clone)]

From 0c1499cddea5fa20c13728b0c2726aea4fbd1b08 Mon Sep 17 00:00:00 2001
From: Kevin Liu <kevinjqliu@users.noreply.github.com>
Date: Mon, 2 Mar 2026 08:21:37 -0500
Subject: [PATCH 52/65] fix: satisfy rustfmt check in lib.rs re-exports (#1406)

---
 src/lib.rs | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/lib.rs b/src/lib.rs
index 081366b20..468243a3d 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -16,9 +16,9 @@
 // under the License.
 
 // Re-export Apache Arrow DataFusion dependencies
-pub use datafusion;
 pub use datafusion::{
-    common as datafusion_common, logical_expr as datafusion_expr, optimizer, sql as datafusion_sql,
+    self, common as datafusion_common, logical_expr as datafusion_expr, optimizer,
+    sql as datafusion_sql,
 };
 #[cfg(feature = "substrait")]
 pub use datafusion_substrait;

From 7b630ee893d6b81ae7a0f2c35b77dab723567b13 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Wed, 4 Mar 2026 10:24:32 -0500
Subject: [PATCH 53/65] Add check for crates.io patches to CI (#1407)

---
 .github/workflows/build.yml |  9 ++++++
 Cargo.toml                  |  5 +++
 dev/check_crates_patch.py   | 61 +++++++++++++++++++++++++++++++++++++
 3 files changed, 75 insertions(+)
 create mode 100644 dev/check_crates_patch.py

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b86b37c6e..455a0dc1a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -98,6 +98,15 @@ jobs:
       - name: Check Cargo.toml formatting
         run: taplo format --check
 
+  check-crates-patch:
+    if: inputs.build_mode == 'release'
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+
+      - name: Ensure [patch.crates-io] is empty
+        run: python3 dev/check_crates_patch.py
+
   generate-license:
     runs-on: ubuntu-latest
     steps:
diff --git a/Cargo.toml b/Cargo.toml
index 313640ec2..c19ae21f7 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -91,3 +91,8 @@ crate-type = ["cdylib", "rlib"]
 [profile.release]
 lto = true
 codegen-units = 1
+
+# We cannot publish to crates.io with any patches in the below section. Developers
+# must remove any entries in this section before creating a release candidate.
+[patch.crates-io]
+# datafusion = { git = "https://github.com/apache/datafusion.git", rev = "6713439497561fa74a94177e5b8632322fb7cea5" }
diff --git a/dev/check_crates_patch.py b/dev/check_crates_patch.py
new file mode 100644
index 000000000..74e489e1f
--- /dev/null
+++ b/dev/check_crates_patch.py
@@ -0,0 +1,61 @@
+#!/usr/bin/env python3
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+"""Check that no Cargo.toml files contain [patch.crates-io] entries.
+
+Release builds must not depend on patched crates. During development it is
+common to temporarily patch crates-io dependencies, but those patches must
+be removed before creating a release.
+
+An empty [patch.crates-io] section is allowed.
+"""
+
+import sys
+from pathlib import Path
+
+import tomllib
+
+
+def main() -> int:
+    errors: list[str] = []
+    for cargo_toml in sorted(Path().rglob("Cargo.toml")):
+        if "target" in cargo_toml.parts:
+            continue
+        with Path.open(cargo_toml, "rb") as f:
+            data = tomllib.load(f)
+        patch = data.get("patch", {}).get("crates-io", {})
+        if patch:
+            errors.append(str(cargo_toml))
+            for name, spec in patch.items():
+                errors.append(f"  {name} = {spec}")
+
+    if errors:
+        print("ERROR: Release builds must not contain [patch.crates-io] entries.")
+        print()
+        for line in errors:
+            print(line)
+        print()
+        print("Remove all [patch.crates-io] entries before creating a release.")
+        return 1
+
+    print("OK: No [patch.crates-io] entries found.")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())

From 231ed2b1d375fefe9aa01cdc8ae41c620c772f76 Mon Sep 17 00:00:00 2001
From: Nick <24689722+ntjohnson1@users.noreply.github.com>
Date: Thu, 5 Mar 2026 10:42:20 -0500
Subject: [PATCH 54/65] Enable doc tests in local and CI testing (#1409)

* Turn on doctests

* Fix existing doc examples

* Remove stale referenece to rust-toolchain removed in #1383, surpised pre-commit didn't flag for anyone else
---
 .github/workflows/test.yml     |  4 ++--
 pyproject.toml                 |  3 +++
 python/datafusion/dataframe.py | 14 +++++++++-----
 3 files changed, 14 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4cad8db24..692563019 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -62,7 +62,7 @@ jobs:
         uses: actions/cache@v5
         with:
           path: ~/.cargo
-          key: cargo-cache-${{ steps.rust-toolchain.outputs.cachekey }}-${{ hashFiles('Cargo.lock') }}
+          key: cargo-cache-${{ matrix.toolchain }}-${{ hashFiles('Cargo.lock') }}
 
       - name: Install dependencies
         uses: astral-sh/setup-uv@v7
@@ -106,7 +106,7 @@ jobs:
           RUST_BACKTRACE: 1
         run: |
           git submodule update --init
-          uv run --no-project pytest -v . --import-mode=importlib
+          uv run --no-project pytest -v --import-mode=importlib
 
       - name: FFI unit tests
         run: |
diff --git a/pyproject.toml b/pyproject.toml
index 08d64eca0..b238e049e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,6 +70,9 @@ features = ["substrait"]
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 asyncio_default_fixture_loop_scope = "function"
+addopts = "--doctest-modules"
+doctest_optionflags = ["NORMALIZE_WHITESPACE", "ELLIPSIS"]
+testpaths = ["python/tests", "python/datafusion"]
 
 # Enable docstring linting using the google style guide
 [tool.ruff.lint]
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index d302c12a5..5bd0eec2d 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -327,8 +327,9 @@ def into_view(self, temporary: bool = False) -> Table:
             >>> df = ctx.sql("SELECT 1 AS value")
             >>> view = df.into_view()
             >>> ctx.register_table("values_view", view)
-            >>> df.collect()  # The DataFrame is still usable
-            >>> ctx.sql("SELECT value FROM values_view").collect()
+            >>> result = ctx.sql("SELECT value FROM values_view").collect()
+            >>> result[0].column("value").to_pylist()
+            [1]
         """
         from datafusion.catalog import Table as _Table
 
@@ -1389,9 +1390,12 @@ def fill_null(self, value: Any, subset: list[str] | None = None) -> DataFrame:
             DataFrame with null values replaced where type casting is possible
 
         Examples:
-            >>> df = df.fill_null(0)  # Fill all nulls with 0 where possible
-            >>> # Fill nulls in specific string columns
-            >>> df = df.fill_null("missing", subset=["name", "category"])
+            >>> from datafusion import SessionContext, col
+            >>> ctx = SessionContext()
+            >>> df = ctx.from_pydict({"a": [1, None, 3], "b": [None, 5, 6]})
+            >>> filled = df.fill_null(0)
+            >>> filled.sort(col("a")).collect()[0].column("a").to_pylist()
+            [0, 1, 3]
 
         Notes:
             - Only fills nulls in columns where the value can be cast to the column type

From 8ef2cd75d984758b3ae2db43629666da1a7bee19 Mon Sep 17 00:00:00 2001
From: Nuno Faria <nunofpfaria@gmail.com>
Date: Fri, 6 Mar 2026 16:11:42 +0000
Subject: [PATCH 55/65] Upgrade to DataFusion 53 (#1402)

* Upgrade to DataFusion 53

* Fix fmt

* Fix fmt

* Fix docs

* Bump datafusion rev to 53.0.0

* Bump ffi example datafusion commit to the same as main repo

---------

Co-authored-by: Tim Saucer <timsaucer@gmail.com>
---
 Cargo.lock                                    |  427 ++---
 Cargo.toml                                    |   25 +-
 docs/source/contributor-guide/ffi.rst         |   13 +-
 docs/source/user-guide/upgrade-guides.rst     |   21 +
 examples/datafusion-ffi-example/Cargo.lock    |  353 ++--
 examples/datafusion-ffi-example/Cargo.toml    |   31 +-
 .../src/aggregate_udf.rs                      |    7 +-
 .../src/catalog_provider.rs                   |    3 +
 .../datafusion-ffi-example/src/scalar_udf.rs  |    7 +-
 .../src/table_function.rs                     |    7 +-
 .../src/table_provider.rs                     |    7 +-
 examples/datafusion-ffi-example/src/utils.rs  |   11 +-
 .../datafusion-ffi-example/src/window_udf.rs  |    7 +-
 python/datafusion/dataframe.py                |   22 +-
 python/tests/test_aggregation.py              |    4 +-
 python/tests/test_context.py                  |    2 +-
 python/tests/test_dataframe.py                |   13 +-
 python/tests/test_expr.py                     |    6 +-
 python/tests/test_functions.py                |   30 +-
 src/array.rs                                  |   14 +-
 src/catalog.rs                                |   34 +-
 src/common/data_type.rs                       |   48 +-
 src/common/df_schema.rs                       |    8 +-
 src/common/function.rs                        |    8 +-
 src/common/schema.rs                          |   55 +-
 src/config.rs                                 |    8 +-
 src/context.rs                                |  110 +-
 src/dataframe.rs                              |   53 +-
 src/dataset.rs                                |    2 +-
 src/dataset_exec.rs                           |   14 +-
 src/expr.rs                                   |   30 +-
 src/expr/aggregate.rs                         |    8 +-
 src/expr/aggregate_expr.rs                    |    1 +
 src/expr/alias.rs                             |    8 +-
 src/expr/analyze.rs                           |    8 +-
 src/expr/between.rs                           |    8 +-
 src/expr/binary_expr.rs                       |    8 +-
 src/expr/bool_expr.rs                         |   80 +-
 src/expr/case.rs                              |    8 +-
 src/expr/cast.rs                              |   10 +-
 src/expr/column.rs                            |    8 +-
 src/expr/conditional_expr.rs                  |    8 +-
 src/expr/copy_to.rs                           |   16 +-
 src/expr/create_catalog.rs                    |    8 +-
 src/expr/create_catalog_schema.rs             |    1 +
 src/expr/create_external_table.rs             |    1 +
 src/expr/create_function.rs                   |   19 +-
 src/expr/create_index.rs                      |    8 +-
 src/expr/create_memory_table.rs               |    1 +
 src/expr/create_view.rs                       |    8 +-
 src/expr/describe_table.rs                    |    8 +-
 src/expr/distinct.rs                          |    8 +-
 src/expr/dml.rs                               |   22 +-
 src/expr/drop_catalog_schema.rs               |    1 +
 src/expr/drop_function.rs                     |    8 +-
 src/expr/drop_table.rs                        |    8 +-
 src/expr/drop_view.rs                         |    8 +-
 src/expr/empty_relation.rs                    |    8 +-
 src/expr/exists.rs                            |    8 +-
 src/expr/explain.rs                           |    8 +-
 src/expr/extension.rs                         |    8 +-
 src/expr/filter.rs                            |    8 +-
 src/expr/grouping_set.rs                      |    8 +-
 src/expr/in_list.rs                           |    8 +-
 src/expr/in_subquery.rs                       |    8 +-
 src/expr/indexed_field.rs                     |    8 +-
 src/expr/join.rs                              |   17 +-
 src/expr/like.rs                              |   24 +-
 src/expr/limit.rs                             |    8 +-
 src/expr/literal.rs                           |    8 +-
 src/expr/placeholder.rs                       |    8 +-
 src/expr/projection.rs                        |    8 +-
 src/expr/recursive_query.rs                   |    8 +-
 src/expr/repartition.rs                       |   16 +-
 src/expr/scalar_subquery.rs                   |    8 +-
 src/expr/scalar_variable.rs                   |    8 +-
 src/expr/set_comparison.rs                    |   59 +
 src/expr/signature.rs                         |    8 +-
 src/expr/sort.rs                              |    8 +-
 src/expr/sort_expr.rs                         |    8 +-
 src/expr/statement.rs                         |   52 +-
 src/expr/subquery.rs                          |    8 +-
 src/expr/subquery_alias.rs                    |    8 +-
 src/expr/table_scan.rs                        |    8 +-
 src/expr/union.rs                             |    8 +-
 src/expr/unnest.rs                            |    8 +-
 src/expr/unnest_expr.rs                       |    8 +-
 src/expr/values.rs                            |    8 +-
 src/expr/window.rs                            |   17 +-
 src/physical_plan.rs                          |   10 +-
 src/pyarrow_util.rs                           |   10 +-
 src/sql/logical.rs                            |   11 +-
 src/store.rs                                  |   33 +-
 src/substrait.rs                              |   34 +-
 src/table.rs                                  |   12 +-
 src/udaf.rs                                   |   19 +-
 src/udf.rs                                    |   17 +-
 src/udtf.rs                                   |   11 +-
 src/udwf.rs                                   |   17 +-
 src/unparser/dialect.rs                       |    8 +-
 src/unparser/mod.rs                           |    8 +-
 src/utils.rs                                  |   18 +-
 uv.lock                                       | 1595 +++++++++--------
 103 files changed, 2425 insertions(+), 1431 deletions(-)
 create mode 100644 src/expr/set_comparison.rs

diff --git a/Cargo.lock b/Cargo.lock
index f35f10bcc..82d5c66d0 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -176,9 +176,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e4754a624e5ae42081f464514be454b39711daae0458906dacde5f4c632f33a8"
+checksum = "602268ce9f569f282cedb9a9f6bac569b680af47b9b077d515900c03c5d190da"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -198,9 +198,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f7b3141e0ec5145a22d8694ea8b6d6f69305971c4fa1c1a13ef0195aef2d678b"
+checksum = "cd53c6bf277dea91f136ae8e3a5d7041b44b5e489e244e637d00ae302051f56f"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -212,9 +212,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c8955af33b25f3b175ee10af580577280b4bd01f7e823d94c7cdef7cf8c9aef"
+checksum = "e53796e07a6525edaf7dc28b540d477a934aff14af97967ad1d5550878969b9e"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -231,9 +231,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c697ddca96183182f35b3a18e50b9110b11e916d7b7799cbfd4d34662f2c56c2"
+checksum = "f2c1a85bb2e94ee10b76531d8bc3ce9b7b4c0d508cabfb17d477f63f2617bd20"
 dependencies = [
  "bytes",
  "half",
@@ -243,9 +243,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "646bbb821e86fd57189c10b4fcdaa941deaf4181924917b0daa92735baa6ada5"
+checksum = "89fb245db6b0e234ed8e15b644edb8664673fefe630575e94e62cd9d489a8a26"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -265,9 +265,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8da746f4180004e3ce7b83c977daf6394d768332349d3d913998b10a120b790a"
+checksum = "d374882fb465a194462527c0c15a93aa19a554cf690a6b77a26b2a02539937a7"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -280,9 +280,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1fdd994a9d28e6365aa78e15da3f3950c0fdcea6b963a12fa1c391afb637b304"
+checksum = "189d210bc4244c715fa3ed9e6e22864673cccb73d5da28c2723fb2e527329b33"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -293,9 +293,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "abf7df950701ab528bf7c0cf7eeadc0445d03ef5d6ffc151eaae6b38a58feff1"
+checksum = "7968c2e5210c41f4909b2ef76f6e05e172b99021c2def5edf3cc48fdd39d1d6c"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -309,9 +309,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0ff8357658bedc49792b13e2e862b80df908171275f8e6e075c460da5ee4bf86"
+checksum = "92111dba5bf900f443488e01f00d8c4ddc2f47f5c50039d18120287b580baa22"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -333,9 +333,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f7d8f1870e03d4cbed632959498bcc84083b5a24bded52905ae1695bd29da45b"
+checksum = "211136cb253577ee1a6665f741a13136d4e563f64f5093ffd6fb837af90b9495"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -346,9 +346,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-pyarrow"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d18c442b4c266aaf3d7f7dd40fd7ae058cef7f113b00ff0cd8256e1e218ec544"
+checksum = "205437da4c0877c756c81bfe847a621d0a740cd00a155109d65510a1a62ebcd9"
 dependencies = [
  "arrow-array",
  "arrow-data",
@@ -358,9 +358,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "18228633bad92bff92a95746bbeb16e5fc318e8382b75619dec26db79e4de4c0"
+checksum = "8e0f20145f9f5ea3fe383e2ba7a7487bf19be36aa9dbf5dd6a1f92f657179663"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -371,9 +371,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c872d36b7bf2a6a6a2b40de9156265f0242910791db366a2c17476ba8330d68"
+checksum = "1b47e0ca91cc438d2c7879fe95e0bca5329fff28649e30a88c6f760b1faeddcb"
 dependencies = [
  "bitflags",
  "serde_core",
@@ -382,9 +382,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-select"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "68bf3e3efbd1278f770d67e5dc410257300b161b93baedb3aae836144edcaf4b"
+checksum = "750a7d1dda177735f5e82a314485b6915c7cccdbb278262ac44090f4aba4a325"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -396,9 +396,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "85e968097061b3c0e9fe3079cf2e703e487890700546b5b0647f60fca1b5a8d8"
+checksum = "e1eab1208bc4fe55d768cdc9b9f3d9df5a794cdb3ee2586bf89f9b30dc31ad8c"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -452,7 +452,7 @@ checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -463,7 +463,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -567,7 +567,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -644,9 +644,9 @@ checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
 
 [[package]]
 name = "chrono"
-version = "0.4.43"
+version = "0.4.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fac4744fb15ae8337dc853fee7fb3f4e48c0fbaa23d0afe49c447b4fab126118"
+checksum = "c673075a2e0e5f4a1dde27ce9dee1ea4558c7ffe648f576438a20ca1d2acc4b0"
 dependencies = [
  "iana-time-zone",
  "num-traits",
@@ -870,7 +870,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -881,7 +881,7 @@ checksum = "ac3984ec7bd6cfa798e62b4a642426a5be0e68f9401cfc2a01e3fa9ea2fcdb8d"
 dependencies = [
  "darling_core",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -900,9 +900,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d12ee9fdc6cdb5898c7691bb994f0ba606c4acc93a2258d78bb9f26ff8158bb3"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "arrow-schema",
@@ -956,9 +955,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "462dc9ef45e5d688aeaae49a7e310587e81b6016b9d03bace5626ad0043e5a9e"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -981,9 +979,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1b96dbf1d728fc321817b744eb5080cdd75312faa6980b338817f68f3caa4208"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1004,9 +1001,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3237a6ff0d2149af4631290074289cae548c9863c885d821315d54c6673a074a"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "apache-avro",
@@ -1016,6 +1012,7 @@ dependencies = [
  "half",
  "hashbrown 0.16.1",
  "indexmap",
+ "itertools",
  "libc",
  "log",
  "object_store",
@@ -1029,9 +1026,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70b5e34026af55a1bfccb1ef0a763cf1f64e77c696ffcf5a128a278c31236528"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "futures",
  "log",
@@ -1040,9 +1036,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1b2a6be734cc3785e18bbf2a7f2b22537f6b9fb960d79617775a51568c281842"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-compression",
@@ -1075,9 +1070,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-arrow"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1739b9b07c9236389e09c74f770e88aff7055250774e9def7d3f4f56b3dcc7be"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "arrow-ipc",
@@ -1099,9 +1093,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-avro"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "828088c2fb681cc0e06fb42f541f76c82a0c10278f9fd6334e22c8d1e3574ee7"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "apache-avro",
  "arrow",
@@ -1119,9 +1112,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61c73bc54b518bbba7c7650299d07d58730293cfba4356f6f428cc94c20b7600"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1142,9 +1134,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "37812c8494c698c4d889374ecfabbff780f1f26d9ec095dd1bddfc2a8ca12559"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1159,14 +1150,15 @@ dependencies = [
  "datafusion-session",
  "futures",
  "object_store",
+ "serde_json",
  "tokio",
+ "tokio-stream",
 ]
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2210937ecd9f0e824c397e73f4b5385c97cd1aff43ab2b5836fcfd2d321523fb"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1194,22 +1186,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion-doc"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2c825f969126bc2ef6a6a02d94b3c07abff871acf4d6dd759ce1255edb7923ce"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 
 [[package]]
 name = "datafusion-execution"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fa03ef05a2c2f90dd6c743e3e111078e322f4b395d20d4b4d431a245d79521ae"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
+ "arrow-buffer",
  "async-trait",
  "chrono",
  "dashmap",
  "datafusion-common",
  "datafusion-expr",
+ "datafusion-physical-expr-common",
  "futures",
  "log",
  "object_store",
@@ -1221,9 +1213,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ef33934c1f98ee695cc51192cc5f9ed3a8febee84fdbcd9131bf9d3a9a78276f"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1244,9 +1235,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "000c98206e3dd47d2939a94b6c67af4bfa6732dd668ac4fafdbde408fd9134ea"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1257,9 +1247,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-ffi"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30f57f7f63a25a0b78b3f2a5e18c0ecbd54851b64064ac0d5a9eb05efd5586d2"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -1287,9 +1276,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "379b01418ab95ca947014066248c22139fe9af9289354de10b445bd000d5d276"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -1308,6 +1296,7 @@ dependencies = [
  "itertools",
  "log",
  "md-5",
+ "memchr",
  "num-traits",
  "rand",
  "regex",
@@ -1318,9 +1307,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fd00d5454ba4c3f8ebbd04bd6a6a9dc7ced7c56d883f70f2076c188be8459e4c"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -1334,14 +1322,14 @@ dependencies = [
  "datafusion-physical-expr-common",
  "half",
  "log",
+ "num-traits",
  "paste",
 ]
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aec06b380729a87210a4e11f555ec2d729a328142253f8d557b87593622ecc9f"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -1352,9 +1340,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "904f48d45e0f1eb7d0eb5c0f80f2b5c6046a85454364a6b16a2e0b46f62e7dff"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -1368,16 +1355,17 @@ dependencies = [
  "datafusion-functions-aggregate-common",
  "datafusion-macros",
  "datafusion-physical-expr-common",
+ "hashbrown 0.16.1",
  "itertools",
+ "itoa",
  "log",
  "paste",
 ]
 
 [[package]]
 name = "datafusion-functions-table"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e9a0d20e2b887e11bee24f7734d780a2588b925796ac741c3118dd06d5aa77f0"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1391,9 +1379,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d3414b0a07e39b6979fe3a69c7aa79a9f1369f1d5c8e52146e66058be1b285ee"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1409,9 +1396,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5bf2feae63cd4754e31add64ce75cae07d015bce4bb41cd09872f93add32523a"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1419,20 +1405,18 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4fe888aeb6a095c4bcbe8ac1874c4b9a4c7ffa2ba849db7922683ba20875aaf"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "datafusion-doc",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "datafusion-optimizer"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a6527c063ae305c11be397a86d8193936f4b84d137fe40bd706dfc178cf733c"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "chrono",
@@ -1450,9 +1434,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0bb028323dd4efd049dd8a78d78fe81b2b969447b39c51424167f973ac5811d9"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -1474,9 +1457,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-adapter"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78fe0826aef7eab6b4b61533d811234a7a9e5e458331ebbf94152a51fc8ab433"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1489,9 +1471,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cfccd388620734c661bd8b7ca93c44cdd59fecc9b550eea416a78ffcbb29475f"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -1506,9 +1487,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bde5fa10e73259a03b705d5fddc136516814ab5f441b939525618a4070f5a059"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1525,9 +1505,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0e1098760fb29127c24cc9ade3277051dc73c9ed0ac0131bd7bcd742e0ad7470"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -1549,6 +1528,7 @@ dependencies = [
  "indexmap",
  "itertools",
  "log",
+ "num-traits",
  "parking_lot",
  "pin-project-lite",
  "tokio",
@@ -1556,9 +1536,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0cf75daf56aa6b1c6867cc33ff0fb035d517d6d06737fd355a3e1ef67cba6e7a"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "chrono",
@@ -1579,13 +1558,13 @@ dependencies = [
  "datafusion-proto-common",
  "object_store",
  "prost",
+ "rand",
 ]
 
 [[package]]
 name = "datafusion-proto-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "12a0cb3cce232a3de0d14ef44b58a6537aeb1362cfb6cf4d808691ddbb918956"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1594,9 +1573,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "64d0fef4201777b52951edec086c21a5b246f3c82621569ddb4a26f488bc38a9"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1640,9 +1618,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f71f1e39e8f2acbf1c63b0e93756c2e970a64729dab70ac789587d6237c4fde0"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "async-trait",
  "datafusion-common",
@@ -1654,15 +1631,15 @@ dependencies = [
 
 [[package]]
 name = "datafusion-sql"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f44693cfcaeb7a9f12d71d1c576c3a6dc025a12cef209375fa2d16fb3b5670ee"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "bigdecimal",
  "chrono",
  "datafusion-common",
  "datafusion-expr",
+ "datafusion-functions-nested",
  "indexmap",
  "log",
  "recursive",
@@ -1672,9 +1649,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-substrait"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6042adacd0bd64e56c22f6a7f9ce0ce1793dd367c899d868179d029f110d9215"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "async-recursion",
  "async-trait",
@@ -1688,7 +1664,6 @@ dependencies = [
  "substrait",
  "tokio",
  "url",
- "uuid",
 ]
 
 [[package]]
@@ -1710,7 +1685,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1863,7 +1838,7 @@ checksum = "e835b70203e41293343137df5c0664546da5745f82ec9b84d40be8336958447b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2286,15 +2261,6 @@ dependencies = [
  "serde_core",
 ]
 
-[[package]]
-name = "indoc"
-version = "2.0.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706"
-dependencies = [
- "rustversion",
-]
-
 [[package]]
 name = "integer-encoding"
 version = "3.0.4"
@@ -2531,15 +2497,6 @@ version = "2.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f8ca58f447f06ed17d5fc4043ce1b10dd205e060fb3ce5b979b8ed8e59ff3f79"
 
-[[package]]
-name = "memoffset"
-version = "0.9.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "488016bfae457b036d996092f6cb448677611ce4449e970ceaf42695203f218a"
-dependencies = [
- "autocfg",
-]
-
 [[package]]
 name = "mimalloc"
 version = "0.1.48"
@@ -2626,9 +2583,9 @@ dependencies = [
 
 [[package]]
 name = "object_store"
-version = "0.12.5"
+version = "0.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fbfbfff40aeccab00ec8a910b57ca8ecf4319b335c542f2edcd19dd25a1e2a00"
+checksum = "c2858065e55c148d294a9f3aae3b0fa9458edadb41a108397094566f4e3c0dfb"
 dependencies = [
  "async-trait",
  "base64",
@@ -2649,7 +2606,7 @@ dependencies = [
  "rand",
  "reqwest",
  "ring",
- "rustls-pemfile",
+ "rustls-pki-types",
  "serde",
  "serde_json",
  "serde_urlencoded",
@@ -2708,14 +2665,13 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6ee96b29972a257b855ff2341b37e61af5f12d6af1158b6dcdb5b31ea07bb3cb"
+checksum = "3f491d0ef1b510194426ee67ddc18a9b747ef3c42050c19322a2cd2e1666c29b"
 dependencies = [
  "ahash",
  "arrow-array",
  "arrow-buffer",
- "arrow-cast",
  "arrow-data",
  "arrow-ipc",
  "arrow-schema",
@@ -2871,7 +2827,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2908,7 +2864,7 @@ dependencies = [
  "prost",
  "prost-types",
  "regex",
- "syn 2.0.116",
+ "syn 2.0.117",
  "tempfile",
 ]
 
@@ -2922,7 +2878,7 @@ dependencies = [
  "itertools",
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2955,28 +2911,26 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ba0117f4212101ee6544044dae45abe1083d30ce7b29c4b5cbdfa2354e07383"
+checksum = "cf85e27e86080aafd5a22eae58a162e133a589551542b3e5cee4beb27e54f8e1"
 dependencies = [
- "indoc",
  "libc",
- "memoffset",
  "once_cell",
  "portable-atomic",
  "pyo3-build-config",
  "pyo3-ffi",
  "pyo3-macros",
- "unindent",
 ]
 
 [[package]]
 name = "pyo3-async-runtimes"
-version = "0.26.0"
+version = "0.28.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e6ee6d4cb3e8d5b925f5cdb38da183e0ff18122eb2048d4041c9e7034d026e23"
+checksum = "9e7364a95bf00e8377bbf9b0f09d7ff9715a29d8fcf93b47d1a967363b973178"
 dependencies = [
- "futures",
+ "futures-channel",
+ "futures-util",
  "once_cell",
  "pin-project-lite",
  "pyo3",
@@ -2985,18 +2939,18 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4fc6ddaf24947d12a9aa31ac65431fb1b851b8f4365426e182901eabfb87df5f"
+checksum = "8bf94ee265674bf76c09fa430b0e99c26e319c945d96ca0d5a8215f31bf81cf7"
 dependencies = [
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "025474d3928738efb38ac36d4744a74a400c901c7596199e20e45d98eb194105"
+checksum = "491aa5fc66d8059dd44a75f4580a2962c1862a1c2945359db36f6c2818b748dc"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -3015,27 +2969,27 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2e64eb489f22fe1c95911b77c44cc41e7c19f3082fc81cce90f657cdc42ffded"
+checksum = "f5d671734e9d7a43449f8480f8b38115df67bef8d21f76837fa75ee7aaa5e52e"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "100246c0ecf400b475341b8455a9213344569af29a3c841d29270e53102e0fcf"
+checksum = "22faaa1ce6c430a1f71658760497291065e6450d7b5dc2bcf254d49f66ee700a"
 dependencies = [
  "heck",
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3170,7 +3124,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3346,15 +3300,6 @@ dependencies = [
  "security-framework",
 ]
 
-[[package]]
-name = "rustls-pemfile"
-version = "2.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dce314e5fee3f39953d46bb63bb8a46d40c2f8fb7cc5a3b6cab2bde9721d6e50"
-dependencies = [
- "rustls-pki-types",
-]
-
 [[package]]
 name = "rustls-pki-types"
 version = "1.14.0"
@@ -3427,7 +3372,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde_derive_internals",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3512,7 +3457,7 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3523,7 +3468,7 @@ checksum = "18d26a20a969b9e3fdf2fc2d9f21eda6c40e2de84c9408bb5d3b05d499aae711"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3548,7 +3493,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3641,9 +3586,9 @@ dependencies = [
 
 [[package]]
 name = "sqlparser"
-version = "0.59.0"
+version = "0.61.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4591acadbcf52f0af60eafbb2c003232b2b4cd8de5f0e9437cb8b1b59046cc0f"
+checksum = "dbf5ea8d4d7c808e1af1cbabebca9a2abe603bcefc22294c5b95018d53200cb7"
 dependencies = [
  "log",
  "recursive",
@@ -3652,13 +3597,13 @@ dependencies = [
 
 [[package]]
 name = "sqlparser_derive"
-version = "0.3.0"
+version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
+checksum = "a6dd45d8fc1c79299bfbb7190e42ccbbdf6a5f52e4a6ad98d92357ea965bd289"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3701,7 +3646,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3725,7 +3670,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_yaml",
- "syn 2.0.116",
+ "syn 2.0.117",
  "typify",
  "walkdir",
 ]
@@ -3749,9 +3694,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.116"
+version = "2.0.117"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3df424c70518695237746f84cede799c9c58fcb37450d7b23716568cc8bc69cb"
+checksum = "e665b8803e7b1d2a727f4023456bbbbe74da67099c585258af0ad9c5013b9b99"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -3775,7 +3720,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3814,7 +3759,7 @@ checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3885,7 +3830,7 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3898,6 +3843,18 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "tokio-stream"
+version = "0.1.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "32da49809aab5c3bc678af03902d4ccddea2a87d028d86392a4b1560c6906c70"
+dependencies = [
+ "futures-core",
+ "pin-project-lite",
+ "tokio",
+ "tokio-util",
+]
+
 [[package]]
 name = "tokio-util"
 version = "0.7.18"
@@ -3975,7 +3932,7 @@ checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -4057,7 +4014,7 @@ dependencies = [
  "semver",
  "serde",
  "serde_json",
- "syn 2.0.116",
+ "syn 2.0.117",
  "thiserror",
  "unicode-ident",
 ]
@@ -4075,7 +4032,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_tokenstream",
- "syn 2.0.116",
+ "syn 2.0.117",
  "typify-impl",
 ]
 
@@ -4103,12 +4060,6 @@ version = "0.2.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ebc1c04c71510c7f702b52b7c350734c9ff1295c464a03335b00bb84fc54f853"
 
-[[package]]
-name = "unindent"
-version = "0.2.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7264e107f553ccae879d21fbea1d6724ac785e8c3bfc762137959b5802826ef3"
-
 [[package]]
 name = "unsafe-libyaml"
 version = "0.2.11"
@@ -4246,7 +4197,7 @@ dependencies = [
  "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
  "wasm-bindgen-shared",
 ]
 
@@ -4378,7 +4329,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -4389,7 +4340,7 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -4611,7 +4562,7 @@ dependencies = [
  "heck",
  "indexmap",
  "prettyplease",
- "syn 2.0.116",
+ "syn 2.0.117",
  "wasm-metadata",
  "wit-bindgen-core",
  "wit-component",
@@ -4627,7 +4578,7 @@ dependencies = [
  "prettyplease",
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
  "wit-bindgen-core",
  "wit-bindgen-rust",
 ]
@@ -4694,7 +4645,7 @@ checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
  "synstructure",
 ]
 
@@ -4715,7 +4666,7 @@ checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -4735,7 +4686,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
  "synstructure",
 ]
 
@@ -4775,7 +4726,7 @@ checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
diff --git a/Cargo.toml b/Cargo.toml
index c19ae21f7..dfc7e4b60 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -48,19 +48,19 @@ tokio = { version = "1.49", features = [
   "rt-multi-thread",
   "sync",
 ] }
-pyo3 = { version = "0.26", features = [
+pyo3 = { version = "0.28", features = [
   "extension-module",
   "abi3",
   "abi3-py310",
 ] }
-pyo3-async-runtimes = { version = "0.26", features = ["tokio-runtime"] }
+pyo3-async-runtimes = { version = "0.28", features = ["tokio-runtime"] }
 pyo3-log = "0.13.3"
-arrow = { version = "57", features = ["pyarrow"] }
-arrow-select = { version = "57" }
-datafusion = { version = "52", features = ["avro", "unicode_expressions"] }
-datafusion-substrait = { version = "52", optional = true }
-datafusion-proto = { version = "52" }
-datafusion-ffi = { version = "52" }
+arrow = { version = "58", features = ["pyarrow"] }
+arrow-select = { version = "58" }
+datafusion = { version = "53", features = ["avro", "unicode_expressions"] }
+datafusion-substrait = { version = "53", optional = true }
+datafusion-proto = { version = "53" }
+datafusion-ffi = { version = "53" }
 prost = "0.14.3" # keep in line with `datafusion-substrait`
 serde_json = "1"
 uuid = { version = "1.21", features = ["v4"] }
@@ -70,7 +70,7 @@ mimalloc = { version = "0.1", optional = true, default-features = false, feature
 async-trait = "0.1.89"
 futures = "0.3"
 cstr = "0.2"
-object_store = { version = "0.12.4", features = [
+object_store = { version = "0.13.1", features = [
   "aws",
   "gcp",
   "azure",
@@ -82,7 +82,7 @@ parking_lot = "0.12"
 
 [build-dependencies]
 prost-types = "0.14.3"     # keep in line with `datafusion-substrait`
-pyo3-build-config = "0.26"
+pyo3-build-config = "0.28"
 
 [lib]
 name = "datafusion_python"
@@ -95,4 +95,7 @@ codegen-units = 1
 # We cannot publish to crates.io with any patches in the below section. Developers
 # must remove any entries in this section before creating a release candidate.
 [patch.crates-io]
-# datafusion = { git = "https://github.com/apache/datafusion.git", rev = "6713439497561fa74a94177e5b8632322fb7cea5" }
+datafusion = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion-substrait = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion-proto = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
diff --git a/docs/source/contributor-guide/ffi.rst b/docs/source/contributor-guide/ffi.rst
index 5006b0ca4..e0158e0a2 100644
--- a/docs/source/contributor-guide/ffi.rst
+++ b/docs/source/contributor-guide/ffi.rst
@@ -156,7 +156,7 @@ instead of mutating the container directly:
 
 .. code-block:: rust
 
-    #[pyclass(name = "Config", module = "datafusion", subclass, frozen)]
+    #[pyclass(from_py_object, name = "Config", module = "datafusion", subclass, frozen)]
     #[derive(Clone)]
     pub(crate) struct PyConfig {
         config: Arc<RwLock<ConfigOptions>>,
@@ -170,7 +170,7 @@ existing instance in place:
 
 .. code-block:: rust
 
-    #[pyclass(frozen, name = "SessionContext", module = "datafusion", subclass)]
+    #[pyclass(from_py_object, frozen, name = "SessionContext", module = "datafusion", subclass)]
     #[derive(Clone)]
     pub struct PySessionContext {
         pub ctx: SessionContext,
@@ -186,7 +186,7 @@ field updates:
 
     // TODO: This looks like this needs pyo3 tracking so leaving unfrozen for now
     #[derive(Debug, Clone)]
-    #[pyclass(name = "DataTypeMap", module = "datafusion.common", subclass)]
+    #[pyclass(from_py_object, name = "DataTypeMap", module = "datafusion.common", subclass)]
     pub struct DataTypeMap {
         #[pyo3(get, set)]
         pub arrow_type: PyDataType,
@@ -232,8 +232,11 @@ can then be turned into a ``ForeignTableProvider`` the associated code is:
 
 .. code-block:: rust
 
-    let capsule = capsule.downcast::<PyCapsule>()?;
-    let provider = unsafe { capsule.reference::<FFI_TableProvider>() };
+    let capsule = capsule.cast::<PyCapsule>()?;
+    let data: NonNull<FFI_TableProvider> = capsule
+        .pointer_checked(Some(name))?
+        .cast();
+    let codec = unsafe { data.as_ref() };
 
 By convention the ``datafusion-python`` library expects a Python object that has a
 ``TableProvider`` PyCapsule to have this capsule accessible by calling a function named
diff --git a/docs/source/user-guide/upgrade-guides.rst b/docs/source/user-guide/upgrade-guides.rst
index a77f60776..e3d7c2d87 100644
--- a/docs/source/user-guide/upgrade-guides.rst
+++ b/docs/source/user-guide/upgrade-guides.rst
@@ -18,6 +18,27 @@
 Upgrade Guides
 ==============
 
+DataFusion 53.0.0
+-----------------
+
+This version includes an upgraded version of ``pyo3``, which changed the way to extract an FFI
+object. Example:
+
+Before:
+
+.. code-block:: rust
+
+    let codec = unsafe { capsule.reference::<FFI_LogicalExtensionCodec>() };
+
+Now:
+
+.. code-block:: rust
+
+    let data: NonNull<FFI_LogicalExtensionCodec> = capsule
+        .pointer_checked(Some(c_str!("datafusion_logical_extension_codec")))?
+        .cast();
+    let codec = unsafe { data.as_ref() };
+
 DataFusion 52.0.0
 -----------------
 
diff --git a/examples/datafusion-ffi-example/Cargo.lock b/examples/datafusion-ffi-example/Cargo.lock
index 02aa7d9d9..a5dda6575 100644
--- a/examples/datafusion-ffi-example/Cargo.lock
+++ b/examples/datafusion-ffi-example/Cargo.lock
@@ -117,9 +117,9 @@ checksum = "5f0e0fee31ef5ed1ba1316088939cea399010ed7731dba877ed44aeb407a75ea"
 
 [[package]]
 name = "arrow"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e4754a624e5ae42081f464514be454b39711daae0458906dacde5f4c632f33a8"
+checksum = "602268ce9f569f282cedb9a9f6bac569b680af47b9b077d515900c03c5d190da"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -138,9 +138,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f7b3141e0ec5145a22d8694ea8b6d6f69305971c4fa1c1a13ef0195aef2d678b"
+checksum = "cd53c6bf277dea91f136ae8e3a5d7041b44b5e489e244e637d00ae302051f56f"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -152,9 +152,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c8955af33b25f3b175ee10af580577280b4bd01f7e823d94c7cdef7cf8c9aef"
+checksum = "e53796e07a6525edaf7dc28b540d477a934aff14af97967ad1d5550878969b9e"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -171,9 +171,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c697ddca96183182f35b3a18e50b9110b11e916d7b7799cbfd4d34662f2c56c2"
+checksum = "f2c1a85bb2e94ee10b76531d8bc3ce9b7b4c0d508cabfb17d477f63f2617bd20"
 dependencies = [
  "bytes",
  "half",
@@ -183,9 +183,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "646bbb821e86fd57189c10b4fcdaa941deaf4181924917b0daa92735baa6ada5"
+checksum = "89fb245db6b0e234ed8e15b644edb8664673fefe630575e94e62cd9d489a8a26"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -205,9 +205,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8da746f4180004e3ce7b83c977daf6394d768332349d3d913998b10a120b790a"
+checksum = "d374882fb465a194462527c0c15a93aa19a554cf690a6b77a26b2a02539937a7"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -220,9 +220,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1fdd994a9d28e6365aa78e15da3f3950c0fdcea6b963a12fa1c391afb637b304"
+checksum = "189d210bc4244c715fa3ed9e6e22864673cccb73d5da28c2723fb2e527329b33"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -233,9 +233,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "abf7df950701ab528bf7c0cf7eeadc0445d03ef5d6ffc151eaae6b38a58feff1"
+checksum = "7968c2e5210c41f4909b2ef76f6e05e172b99021c2def5edf3cc48fdd39d1d6c"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -248,9 +248,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0ff8357658bedc49792b13e2e862b80df908171275f8e6e075c460da5ee4bf86"
+checksum = "92111dba5bf900f443488e01f00d8c4ddc2f47f5c50039d18120287b580baa22"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -272,9 +272,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f7d8f1870e03d4cbed632959498bcc84083b5a24bded52905ae1695bd29da45b"
+checksum = "211136cb253577ee1a6665f741a13136d4e563f64f5093ffd6fb837af90b9495"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -285,9 +285,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "18228633bad92bff92a95746bbeb16e5fc318e8382b75619dec26db79e4de4c0"
+checksum = "8e0f20145f9f5ea3fe383e2ba7a7487bf19be36aa9dbf5dd6a1f92f657179663"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -298,18 +298,18 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c872d36b7bf2a6a6a2b40de9156265f0242910791db366a2c17476ba8330d68"
+checksum = "1b47e0ca91cc438d2c7879fe95e0bca5329fff28649e30a88c6f760b1faeddcb"
 dependencies = [
  "bitflags",
 ]
 
 [[package]]
 name = "arrow-select"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "68bf3e3efbd1278f770d67e5dc410257300b161b93baedb3aae836144edcaf4b"
+checksum = "750a7d1dda177735f5e82a314485b6915c7cccdbb278262ac44090f4aba4a325"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -321,9 +321,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "85e968097061b3c0e9fe3079cf2e703e487890700546b5b0647f60fca1b5a8d8"
+checksum = "e1eab1208bc4fe55d768cdc9b9f3d9df5a794cdb3ee2586bf89f9b30dc31ad8c"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -365,7 +365,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -454,9 +454,9 @@ checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
 
 [[package]]
 name = "chrono"
-version = "0.4.43"
+version = "0.4.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fac4744fb15ae8337dc853fee7fb3f4e48c0fbaa23d0afe49c447b4fab126118"
+checksum = "c673075a2e0e5f4a1dde27ce9dee1ea4558c7ffe648f576438a20ca1d2acc4b0"
 dependencies = [
  "iana-time-zone",
  "num-traits",
@@ -591,9 +591,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "462dc9ef45e5d688aeaae49a7e310587e81b6016b9d03bace5626ad0043e5a9e"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -616,9 +615,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1b96dbf1d728fc321817b744eb5080cdd75312faa6980b338817f68f3caa4208"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -639,9 +637,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3237a6ff0d2149af4631290074289cae548c9863c885d821315d54c6673a074a"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -650,6 +647,7 @@ dependencies = [
  "half",
  "hashbrown 0.16.1",
  "indexmap",
+ "itertools",
  "libc",
  "log",
  "object_store",
@@ -661,9 +659,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70b5e34026af55a1bfccb1ef0a763cf1f64e77c696ffcf5a128a278c31236528"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "futures",
  "log",
@@ -672,9 +669,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1b2a6be734cc3785e18bbf2a7f2b22537f6b9fb960d79617775a51568c281842"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -701,9 +697,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-arrow"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1739b9b07c9236389e09c74f770e88aff7055250774e9def7d3f4f56b3dcc7be"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "arrow-ipc",
@@ -725,9 +720,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61c73bc54b518bbba7c7650299d07d58730293cfba4356f6f428cc94c20b7600"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -748,9 +742,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "37812c8494c698c4d889374ecfabbff780f1f26d9ec095dd1bddfc2a8ca12559"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -765,14 +758,15 @@ dependencies = [
  "datafusion-session",
  "futures",
  "object_store",
+ "serde_json",
  "tokio",
+ "tokio-stream",
 ]
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2210937ecd9f0e824c397e73f4b5385c97cd1aff43ab2b5836fcfd2d321523fb"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -800,22 +794,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion-doc"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2c825f969126bc2ef6a6a02d94b3c07abff871acf4d6dd759ce1255edb7923ce"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 
 [[package]]
 name = "datafusion-execution"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fa03ef05a2c2f90dd6c743e3e111078e322f4b395d20d4b4d431a245d79521ae"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
+ "arrow-buffer",
  "async-trait",
  "chrono",
  "dashmap",
  "datafusion-common",
  "datafusion-expr",
+ "datafusion-physical-expr-common",
  "futures",
  "log",
  "object_store",
@@ -827,9 +821,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ef33934c1f98ee695cc51192cc5f9ed3a8febee84fdbcd9131bf9d3a9a78276f"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -849,9 +842,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "000c98206e3dd47d2939a94b6c67af4bfa6732dd668ac4fafdbde408fd9134ea"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -862,9 +854,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-ffi"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30f57f7f63a25a0b78b3f2a5e18c0ecbd54851b64064ac0d5a9eb05efd5586d2"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -910,9 +901,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "379b01418ab95ca947014066248c22139fe9af9289354de10b445bd000d5d276"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -928,6 +918,7 @@ dependencies = [
  "hex",
  "itertools",
  "log",
+ "memchr",
  "num-traits",
  "rand",
  "regex",
@@ -937,9 +928,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fd00d5454ba4c3f8ebbd04bd6a6a9dc7ced7c56d883f70f2076c188be8459e4c"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -953,14 +943,14 @@ dependencies = [
  "datafusion-physical-expr-common",
  "half",
  "log",
+ "num-traits",
  "paste",
 ]
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aec06b380729a87210a4e11f555ec2d729a328142253f8d557b87593622ecc9f"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -971,9 +961,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-table"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e9a0d20e2b887e11bee24f7734d780a2588b925796ac741c3118dd06d5aa77f0"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "async-trait",
@@ -987,9 +976,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d3414b0a07e39b6979fe3a69c7aa79a9f1369f1d5c8e52146e66058be1b285ee"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1005,9 +993,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5bf2feae63cd4754e31add64ce75cae07d015bce4bb41cd09872f93add32523a"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1015,20 +1002,18 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4fe888aeb6a095c4bcbe8ac1874c4b9a4c7ffa2ba849db7922683ba20875aaf"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "datafusion-doc",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0bb028323dd4efd049dd8a78d78fe81b2b969447b39c51424167f973ac5811d9"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -1049,9 +1034,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-adapter"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78fe0826aef7eab6b4b61533d811234a7a9e5e458331ebbf94152a51fc8ab433"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1064,9 +1048,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cfccd388620734c661bd8b7ca93c44cdd59fecc9b550eea416a78ffcbb29475f"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -1081,9 +1064,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0e1098760fb29127c24cc9ade3277051dc73c9ed0ac0131bd7bcd742e0ad7470"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "ahash",
  "arrow",
@@ -1105,6 +1087,7 @@ dependencies = [
  "indexmap",
  "itertools",
  "log",
+ "num-traits",
  "parking_lot",
  "pin-project-lite",
  "tokio",
@@ -1112,9 +1095,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0cf75daf56aa6b1c6867cc33ff0fb035d517d6d06737fd355a3e1ef67cba6e7a"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "chrono",
@@ -1135,13 +1117,13 @@ dependencies = [
  "datafusion-proto-common",
  "object_store",
  "prost",
+ "rand",
 ]
 
 [[package]]
 name = "datafusion-proto-common"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "12a0cb3cce232a3de0d14ef44b58a6537aeb1362cfb6cf4d808691ddbb918956"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1150,9 +1132,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "64d0fef4201777b52951edec086c21a5b246f3c82621569ddb4a26f488bc38a9"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1167,9 +1148,8 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f71f1e39e8f2acbf1c63b0e93756c2e970a64729dab70ac789587d6237c4fde0"
+version = "53.0.0"
+source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
 dependencies = [
  "async-trait",
  "datafusion-common",
@@ -1187,7 +1167,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1327,7 +1307,7 @@ checksum = "e835b70203e41293343137df5c0664546da5745f82ec9b84d40be8336958447b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1620,15 +1600,6 @@ dependencies = [
  "serde_core",
 ]
 
-[[package]]
-name = "indoc"
-version = "2.0.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706"
-dependencies = [
- "rustversion",
-]
-
 [[package]]
 name = "integer-encoding"
 version = "3.0.4"
@@ -1797,15 +1768,6 @@ version = "2.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f8ca58f447f06ed17d5fc4043ce1b10dd205e060fb3ce5b979b8ed8e59ff3f79"
 
-[[package]]
-name = "memoffset"
-version = "0.9.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "488016bfae457b036d996092f6cb448677611ce4449e970ceaf42695203f218a"
-dependencies = [
- "autocfg",
-]
-
 [[package]]
 name = "miniz_oxide"
 version = "0.8.9"
@@ -1856,9 +1818,9 @@ dependencies = [
 
 [[package]]
 name = "object_store"
-version = "0.12.5"
+version = "0.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fbfbfff40aeccab00ec8a910b57ca8ecf4319b335c542f2edcd19dd25a1e2a00"
+checksum = "c2858065e55c148d294a9f3aae3b0fa9458edadb41a108397094566f4e3c0dfb"
 dependencies = [
  "async-trait",
  "bytes",
@@ -1918,14 +1880,13 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "57.3.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6ee96b29972a257b855ff2341b37e61af5f12d6af1158b6dcdb5b31ea07bb3cb"
+checksum = "3f491d0ef1b510194426ee67ddc18a9b747ef3c42050c19322a2cd2e1666c29b"
 dependencies = [
  "ahash",
  "arrow-array",
  "arrow-buffer",
- "arrow-cast",
  "arrow-data",
  "arrow-ipc",
  "arrow-schema",
@@ -2038,7 +1999,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2070,40 +2031,37 @@ dependencies = [
  "itertools",
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "pyo3"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ba0117f4212101ee6544044dae45abe1083d30ce7b29c4b5cbdfa2354e07383"
+checksum = "cf85e27e86080aafd5a22eae58a162e133a589551542b3e5cee4beb27e54f8e1"
 dependencies = [
- "indoc",
  "libc",
- "memoffset",
  "once_cell",
  "portable-atomic",
  "pyo3-build-config",
  "pyo3-ffi",
  "pyo3-macros",
- "unindent",
 ]
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4fc6ddaf24947d12a9aa31ac65431fb1b851b8f4365426e182901eabfb87df5f"
+checksum = "8bf94ee265674bf76c09fa430b0e99c26e319c945d96ca0d5a8215f31bf81cf7"
 dependencies = [
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "025474d3928738efb38ac36d4744a74a400c901c7596199e20e45d98eb194105"
+checksum = "491aa5fc66d8059dd44a75f4580a2962c1862a1c2945359db36f6c2818b748dc"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -2111,27 +2069,27 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2e64eb489f22fe1c95911b77c44cc41e7c19f3082fc81cce90f657cdc42ffded"
+checksum = "f5d671734e9d7a43449f8480f8b38115df67bef8d21f76837fa75ee7aaa5e52e"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.26.0"
+version = "0.28.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "100246c0ecf400b475341b8455a9213344569af29a3c841d29270e53102e0fcf"
+checksum = "22faaa1ce6c430a1f71658760497291065e6450d7b5dc2bcf254d49f66ee700a"
 dependencies = [
  "heck",
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2313,7 +2271,7 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2373,9 +2331,9 @@ checksum = "1b6b67fb9a61334225b5b790716f609cd58395f895b3fe8b328786812a40bc3b"
 
 [[package]]
 name = "sqlparser"
-version = "0.59.0"
+version = "0.61.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4591acadbcf52f0af60eafbb2c003232b2b4cd8de5f0e9437cb8b1b59046cc0f"
+checksum = "dbf5ea8d4d7c808e1af1cbabebca9a2abe603bcefc22294c5b95018d53200cb7"
 dependencies = [
  "log",
  "sqlparser_derive",
@@ -2383,13 +2341,13 @@ dependencies = [
 
 [[package]]
 name = "sqlparser_derive"
-version = "0.3.0"
+version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
+checksum = "a6dd45d8fc1c79299bfbb7190e42ccbbdf6a5f52e4a6ad98d92357ea965bd289"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2411,9 +2369,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.116"
+version = "2.0.117"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3df424c70518695237746f84cede799c9c58fcb37450d7b23716568cc8bc69cb"
+checksum = "e665b8803e7b1d2a727f4023456bbbbe74da67099c585258af0ad9c5013b9b99"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2428,7 +2386,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2467,7 +2425,7 @@ checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2519,7 +2477,32 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "tokio-stream"
+version = "0.1.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "32da49809aab5c3bc678af03902d4ccddea2a87d028d86392a4b1560c6906c70"
+dependencies = [
+ "futures-core",
+ "pin-project-lite",
+ "tokio",
+ "tokio-util",
+]
+
+[[package]]
+name = "tokio-util"
+version = "0.7.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9ae9cec805b01e8fc3fd2fe289f89149a9b66dd16786abd8b19cfa7b48cb0098"
+dependencies = [
+ "bytes",
+ "futures-core",
+ "futures-sink",
+ "pin-project-lite",
+ "tokio",
 ]
 
 [[package]]
@@ -2541,7 +2524,7 @@ checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2610,12 +2593,6 @@ version = "0.2.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ebc1c04c71510c7f702b52b7c350734c9ff1295c464a03335b00bb84fc54f853"
 
-[[package]]
-name = "unindent"
-version = "0.2.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7264e107f553ccae879d21fbea1d6724ac785e8c3bfc762137959b5802826ef3"
-
 [[package]]
 name = "url"
 version = "2.5.8"
@@ -2731,7 +2708,7 @@ dependencies = [
  "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
  "wasm-bindgen-shared",
 ]
 
@@ -2850,7 +2827,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2861,7 +2838,7 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2927,7 +2904,7 @@ dependencies = [
  "heck",
  "indexmap",
  "prettyplease",
- "syn 2.0.116",
+ "syn 2.0.117",
  "wasm-metadata",
  "wit-bindgen-core",
  "wit-component",
@@ -2943,7 +2920,7 @@ dependencies = [
  "prettyplease",
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
  "wit-bindgen-core",
  "wit-bindgen-rust",
 ]
@@ -3010,7 +2987,7 @@ checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
  "synstructure",
 ]
 
@@ -3031,7 +3008,7 @@ checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -3051,7 +3028,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
  "synstructure",
 ]
 
@@ -3085,7 +3062,7 @@ checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.116",
+ "syn 2.0.117",
 ]
 
 [[package]]
diff --git a/examples/datafusion-ffi-example/Cargo.toml b/examples/datafusion-ffi-example/Cargo.toml
index 15c11ea49..483838e31 100644
--- a/examples/datafusion-ffi-example/Cargo.toml
+++ b/examples/datafusion-ffi-example/Cargo.toml
@@ -21,26 +21,35 @@ version = "0.2.0"
 edition = "2024"
 
 [dependencies]
-datafusion-catalog = { version = "52", default-features = false }
-datafusion-common = { version = "52", default-features = false }
-datafusion-functions-aggregate = { version = "52" }
-datafusion-functions-window = { version = "52" }
-datafusion-expr = { version = "52" }
-datafusion-ffi = { version = "52" }
+datafusion-catalog = { version = "53", default-features = false }
+datafusion-common = { version = "53", default-features = false }
+datafusion-functions-aggregate = { version = "53" }
+datafusion-functions-window = { version = "53" }
+datafusion-expr = { version = "53" }
+datafusion-ffi = { version = "53" }
 
-pyo3 = { version = "0.26", features = [
+pyo3 = { version = "0.28", features = [
   "extension-module",
   "abi3",
   "abi3-py39",
 ] }
-arrow = { version = "57" }
-arrow-array = { version = "57" }
-arrow-schema = { version = "57" }
+arrow = { version = "58" }
+arrow-array = { version = "58" }
+arrow-schema = { version = "58" }
 async-trait = "0.1.89"
 
 [build-dependencies]
-pyo3-build-config = "0.26"
+pyo3-build-config = "0.28"
 
 [lib]
 name = "datafusion_ffi_example"
 crate-type = ["cdylib", "rlib"]
+
+# TODO: remove when datafusion-53 is released
+[patch.crates-io]
+datafusion-catalog = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion-common = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion-functions-aggregate = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion-functions-window = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion-expr = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
diff --git a/examples/datafusion-ffi-example/src/aggregate_udf.rs b/examples/datafusion-ffi-example/src/aggregate_udf.rs
index 276ad0275..d5343ff91 100644
--- a/examples/datafusion-ffi-example/src/aggregate_udf.rs
+++ b/examples/datafusion-ffi-example/src/aggregate_udf.rs
@@ -27,7 +27,12 @@ use datafusion_functions_aggregate::sum::Sum;
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyResult, Python, pyclass, pymethods};
 
-#[pyclass(name = "MySumUDF", module = "datafusion_ffi_example", subclass)]
+#[pyclass(
+    from_py_object,
+    name = "MySumUDF",
+    module = "datafusion_ffi_example",
+    subclass
+)]
 #[derive(Debug, Clone, Eq, PartialEq, Hash)]
 pub(crate) struct MySumUDF {
     inner: Arc<Sum>,
diff --git a/examples/datafusion-ffi-example/src/catalog_provider.rs b/examples/datafusion-ffi-example/src/catalog_provider.rs
index 3dc111cbc..d0e07c787 100644
--- a/examples/datafusion-ffi-example/src/catalog_provider.rs
+++ b/examples/datafusion-ffi-example/src/catalog_provider.rs
@@ -60,6 +60,7 @@ pub fn my_table() -> Arc<dyn TableProvider + 'static> {
 }
 
 #[pyclass(
+    skip_from_py_object,
     name = "FixedSchemaProvider",
     module = "datafusion_ffi_example",
     subclass
@@ -138,6 +139,7 @@ impl SchemaProvider for FixedSchemaProvider {
 /// This catalog provider is intended only for unit tests. It prepopulates with one
 /// schema and only allows for schemas named after four types of fruit.
 #[pyclass(
+    skip_from_py_object,
     name = "MyCatalogProvider",
     module = "datafusion_ffi_example",
     subclass
@@ -208,6 +210,7 @@ impl MyCatalogProvider {
 /// This catalog provider list is intended only for unit tests.
 /// It pre-populates with a single catalog.
 #[pyclass(
+    skip_from_py_object,
     name = "MyCatalogProviderList",
     module = "datafusion_ffi_example",
     subclass
diff --git a/examples/datafusion-ffi-example/src/scalar_udf.rs b/examples/datafusion-ffi-example/src/scalar_udf.rs
index 089d32d93..374924781 100644
--- a/examples/datafusion-ffi-example/src/scalar_udf.rs
+++ b/examples/datafusion-ffi-example/src/scalar_udf.rs
@@ -30,7 +30,12 @@ use datafusion_ffi::udf::FFI_ScalarUDF;
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyResult, Python, pyclass, pymethods};
 
-#[pyclass(name = "IsNullUDF", module = "datafusion_ffi_example", subclass)]
+#[pyclass(
+    from_py_object,
+    name = "IsNullUDF",
+    module = "datafusion_ffi_example",
+    subclass
+)]
 #[derive(Debug, Clone, PartialEq, Eq, Hash)]
 pub(crate) struct IsNullUDF {
     signature: Signature,
diff --git a/examples/datafusion-ffi-example/src/table_function.rs b/examples/datafusion-ffi-example/src/table_function.rs
index 1cddb9e35..0914e161c 100644
--- a/examples/datafusion-ffi-example/src/table_function.rs
+++ b/examples/datafusion-ffi-example/src/table_function.rs
@@ -27,7 +27,12 @@ use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
 use crate::table_provider::MyTableProvider;
 use crate::utils::ffi_logical_codec_from_pycapsule;
 
-#[pyclass(name = "MyTableFunction", module = "datafusion_ffi_example", subclass)]
+#[pyclass(
+    from_py_object,
+    name = "MyTableFunction",
+    module = "datafusion_ffi_example",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub(crate) struct MyTableFunction {}
 
diff --git a/examples/datafusion-ffi-example/src/table_provider.rs b/examples/datafusion-ffi-example/src/table_provider.rs
index 887b2c671..2c79e6ef9 100644
--- a/examples/datafusion-ffi-example/src/table_provider.rs
+++ b/examples/datafusion-ffi-example/src/table_provider.rs
@@ -30,7 +30,12 @@ use crate::utils::ffi_logical_codec_from_pycapsule;
 
 /// In order to provide a test that demonstrates different sized record batches,
 /// the first batch will have num_rows, the second batch num_rows+1, and so on.
-#[pyclass(name = "MyTableProvider", module = "datafusion_ffi_example", subclass)]
+#[pyclass(
+    from_py_object,
+    name = "MyTableProvider",
+    module = "datafusion_ffi_example",
+    subclass
+)]
 #[derive(Clone)]
 pub(crate) struct MyTableProvider {
     num_cols: usize,
diff --git a/examples/datafusion-ffi-example/src/utils.rs b/examples/datafusion-ffi-example/src/utils.rs
index a01d3fe27..5b0666837 100644
--- a/examples/datafusion-ffi-example/src/utils.rs
+++ b/examples/datafusion-ffi-example/src/utils.rs
@@ -17,9 +17,11 @@
 
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use pyo3::exceptions::PyValueError;
+use pyo3::ffi::c_str;
 use pyo3::prelude::{PyAnyMethods, PyCapsuleMethods};
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyAny, PyResult};
+use std::ptr::NonNull;
 
 pub(crate) fn ffi_logical_codec_from_pycapsule(
     obj: Bound<PyAny>,
@@ -31,10 +33,13 @@ pub(crate) fn ffi_logical_codec_from_pycapsule(
         obj
     };
 
-    let capsule = capsule.downcast::<PyCapsule>()?;
+    let capsule = capsule.cast::<PyCapsule>()?;
     validate_pycapsule(capsule, "datafusion_logical_extension_codec")?;
 
-    let codec = unsafe { capsule.reference::<FFI_LogicalExtensionCodec>() };
+    let data: NonNull<FFI_LogicalExtensionCodec> = capsule
+        .pointer_checked(Some(c_str!("datafusion_logical_extension_codec")))?
+        .cast();
+    let codec = unsafe { data.as_ref() };
 
     Ok(codec.clone())
 }
@@ -47,7 +52,7 @@ pub(crate) fn validate_pycapsule(capsule: &Bound<PyCapsule>, name: &str) -> PyRe
         )));
     }
 
-    let capsule_name = capsule_name.unwrap().to_str()?;
+    let capsule_name = unsafe { capsule_name.unwrap().as_cstr().to_str()? };
     if capsule_name != name {
         return Err(PyValueError::new_err(format!(
             "Expected name '{name}' in PyCapsule, instead got '{capsule_name}'"
diff --git a/examples/datafusion-ffi-example/src/window_udf.rs b/examples/datafusion-ffi-example/src/window_udf.rs
index f3f565234..cbf179a86 100644
--- a/examples/datafusion-ffi-example/src/window_udf.rs
+++ b/examples/datafusion-ffi-example/src/window_udf.rs
@@ -27,7 +27,12 @@ use datafusion_functions_window::rank::rank_udwf;
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyResult, Python, pyclass, pymethods};
 
-#[pyclass(name = "MyRankUDF", module = "datafusion_ffi_example", subclass)]
+#[pyclass(
+    from_py_object,
+    name = "MyRankUDF",
+    module = "datafusion_ffi_example",
+    subclass
+)]
 #[derive(Debug, Clone, Eq, PartialEq, Hash)]
 pub(crate) struct MyRankUDF {
     inner: Arc<WindowUDF>,
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index 5bd0eec2d..214d44a42 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -442,30 +442,20 @@ def select(self, *exprs: Expr | str) -> DataFrame:
     def drop(self, *columns: str) -> DataFrame:
         """Drop arbitrary amount of columns.
 
-        Column names are case-sensitive and do not require double quotes like
-        other operations such as `select`. Leading and trailing double quotes
-        are allowed and will be automatically stripped if present.
+        Column names are case-sensitive and require double quotes to be dropped
+        if the original name is not strictly lower case.
 
         Args:
-            columns: Column names to drop from the dataframe. Both ``column_name``
-                    and ``"column_name"`` are accepted.
+            columns: Column names to drop from the dataframe.
 
         Returns:
             DataFrame with those columns removed in the projection.
 
         Example Usage::
-
-            df.drop('ID_For_Students')      # Works
-            df.drop('"ID_For_Students"')    # Also works (quotes stripped)
+            df.drop('a')                    # To drop a lower-cased column 'a'
+            df.drop('"a"')                  # To drop an upper-cased column 'A'
         """
-        normalized_columns = []
-        for col in columns:
-            if col.startswith('"') and col.endswith('"'):
-                normalized_columns.append(col.strip('"'))  # Strip double quotes
-            else:
-                normalized_columns.append(col)
-
-        return DataFrame(self.df.drop(*normalized_columns))
+        return DataFrame(self.df.drop(*columns))
 
     def filter(self, *predicates: Expr | str) -> DataFrame:
         """Return a DataFrame for which ``predicate`` evaluates to ``True``.
diff --git a/python/tests/test_aggregation.py b/python/tests/test_aggregation.py
index f595127fa..240332848 100644
--- a/python/tests/test_aggregation.py
+++ b/python/tests/test_aggregation.py
@@ -141,14 +141,14 @@ def test_aggregation_stats(df, agg_expr, calc_expected):
         ),
         (
             f.approx_percentile_cont_with_weight(column("b"), lit(0.6), 0.5),
-            pa.array([6], type=pa.float64()),
+            pa.array([4], type=pa.float64()),
             False,
         ),
         (
             f.approx_percentile_cont_with_weight(
                 column("b").sort(ascending=False, nulls_first=False), lit(0.6), 0.5
             ),
-            pa.array([6], type=pa.float64()),
+            pa.array([4], type=pa.float64()),
             False,
         ),
         (
diff --git a/python/tests/test_context.py b/python/tests/test_context.py
index 5853f9feb..5df6ed20f 100644
--- a/python/tests/test_context.py
+++ b/python/tests/test_context.py
@@ -759,7 +759,7 @@ def read_csv_with_options_inner(
     group_dir.mkdir(exist_ok=True)
 
     csv_path = group_dir / "test.csv"
-    csv_path.write_text(csv_content)
+    csv_path.write_text(csv_content, newline="\n")
 
     ctx = SessionContext()
 
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index de6b00acf..759d6278c 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -295,10 +295,17 @@ def test_drop_quoted_columns():
     ctx = SessionContext()
     batch = pa.RecordBatch.from_arrays([pa.array([1, 2, 3])], names=["ID_For_Students"])
     df = ctx.create_dataframe([[batch]])
-
-    # Both should work
+    # here we must quote to match the original column name
     assert df.drop('"ID_For_Students"').schema().names == []
-    assert df.drop("ID_For_Students").schema().names == []
+
+    batch = pa.RecordBatch.from_arrays(
+        [pa.array([1, 2, 3]), pa.array([4, 5, 6])], names=["a", "b"]
+    )
+    df = ctx.create_dataframe([[batch]])
+    # with a lower case column, both 'a' and '"a"' work
+    assert df.drop("a").schema().names == ["b"]
+    df = ctx.create_dataframe([[batch]])
+    assert df.drop('"a"').schema().names == ["b"]
 
 
 def test_select_mixed_expr_string(df):
diff --git a/python/tests/test_expr.py b/python/tests/test_expr.py
index 92251827b..9a287c1f7 100644
--- a/python/tests/test_expr.py
+++ b/python/tests/test_expr.py
@@ -857,20 +857,20 @@ def test_alias_with_metadata(df):
         pytest.param(
             col("d").list_distinct(),
             pa.array(
-                [[-1, 0, 1], [5, 10, 15, 20], [], None], type=pa.list_(pa.int64())
+                [[-1, 1, 0], [5, 10, 15, 20], [], None], type=pa.list_(pa.int64())
             ),
             id="list_distinct",
         ),
         pytest.param(
             col("d").array_distinct(),
             pa.array(
-                [[-1, 0, 1], [5, 10, 15, 20], [], None], type=pa.list_(pa.int64())
+                [[-1, 1, 0], [5, 10, 15, 20], [], None], type=pa.list_(pa.int64())
             ),
             id="array_distinct",
         ),
         pytest.param(
             col("d").cardinality(),
-            pa.array([3, 4, None, None], type=pa.uint64()),
+            pa.array([3, 4, 0, None], type=pa.uint64()),
             id="cardinality",
         ),
         pytest.param(
diff --git a/python/tests/test_functions.py b/python/tests/test_functions.py
index 5a61a2dd1..7d642b722 100644
--- a/python/tests/test_functions.py
+++ b/python/tests/test_functions.py
@@ -307,12 +307,12 @@ def py_flatten(arr):
             lambda data: [[len(r)] for r in data],
         ),
         (
-            f.array_distinct,
-            lambda data: [list(set(r)) for r in data],
+            lambda col: f.array_sort(f.array_distinct(col)),
+            lambda data: [sorted(set(r)) for r in data],
         ),
         (
-            f.list_distinct,
-            lambda data: [list(set(r)) for r in data],
+            lambda col: f.list_sort(f.list_distinct(col)),
+            lambda data: [sorted(set(r)) for r in data],
         ),
         (
             f.list_dims,
@@ -519,19 +519,19 @@ def py_flatten(arr):
             lambda data: [arr[1:4:2] for arr in data],
         ),
         (
-            lambda col: f.array_intersect(col, literal([3.0, 4.0])),
+            lambda col: f.array_sort(f.array_intersect(col, literal([3.0, 4.0]))),
             lambda data: [np.intersect1d(arr, [3.0, 4.0]) for arr in data],
         ),
         (
-            lambda col: f.list_intersect(col, literal([3.0, 4.0])),
+            lambda col: f.list_sort(f.list_intersect(col, literal([3.0, 4.0]))),
             lambda data: [np.intersect1d(arr, [3.0, 4.0]) for arr in data],
         ),
         (
-            lambda col: f.array_union(col, literal([12.0, 999.0])),
+            lambda col: f.array_sort(f.array_union(col, literal([12.0, 999.0]))),
             lambda data: [np.union1d(arr, [12.0, 999.0]) for arr in data],
         ),
         (
-            lambda col: f.list_union(col, literal([12.0, 999.0])),
+            lambda col: f.list_sort(f.list_union(col, literal([12.0, 999.0]))),
             lambda data: [np.union1d(arr, [12.0, 999.0]) for arr in data],
         ),
         (
@@ -697,7 +697,10 @@ def test_array_function_obj_tests(stmt, py_expr):
             f.initcap(column("c")),
             pa.array(["Hello ", " World ", " !"], type=pa.string_view()),
         ),
-        (f.left(column("a"), literal(3)), pa.array(["Hel", "Wor", "!"])),
+        (
+            f.left(column("a"), literal(3)),
+            pa.array(["Hel", "Wor", "!"], type=pa.string_view()),
+        ),
         (f.length(column("c")), pa.array([6, 7, 2], type=pa.int32())),
         (f.lower(column("a")), pa.array(["hello", "world", "!"])),
         (f.lpad(column("a"), literal(7)), pa.array(["  Hello", "  World", "      !"])),
@@ -726,7 +729,10 @@ def test_array_function_obj_tests(stmt, py_expr):
             pa.array(["He??o", "Wor?d", "!"]),
         ),
         (f.reverse(column("a")), pa.array(["olleH", "dlroW", "!"])),
-        (f.right(column("a"), literal(4)), pa.array(["ello", "orld", "!"])),
+        (
+            f.right(column("a"), literal(4)),
+            pa.array(["ello", "orld", "!"], type=pa.string_view()),
+        ),
         (
             f.rpad(column("a"), literal(8)),
             pa.array(["Hello   ", "World   ", "!       "]),
@@ -964,7 +970,7 @@ def test_temporal_functions(df):
             datetime(2027, 6, 1, tzinfo=DEFAULT_TZ),
             datetime(2020, 7, 1, tzinfo=DEFAULT_TZ),
         ],
-        type=pa.timestamp("ns", tz=DEFAULT_TZ),
+        type=pa.timestamp("us", tz=DEFAULT_TZ),
     )
     assert result.column(3) == pa.array(
         [
@@ -972,7 +978,7 @@ def test_temporal_functions(df):
             datetime(2027, 6, 26, tzinfo=DEFAULT_TZ),
             datetime(2020, 7, 2, tzinfo=DEFAULT_TZ),
         ],
-        type=pa.timestamp("ns", tz=DEFAULT_TZ),
+        type=pa.timestamp("us", tz=DEFAULT_TZ),
     )
     assert result.column(4) == pa.array(
         [
diff --git a/src/array.rs b/src/array.rs
index 8be9a01e3..1ff08dfb2 100644
--- a/src/array.rs
+++ b/src/array.rs
@@ -15,12 +15,14 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::ptr::NonNull;
 use std::sync::Arc;
 
 use arrow::array::{Array, ArrayRef};
 use arrow::datatypes::{Field, FieldRef};
 use arrow::ffi::{FFI_ArrowArray, FFI_ArrowSchema};
 use arrow::pyarrow::ToPyArrow;
+use pyo3::ffi::c_str;
 use pyo3::prelude::{PyAnyMethods, PyCapsuleMethods};
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
@@ -30,7 +32,12 @@ use crate::utils::validate_pycapsule;
 
 /// A Python object which implements the Arrow PyCapsule for importing
 /// into other libraries.
-#[pyclass(name = "ArrowArrayExportable", module = "datafusion", frozen)]
+#[pyclass(
+    from_py_object,
+    name = "ArrowArrayExportable",
+    module = "datafusion",
+    frozen
+)]
 #[derive(Clone)]
 pub struct PyArrowArrayExportable {
     array: ArrayRef,
@@ -48,7 +55,10 @@ impl PyArrowArrayExportable {
         let field = if let Some(schema_capsule) = requested_schema {
             validate_pycapsule(&schema_capsule, "arrow_schema")?;
 
-            let schema_ptr = unsafe { schema_capsule.reference::<FFI_ArrowSchema>() };
+            let data: NonNull<FFI_ArrowSchema> = schema_capsule
+                .pointer_checked(Some(c_str!("arrow_schema")))?
+                .cast();
+            let schema_ptr = unsafe { data.as_ref() };
             let desired_field = Field::try_from(schema_ptr)?;
 
             Arc::new(desired_field)
diff --git a/src/catalog.rs b/src/catalog.rs
index 29d95ea5d..43325c30d 100644
--- a/src/catalog.rs
+++ b/src/catalog.rs
@@ -17,6 +17,7 @@
 
 use std::any::Any;
 use std::collections::HashSet;
+use std::ptr::NonNull;
 use std::sync::Arc;
 
 use async_trait::async_trait;
@@ -31,6 +32,7 @@ use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_ffi::schema_provider::FFI_SchemaProvider;
 use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::PyKeyError;
+use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::PyCapsule;
 
@@ -43,6 +45,7 @@ use crate::utils::{
 };
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "RawCatalogList",
     module = "datafusion.catalog",
@@ -54,14 +57,26 @@ pub struct PyCatalogList {
     codec: Arc<FFI_LogicalExtensionCodec>,
 }
 
-#[pyclass(frozen, name = "RawCatalog", module = "datafusion.catalog", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "RawCatalog",
+    module = "datafusion.catalog",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyCatalog {
     pub catalog: Arc<dyn CatalogProvider>,
     codec: Arc<FFI_LogicalExtensionCodec>,
 }
 
-#[pyclass(frozen, name = "RawSchema", module = "datafusion.catalog", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "RawSchema",
+    module = "datafusion.catalog",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySchema {
     pub schema: Arc<dyn SchemaProvider>,
@@ -642,10 +657,12 @@ fn extract_catalog_provider_from_pyobj(
             .call1((codec_capsule,))?;
     }
 
-    let provider = if let Ok(capsule) = catalog_provider.downcast::<PyCapsule>() {
+    let provider = if let Ok(capsule) = catalog_provider.cast::<PyCapsule>() {
         validate_pycapsule(capsule, "datafusion_catalog_provider")?;
-
-        let provider = unsafe { capsule.reference::<FFI_CatalogProvider>() };
+        let data: NonNull<FFI_CatalogProvider> = capsule
+            .pointer_checked(Some(c_str!("datafusion_catalog_provider")))?
+            .cast();
+        let provider = unsafe { data.as_ref() };
         let provider: Arc<dyn CatalogProvider + Send> = provider.into();
         provider as Arc<dyn CatalogProvider>
     } else {
@@ -673,10 +690,13 @@ fn extract_schema_provider_from_pyobj(
             .call1((codec_capsule,))?;
     }
 
-    let provider = if let Ok(capsule) = schema_provider.downcast::<PyCapsule>() {
+    let provider = if let Ok(capsule) = schema_provider.cast::<PyCapsule>() {
         validate_pycapsule(capsule, "datafusion_schema_provider")?;
 
-        let provider = unsafe { capsule.reference::<FFI_SchemaProvider>() };
+        let data: NonNull<FFI_SchemaProvider> = capsule
+            .pointer_checked(Some(c_str!("datafusion_schema_provider")))?
+            .cast();
+        let provider = unsafe { data.as_ref() };
         let provider: Arc<dyn SchemaProvider + Send> = provider.into();
         provider as Arc<dyn SchemaProvider>
     } else {
diff --git a/src/common/data_type.rs b/src/common/data_type.rs
index 1ff332ebb..af4179806 100644
--- a/src/common/data_type.rs
+++ b/src/common/data_type.rs
@@ -15,6 +15,8 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::sync::Arc;
+
 use datafusion::arrow::array::Array;
 use datafusion::arrow::datatypes::{DataType, IntervalUnit, TimeUnit};
 use datafusion::common::ScalarValue;
@@ -40,7 +42,14 @@ impl From<PyScalarValue> for ScalarValue {
 }
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
-#[pyclass(frozen, eq, eq_int, name = "RexType", module = "datafusion.common")]
+#[pyclass(
+    from_py_object,
+    frozen,
+    eq,
+    eq_int,
+    name = "RexType",
+    module = "datafusion.common"
+)]
 pub enum RexType {
     Alias,
     Literal,
@@ -61,7 +70,12 @@ pub enum RexType {
 /// to map types from one system to another.
 // TODO: This looks like this needs pyo3 tracking so leaving unfrozen for now
 #[derive(Debug, Clone)]
-#[pyclass(name = "DataTypeMap", module = "datafusion.common", subclass)]
+#[pyclass(
+    from_py_object,
+    name = "DataTypeMap",
+    module = "datafusion.common",
+    subclass
+)]
 pub struct DataTypeMap {
     #[pyo3(get, set)]
     pub arrow_type: PyDataType,
@@ -347,6 +361,10 @@ impl DataTypeMap {
             ScalarValue::Map(_) => Err(PyNotImplementedError::new_err(
                 "ScalarValue::Map".to_string(),
             )),
+            ScalarValue::RunEndEncoded(field1, field2, _) => Ok(DataType::RunEndEncoded(
+                Arc::clone(field1),
+                Arc::clone(field2),
+            )),
         }
     }
 }
@@ -587,7 +605,12 @@ impl DataTypeMap {
 /// Since `DataType` exists in another package we cannot make that happen here so we wrap
 /// `DataType` as `PyDataType` This exists solely to satisfy those constraints.
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
-#[pyclass(frozen, name = "DataType", module = "datafusion.common")]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "DataType",
+    module = "datafusion.common"
+)]
 pub struct PyDataType {
     pub data_type: DataType,
 }
@@ -645,7 +668,14 @@ impl From<DataType> for PyDataType {
 
 /// Represents the possible Python types that can be mapped to the SQL types
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
-#[pyclass(frozen, eq, eq_int, name = "PythonType", module = "datafusion.common")]
+#[pyclass(
+    from_py_object,
+    frozen,
+    eq,
+    eq_int,
+    name = "PythonType",
+    module = "datafusion.common"
+)]
 pub enum PythonType {
     Array,
     Bool,
@@ -665,7 +695,14 @@ pub enum PythonType {
 #[allow(non_camel_case_types)]
 #[allow(clippy::upper_case_acronyms)]
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
-#[pyclass(frozen, eq, eq_int, name = "SqlType", module = "datafusion.common")]
+#[pyclass(
+    from_py_object,
+    frozen,
+    eq,
+    eq_int,
+    name = "SqlType",
+    module = "datafusion.common"
+)]
 pub enum SqlType {
     ANY,
     ARRAY,
@@ -724,6 +761,7 @@ pub enum SqlType {
 #[allow(clippy::upper_case_acronyms)]
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
 #[pyclass(
+    from_py_object,
     frozen,
     eq,
     eq_int,
diff --git a/src/common/df_schema.rs b/src/common/df_schema.rs
index eb62469cf..9167e772e 100644
--- a/src/common/df_schema.rs
+++ b/src/common/df_schema.rs
@@ -21,7 +21,13 @@ use datafusion::common::DFSchema;
 use pyo3::prelude::*;
 
 #[derive(Debug, Clone)]
-#[pyclass(frozen, name = "DFSchema", module = "datafusion.common", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "DFSchema",
+    module = "datafusion.common",
+    subclass
+)]
 pub struct PyDFSchema {
     schema: Arc<DFSchema>,
 }
diff --git a/src/common/function.rs b/src/common/function.rs
index bc6f23160..41cab515f 100644
--- a/src/common/function.rs
+++ b/src/common/function.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 
 use super::data_type::PyDataType;
 
-#[pyclass(frozen, name = "SqlFunction", module = "datafusion.common", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SqlFunction",
+    module = "datafusion.common",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct SqlFunction {
     pub name: String,
diff --git a/src/common/schema.rs b/src/common/schema.rs
index 4e46592aa..29a27b204 100644
--- a/src/common/schema.rs
+++ b/src/common/schema.rs
@@ -34,7 +34,13 @@ use super::data_type::DataTypeMap;
 use super::function::SqlFunction;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(name = "SqlSchema", module = "datafusion.common", subclass, frozen)]
+#[pyclass(
+    from_py_object,
+    name = "SqlSchema",
+    module = "datafusion.common",
+    subclass,
+    frozen
+)]
 #[derive(Debug, Clone)]
 pub struct SqlSchema {
     name: Arc<RwLock<String>>,
@@ -43,7 +49,12 @@ pub struct SqlSchema {
     functions: Arc<RwLock<Vec<SqlFunction>>>,
 }
 
-#[pyclass(name = "SqlTable", module = "datafusion.common", subclass)]
+#[pyclass(
+    from_py_object,
+    name = "SqlTable",
+    module = "datafusion.common",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct SqlTable {
     #[pyo3(get, set)]
@@ -87,7 +98,12 @@ impl SqlTable {
     }
 }
 
-#[pyclass(name = "SqlView", module = "datafusion.common", subclass)]
+#[pyclass(
+    from_py_object,
+    name = "SqlView",
+    module = "datafusion.common",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct SqlView {
     #[pyo3(get, set)]
@@ -247,7 +263,13 @@ fn is_supported_push_down_expr(_expr: &Expr) -> bool {
     true
 }
 
-#[pyclass(frozen, name = "SqlStatistics", module = "datafusion.common", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SqlStatistics",
+    module = "datafusion.common",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct SqlStatistics {
     row_count: f64,
@@ -266,7 +288,13 @@ impl SqlStatistics {
     }
 }
 
-#[pyclass(frozen, name = "Constraints", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Constraints",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyConstraints {
     pub constraints: Constraints,
@@ -291,7 +319,14 @@ impl Display for PyConstraints {
 }
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
-#[pyclass(frozen, eq, eq_int, name = "TableType", module = "datafusion.common")]
+#[pyclass(
+    from_py_object,
+    frozen,
+    eq,
+    eq_int,
+    name = "TableType",
+    module = "datafusion.common"
+)]
 pub enum PyTableType {
     Base,
     View,
@@ -318,7 +353,13 @@ impl From<TableType> for PyTableType {
     }
 }
 
-#[pyclass(frozen, name = "TableSource", module = "datafusion.common", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "TableSource",
+    module = "datafusion.common",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyTableSource {
     pub table_source: Arc<dyn TableSource>,
diff --git a/src/config.rs b/src/config.rs
index 38936e6c5..fdb693a12 100644
--- a/src/config.rs
+++ b/src/config.rs
@@ -24,7 +24,13 @@ use pyo3::types::*;
 
 use crate::common::data_type::PyScalarValue;
 use crate::errors::PyDataFusionResult;
-#[pyclass(name = "Config", module = "datafusion", subclass, frozen)]
+#[pyclass(
+    from_py_object,
+    name = "Config",
+    module = "datafusion",
+    subclass,
+    frozen
+)]
 #[derive(Clone)]
 pub(crate) struct PyConfig {
     config: Arc<RwLock<ConfigOptions>>,
diff --git a/src/context.rs b/src/context.rs
index 336ce0258..2eaf5a737 100644
--- a/src/context.rs
+++ b/src/context.rs
@@ -17,6 +17,7 @@
 
 use std::collections::{HashMap, HashSet};
 use std::path::PathBuf;
+use std::ptr::NonNull;
 use std::str::FromStr;
 use std::sync::Arc;
 
@@ -44,7 +45,7 @@ use datafusion::execution::options::ReadOptions;
 use datafusion::execution::runtime_env::RuntimeEnvBuilder;
 use datafusion::execution::session_state::SessionStateBuilder;
 use datafusion::prelude::{
-    AvroReadOptions, CsvReadOptions, DataFrame, NdJsonReadOptions, ParquetReadOptions,
+    AvroReadOptions, CsvReadOptions, DataFrame, JsonReadOptions, ParquetReadOptions,
 };
 use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
 use datafusion_ffi::catalog_provider_list::FFI_CatalogProviderList;
@@ -54,6 +55,7 @@ use datafusion_proto::logical_plan::DefaultLogicalExtensionCodec;
 use object_store::ObjectStore;
 use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::{PyKeyError, PyValueError};
+use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyDict, PyList, PyTuple};
 use url::Url;
@@ -86,7 +88,13 @@ use crate::utils::{
 };
 
 /// Configuration options for a SessionContext
-#[pyclass(frozen, name = "SessionConfig", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SessionConfig",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Clone, Default)]
 pub struct PySessionConfig {
     pub config: SessionConfig,
@@ -179,7 +187,13 @@ impl PySessionConfig {
 }
 
 /// Runtime options for a SessionContext
-#[pyclass(frozen, name = "RuntimeEnvBuilder", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "RuntimeEnvBuilder",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyRuntimeEnvBuilder {
     pub builder: RuntimeEnvBuilder,
@@ -266,7 +280,13 @@ impl PyRuntimeEnvBuilder {
 }
 
 /// `PySQLOptions` allows you to specify options to the sql execution.
-#[pyclass(frozen, name = "SQLOptions", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SQLOptions",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySQLOptions {
     pub options: SQLOptions,
@@ -305,7 +325,13 @@ impl PySQLOptions {
 /// `PySessionContext` is able to plan and execute DataFusion plans.
 /// It has a powerful optimizer, a physical planner for local execution, and a
 /// multi-threaded execution engine to perform the execution.
-#[pyclass(frozen, name = "SessionContext", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SessionContext",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySessionContext {
     pub ctx: Arc<SessionContext>,
@@ -645,22 +671,25 @@ impl PySessionContext {
                 .call1((codec_capsule,))?;
         }
 
-        let provider =
-            if let Ok(capsule) = provider.downcast::<PyCapsule>().map_err(py_datafusion_err) {
-                validate_pycapsule(capsule, "datafusion_catalog_provider_list")?;
-
-                let provider = unsafe { capsule.reference::<FFI_CatalogProviderList>() };
-                let provider: Arc<dyn CatalogProviderList + Send> = provider.into();
-                provider as Arc<dyn CatalogProviderList>
-            } else {
-                match provider.extract::<PyCatalogList>() {
-                    Ok(py_catalog_list) => py_catalog_list.catalog_list,
-                    Err(_) => Arc::new(RustWrappedPyCatalogProviderList::new(
-                        provider.into(),
-                        Arc::clone(&self.logical_codec),
-                    )) as Arc<dyn CatalogProviderList>,
-                }
-            };
+        let provider = if let Ok(capsule) = provider.cast::<PyCapsule>().map_err(py_datafusion_err)
+        {
+            validate_pycapsule(capsule, "datafusion_catalog_provider_list")?;
+
+            let data: NonNull<FFI_CatalogProviderList> = capsule
+                .pointer_checked(Some(c_str!("datafusion_catalog_provider_list")))?
+                .cast();
+            let provider = unsafe { data.as_ref() };
+            let provider: Arc<dyn CatalogProviderList + Send> = provider.into();
+            provider as Arc<dyn CatalogProviderList>
+        } else {
+            match provider.extract::<PyCatalogList>() {
+                Ok(py_catalog_list) => py_catalog_list.catalog_list,
+                Err(_) => Arc::new(RustWrappedPyCatalogProviderList::new(
+                    provider.into(),
+                    Arc::clone(&self.logical_codec),
+                )) as Arc<dyn CatalogProviderList>,
+            }
+        };
 
         self.ctx.register_catalog_list(provider);
 
@@ -680,22 +709,25 @@ impl PySessionContext {
                 .call1((codec_capsule,))?;
         }
 
-        let provider =
-            if let Ok(capsule) = provider.downcast::<PyCapsule>().map_err(py_datafusion_err) {
-                validate_pycapsule(capsule, "datafusion_catalog_provider")?;
-
-                let provider = unsafe { capsule.reference::<FFI_CatalogProvider>() };
-                let provider: Arc<dyn CatalogProvider + Send> = provider.into();
-                provider as Arc<dyn CatalogProvider>
-            } else {
-                match provider.extract::<PyCatalog>() {
-                    Ok(py_catalog) => py_catalog.catalog,
-                    Err(_) => Arc::new(RustWrappedPyCatalogProvider::new(
-                        provider.into(),
-                        Arc::clone(&self.logical_codec),
-                    )) as Arc<dyn CatalogProvider>,
-                }
-            };
+        let provider = if let Ok(capsule) = provider.cast::<PyCapsule>().map_err(py_datafusion_err)
+        {
+            validate_pycapsule(capsule, "datafusion_catalog_provider")?;
+
+            let data: NonNull<FFI_CatalogProvider> = capsule
+                .pointer_checked(Some(c_str!("datafusion_catalog_provider")))?
+                .cast();
+            let provider = unsafe { data.as_ref() };
+            let provider: Arc<dyn CatalogProvider + Send> = provider.into();
+            provider as Arc<dyn CatalogProvider>
+        } else {
+            match provider.extract::<PyCatalog>() {
+                Ok(py_catalog) => py_catalog.catalog,
+                Err(_) => Arc::new(RustWrappedPyCatalogProvider::new(
+                    provider.into(),
+                    Arc::clone(&self.logical_codec),
+                )) as Arc<dyn CatalogProvider>,
+            }
+        };
 
         let _ = self.ctx.register_catalog(name, provider);
 
@@ -815,7 +847,7 @@ impl PySessionContext {
             .to_str()
             .ok_or_else(|| PyValueError::new_err("Unable to convert path to a string"))?;
 
-        let mut options = NdJsonReadOptions::default()
+        let mut options = JsonReadOptions::default()
             .file_compression_type(parse_file_compression_type(file_compression_type)?)
             .table_partition_cols(
                 table_partition_cols
@@ -976,7 +1008,7 @@ impl PySessionContext {
         let path = path
             .to_str()
             .ok_or_else(|| PyValueError::new_err("Unable to convert path to a string"))?;
-        let mut options = NdJsonReadOptions::default()
+        let mut options = JsonReadOptions::default()
             .table_partition_cols(
                 table_partition_cols
                     .into_iter()
diff --git a/src/dataframe.rs b/src/dataframe.rs
index 53fab58c6..eb1fa4a81 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -17,6 +17,7 @@
 
 use std::collections::HashMap;
 use std::ffi::{CStr, CString};
+use std::ptr::NonNull;
 use std::str::FromStr;
 use std::sync::Arc;
 
@@ -44,6 +45,7 @@ use futures::{StreamExt, TryStreamExt};
 use parking_lot::Mutex;
 use pyo3::PyErr;
 use pyo3::exceptions::PyValueError;
+use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::pybacked::PyBackedStr;
 use pyo3::types::{PyCapsule, PyList, PyTuple, PyTupleMethods};
@@ -139,11 +141,11 @@ fn import_python_formatter(py: Python<'_>) -> PyResult<Bound<'_, PyAny>> {
 // Helper function to extract attributes with fallback to default
 fn get_attr<'a, T>(py_object: &'a Bound<'a, PyAny>, attr_name: &str, default_value: T) -> T
 where
-    T: for<'py> pyo3::FromPyObject<'py> + Clone,
+    T: for<'py> pyo3::FromPyObject<'py, 'py> + Clone,
 {
     py_object
         .getattr(attr_name)
-        .and_then(|v| v.extract::<T>())
+        .and_then(|v| v.extract::<T>().map_err(Into::<PyErr>::into))
         .unwrap_or_else(|_| default_value.clone())
 }
 
@@ -183,7 +185,13 @@ fn build_formatter_config_from_python(formatter: &Bound<'_, PyAny>) -> PyResult<
 }
 
 /// Python mapping of `ParquetOptions` (includes just the writer-related options).
-#[pyclass(frozen, name = "ParquetWriterOptions", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "ParquetWriterOptions",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Clone, Default)]
 pub struct PyParquetWriterOptions {
     options: ParquetOptions,
@@ -247,7 +255,13 @@ impl PyParquetWriterOptions {
 }
 
 /// Python mapping of `ParquetColumnOptions`.
-#[pyclass(frozen, name = "ParquetColumnOptions", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "ParquetColumnOptions",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Clone, Default)]
 pub struct PyParquetColumnOptions {
     options: ParquetColumnOptions,
@@ -282,7 +296,13 @@ impl PyParquetColumnOptions {
 /// A PyDataFrame is a representation of a logical plan and an API to compose statements.
 /// Use it to build a plan and `.collect()` to execute the plan and collect the result.
 /// The actual execution of a plan runs natively on Rust and Arrow on a multi-threaded environment.
-#[pyclass(name = "DataFrame", module = "datafusion", subclass, frozen)]
+#[pyclass(
+    from_py_object,
+    name = "DataFrame",
+    module = "datafusion",
+    subclass,
+    frozen
+)]
 #[derive(Clone)]
 pub struct PyDataFrame {
     df: Arc<DataFrame>,
@@ -450,7 +470,7 @@ impl PyDataFrame {
         if let Ok(key) = key.extract::<PyBackedStr>() {
             // df[col]
             self.select_columns(vec![key])
-        } else if let Ok(tuple) = key.downcast::<PyTuple>() {
+        } else if let Ok(tuple) = key.cast::<PyTuple>() {
             // df[col1, col2, col3]
             let keys = tuple
                 .iter()
@@ -1099,7 +1119,10 @@ impl PyDataFrame {
         if let Some(schema_capsule) = requested_schema {
             validate_pycapsule(&schema_capsule, "arrow_schema")?;
 
-            let schema_ptr = unsafe { schema_capsule.reference::<FFI_ArrowSchema>() };
+            let data: NonNull<FFI_ArrowSchema> = schema_capsule
+                .pointer_checked(Some(c_str!("arrow_schema")))?
+                .cast();
+            let schema_ptr = unsafe { data.as_ref() };
             let desired_schema = Schema::try_from(schema_ptr)?;
 
             schema = project_schema(schema, desired_schema)?;
@@ -1203,7 +1226,14 @@ impl PyDataFrame {
 }
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
-#[pyclass(frozen, eq, eq_int, name = "InsertOp", module = "datafusion")]
+#[pyclass(
+    from_py_object,
+    frozen,
+    eq,
+    eq_int,
+    name = "InsertOp",
+    module = "datafusion"
+)]
 pub enum PyInsertOp {
     APPEND,
     REPLACE,
@@ -1221,7 +1251,12 @@ impl From<PyInsertOp> for InsertOp {
 }
 
 #[derive(Debug, Clone)]
-#[pyclass(frozen, name = "DataFrameWriteOptions", module = "datafusion")]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "DataFrameWriteOptions",
+    module = "datafusion"
+)]
 pub struct PyDataFrameWriteOptions {
     insert_operation: InsertOp,
     single_file_output: bool,
diff --git a/src/dataset.rs b/src/dataset.rs
index 6a4fdb1fa..dbeafcd9f 100644
--- a/src/dataset.rs
+++ b/src/dataset.rs
@@ -47,7 +47,7 @@ impl Dataset {
         // Ensure that we were passed an instance of pyarrow.dataset.Dataset
         let ds = PyModule::import(py, "pyarrow.dataset")?;
         let ds_attr = ds.getattr("Dataset")?;
-        let ds_type = ds_attr.downcast::<PyType>()?;
+        let ds_type = ds_attr.cast::<PyType>()?;
         if dataset.is_instance(ds_type)? {
             Ok(Dataset {
                 dataset: dataset.clone().unbind(),
diff --git a/src/dataset_exec.rs b/src/dataset_exec.rs
index 61e1544cd..e3c058c07 100644
--- a/src/dataset_exec.rs
+++ b/src/dataset_exec.rs
@@ -31,7 +31,7 @@ use datafusion::physical_plan::execution_plan::{Boundedness, EmissionType};
 use datafusion::physical_plan::stream::RecordBatchStreamAdapter;
 use datafusion::physical_plan::{
     DisplayAs, DisplayFormatType, ExecutionPlan, ExecutionPlanProperties, Partitioning,
-    SendableRecordBatchStream, Statistics,
+    PlanProperties, SendableRecordBatchStream, Statistics,
 };
 use futures::{TryStreamExt, stream};
 /// Implements a Datafusion physical ExecutionPlan that delegates to a PyArrow Dataset
@@ -71,7 +71,7 @@ pub(crate) struct DatasetExec {
     columns: Option<Vec<String>>,
     filter_expr: Option<Py<PyAny>>,
     projected_statistics: Statistics,
-    plan_properties: datafusion::physical_plan::PlanProperties,
+    plan_properties: Arc<PlanProperties>,
 }
 
 impl DatasetExec {
@@ -128,15 +128,15 @@ impl DatasetExec {
         )?;
 
         let fragments_iter = pylist.call1((fragments_iterator,))?;
-        let fragments = fragments_iter.downcast::<PyList>().map_err(PyErr::from)?;
+        let fragments = fragments_iter.cast::<PyList>().map_err(PyErr::from)?;
 
         let projected_statistics = Statistics::new_unknown(&schema);
-        let plan_properties = datafusion::physical_plan::PlanProperties::new(
+        let plan_properties = Arc::new(PlanProperties::new(
             EquivalenceProperties::new(schema.clone()),
             Partitioning::UnknownPartitioning(fragments.len()),
             EmissionType::Final,
             Boundedness::Bounded,
-        );
+        ));
 
         Ok(DatasetExec {
             dataset: dataset.clone().unbind(),
@@ -235,11 +235,11 @@ impl ExecutionPlan for DatasetExec {
         })
     }
 
-    fn statistics(&self) -> DFResult<Statistics> {
+    fn partition_statistics(&self, _partition: Option<usize>) -> DFResult<Statistics> {
         Ok(self.projected_statistics.clone())
     }
 
-    fn properties(&self) -> &datafusion::physical_plan::PlanProperties {
+    fn properties(&self) -> &Arc<PlanProperties> {
         &self.plan_properties
     }
 }
diff --git a/src/expr.rs b/src/expr.rs
index 919174029..4d4a73ff3 100644
--- a/src/expr.rs
+++ b/src/expr.rs
@@ -24,7 +24,7 @@ use datafusion::arrow::pyarrow::PyArrowType;
 use datafusion::functions::core::expr_ext::FieldAccessor;
 use datafusion::logical_expr::expr::{
     AggregateFunction, AggregateFunctionParams, FieldMetadata, InList, InSubquery, ScalarFunction,
-    WindowFunction,
+    SetComparison, WindowFunction,
 };
 use datafusion::logical_expr::utils::exprlist_to_fields;
 use datafusion::logical_expr::{
@@ -98,6 +98,7 @@ pub mod recursive_query;
 pub mod repartition;
 pub mod scalar_subquery;
 pub mod scalar_variable;
+pub mod set_comparison;
 pub mod signature;
 pub mod sort;
 pub mod sort_expr;
@@ -114,7 +115,13 @@ pub mod window;
 use sort_expr::{PySortExpr, to_sort_expressions};
 
 /// A PyExpr that can be used on a DataFrame
-#[pyclass(frozen, name = "RawExpr", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "RawExpr",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyExpr {
     pub expr: Expr,
@@ -210,6 +217,9 @@ impl PyExpr {
             Expr::Unnest(value) => {
                 Ok(unnest_expr::PyUnnestExpr::from(value.clone()).into_bound_py_any(py)?)
             }
+            Expr::SetComparison(value) => {
+                Ok(set_comparison::PySetComparison::from(value.clone()).into_bound_py_any(py)?)
+            }
         })
     }
 
@@ -376,7 +386,8 @@ impl PyExpr {
             | Expr::Placeholder { .. }
             | Expr::OuterReferenceColumn(_, _)
             | Expr::Unnest(_)
-            | Expr::IsNotUnknown(_) => RexType::Call,
+            | Expr::IsNotUnknown(_)
+            | Expr::SetComparison(_) => RexType::Call,
             Expr::ScalarSubquery(..) => RexType::ScalarSubquery,
             #[allow(deprecated)]
             Expr::Wildcard { .. } => {
@@ -427,7 +438,10 @@ impl PyExpr {
             | Expr::Negative(expr)
             | Expr::Cast(Cast { expr, .. })
             | Expr::TryCast(TryCast { expr, .. })
-            | Expr::InSubquery(InSubquery { expr, .. }) => Ok(vec![PyExpr::from(*expr.clone())]),
+            | Expr::InSubquery(InSubquery { expr, .. })
+            | Expr::SetComparison(SetComparison { expr, .. }) => {
+                Ok(vec![PyExpr::from(*expr.clone())])
+            }
 
             // Expr variants containing a collection of Expr(s) for operands
             Expr::AggregateFunction(AggregateFunction {
@@ -648,7 +662,13 @@ impl PyExpr {
     }
 }
 
-#[pyclass(frozen, name = "ExprFuncBuilder", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "ExprFuncBuilder",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyExprFuncBuilder {
     pub builder: ExprFuncBuilder,
diff --git a/src/expr/aggregate.rs b/src/expr/aggregate.rs
index 9ff280fa9..5a6a771a7 100644
--- a/src/expr/aggregate.rs
+++ b/src/expr/aggregate.rs
@@ -30,7 +30,13 @@ use crate::errors::py_type_err;
 use crate::expr::PyExpr;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Aggregate", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Aggregate",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyAggregate {
     aggregate: Aggregate,
diff --git a/src/expr/aggregate_expr.rs b/src/expr/aggregate_expr.rs
index d3b695a27..88e47999f 100644
--- a/src/expr/aggregate_expr.rs
+++ b/src/expr/aggregate_expr.rs
@@ -23,6 +23,7 @@ use pyo3::prelude::*;
 use crate::expr::PyExpr;
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "AggregateFunction",
     module = "datafusion.expr",
diff --git a/src/expr/alias.rs b/src/expr/alias.rs
index c6d486284..b76e82e22 100644
--- a/src/expr/alias.rs
+++ b/src/expr/alias.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 
 use crate::expr::PyExpr;
 
-#[pyclass(frozen, name = "Alias", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Alias",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyAlias {
     alias: Alias,
diff --git a/src/expr/analyze.rs b/src/expr/analyze.rs
index 3aae6f315..137765fe1 100644
--- a/src/expr/analyze.rs
+++ b/src/expr/analyze.rs
@@ -25,7 +25,13 @@ use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Analyze", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Analyze",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyAnalyze {
     analyze: Analyze,
diff --git a/src/expr/between.rs b/src/expr/between.rs
index 4f0b34add..6943b6c3b 100644
--- a/src/expr/between.rs
+++ b/src/expr/between.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 
 use crate::expr::PyExpr;
 
-#[pyclass(frozen, name = "Between", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Between",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyBetween {
     between: Between,
diff --git a/src/expr/binary_expr.rs b/src/expr/binary_expr.rs
index f67a08c7c..2326ba705 100644
--- a/src/expr/binary_expr.rs
+++ b/src/expr/binary_expr.rs
@@ -20,7 +20,13 @@ use pyo3::prelude::*;
 
 use crate::expr::PyExpr;
 
-#[pyclass(frozen, name = "BinaryExpr", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "BinaryExpr",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyBinaryExpr {
     expr: BinaryExpr,
diff --git a/src/expr/bool_expr.rs b/src/expr/bool_expr.rs
index abd259409..9e374c7e2 100644
--- a/src/expr/bool_expr.rs
+++ b/src/expr/bool_expr.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 
 use super::PyExpr;
 
-#[pyclass(frozen, name = "Not", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Not",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyNot {
     expr: Expr,
@@ -52,7 +58,13 @@ impl PyNot {
     }
 }
 
-#[pyclass(frozen, name = "IsNotNull", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "IsNotNull",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyIsNotNull {
     expr: Expr,
@@ -82,7 +94,13 @@ impl PyIsNotNull {
     }
 }
 
-#[pyclass(frozen, name = "IsNull", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "IsNull",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyIsNull {
     expr: Expr,
@@ -112,7 +130,13 @@ impl PyIsNull {
     }
 }
 
-#[pyclass(frozen, name = "IsTrue", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "IsTrue",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyIsTrue {
     expr: Expr,
@@ -142,7 +166,13 @@ impl PyIsTrue {
     }
 }
 
-#[pyclass(frozen, name = "IsFalse", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "IsFalse",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyIsFalse {
     expr: Expr,
@@ -172,7 +202,13 @@ impl PyIsFalse {
     }
 }
 
-#[pyclass(frozen, name = "IsUnknown", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "IsUnknown",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyIsUnknown {
     expr: Expr,
@@ -202,7 +238,13 @@ impl PyIsUnknown {
     }
 }
 
-#[pyclass(frozen, name = "IsNotTrue", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "IsNotTrue",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyIsNotTrue {
     expr: Expr,
@@ -232,7 +274,13 @@ impl PyIsNotTrue {
     }
 }
 
-#[pyclass(frozen, name = "IsNotFalse", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "IsNotFalse",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyIsNotFalse {
     expr: Expr,
@@ -262,7 +310,13 @@ impl PyIsNotFalse {
     }
 }
 
-#[pyclass(frozen, name = "IsNotUnknown", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "IsNotUnknown",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyIsNotUnknown {
     expr: Expr,
@@ -292,7 +346,13 @@ impl PyIsNotUnknown {
     }
 }
 
-#[pyclass(frozen, name = "Negative", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Negative",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone, Debug)]
 pub struct PyNegative {
     expr: Expr,
diff --git a/src/expr/case.rs b/src/expr/case.rs
index b49c19081..4f00449d8 100644
--- a/src/expr/case.rs
+++ b/src/expr/case.rs
@@ -20,7 +20,13 @@ use pyo3::prelude::*;
 
 use crate::expr::PyExpr;
 
-#[pyclass(frozen, name = "Case", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Case",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyCase {
     case: Case,
diff --git a/src/expr/cast.rs b/src/expr/cast.rs
index 1aca9ea95..37d603538 100644
--- a/src/expr/cast.rs
+++ b/src/expr/cast.rs
@@ -21,7 +21,13 @@ use pyo3::prelude::*;
 use crate::common::data_type::PyDataType;
 use crate::expr::PyExpr;
 
-#[pyclass(frozen, name = "Cast", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Cast",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyCast {
     cast: Cast,
@@ -50,7 +56,7 @@ impl PyCast {
     }
 }
 
-#[pyclass(name = "TryCast", module = "datafusion.expr", subclass)]
+#[pyclass(from_py_object, name = "TryCast", module = "datafusion.expr", subclass)]
 #[derive(Clone)]
 pub struct PyTryCast {
     try_cast: TryCast,
diff --git a/src/expr/column.rs b/src/expr/column.rs
index 300079481..c1238f98a 100644
--- a/src/expr/column.rs
+++ b/src/expr/column.rs
@@ -18,7 +18,13 @@
 use datafusion::common::Column;
 use pyo3::prelude::*;
 
-#[pyclass(frozen, name = "Column", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Column",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyColumn {
     pub col: Column,
diff --git a/src/expr/conditional_expr.rs b/src/expr/conditional_expr.rs
index da6102dbf..ea21fdb20 100644
--- a/src/expr/conditional_expr.rs
+++ b/src/expr/conditional_expr.rs
@@ -24,7 +24,13 @@ use crate::expr::PyExpr;
 
 // TODO(tsaucer) replace this all with CaseBuilder after it implements Clone
 #[derive(Clone, Debug)]
-#[pyclass(name = "CaseBuilder", module = "datafusion.expr", subclass, frozen)]
+#[pyclass(
+    from_py_object,
+    name = "CaseBuilder",
+    module = "datafusion.expr",
+    subclass,
+    frozen
+)]
 pub struct PyCaseBuilder {
     expr: Option<Expr>,
     when: Vec<Expr>,
diff --git a/src/expr/copy_to.rs b/src/expr/copy_to.rs
index 807104fc1..78e53cdff 100644
--- a/src/expr/copy_to.rs
+++ b/src/expr/copy_to.rs
@@ -27,7 +27,13 @@ use pyo3::prelude::*;
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "CopyTo", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "CopyTo",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyCopyTo {
     copy: CopyTo,
@@ -113,7 +119,13 @@ impl PyCopyTo {
     }
 }
 
-#[pyclass(frozen, name = "FileType", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "FileType",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyFileType {
     file_type: Arc<dyn FileType>,
diff --git a/src/expr/create_catalog.rs b/src/expr/create_catalog.rs
index 0131014eb..fa95980c0 100644
--- a/src/expr/create_catalog.rs
+++ b/src/expr/create_catalog.rs
@@ -26,7 +26,13 @@ use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "CreateCatalog", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "CreateCatalog",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyCreateCatalog {
     create: CreateCatalog,
diff --git a/src/expr/create_catalog_schema.rs b/src/expr/create_catalog_schema.rs
index 63ed3a2d2..d836284a0 100644
--- a/src/expr/create_catalog_schema.rs
+++ b/src/expr/create_catalog_schema.rs
@@ -27,6 +27,7 @@ use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "CreateCatalogSchema",
     module = "datafusion.expr",
diff --git a/src/expr/create_external_table.rs b/src/expr/create_external_table.rs
index cb4bb781a..980eea131 100644
--- a/src/expr/create_external_table.rs
+++ b/src/expr/create_external_table.rs
@@ -31,6 +31,7 @@ use crate::expr::PyExpr;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "CreateExternalTable",
     module = "datafusion.expr",
diff --git a/src/expr/create_function.rs b/src/expr/create_function.rs
index 3433363a0..622858913 100644
--- a/src/expr/create_function.rs
+++ b/src/expr/create_function.rs
@@ -30,7 +30,13 @@ use crate::common::data_type::PyDataType;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "CreateFunction", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "CreateFunction",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyCreateFunction {
     create: CreateFunction,
@@ -55,6 +61,7 @@ impl Display for PyCreateFunction {
 }
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "OperateFunctionArg",
     module = "datafusion.expr",
@@ -66,7 +73,14 @@ pub struct PyOperateFunctionArg {
 }
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
-#[pyclass(frozen, eq, eq_int, name = "Volatility", module = "datafusion.expr")]
+#[pyclass(
+    from_py_object,
+    frozen,
+    eq,
+    eq_int,
+    name = "Volatility",
+    module = "datafusion.expr"
+)]
 pub enum PyVolatility {
     Immutable,
     Stable,
@@ -74,6 +88,7 @@ pub enum PyVolatility {
 }
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "CreateFunctionBody",
     module = "datafusion.expr",
diff --git a/src/expr/create_index.rs b/src/expr/create_index.rs
index ebe0620ca..5f9bd11e8 100644
--- a/src/expr/create_index.rs
+++ b/src/expr/create_index.rs
@@ -27,7 +27,13 @@ use super::sort_expr::PySortExpr;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "CreateIndex", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "CreateIndex",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyCreateIndex {
     create: CreateIndex,
diff --git a/src/expr/create_memory_table.rs b/src/expr/create_memory_table.rs
index c11a816aa..3214dab0e 100644
--- a/src/expr/create_memory_table.rs
+++ b/src/expr/create_memory_table.rs
@@ -25,6 +25,7 @@ use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "CreateMemoryTable",
     module = "datafusion.expr",
diff --git a/src/expr/create_view.rs b/src/expr/create_view.rs
index 52882ddbc..6941ef769 100644
--- a/src/expr/create_view.rs
+++ b/src/expr/create_view.rs
@@ -25,7 +25,13 @@ use super::logical_node::LogicalNode;
 use crate::errors::py_type_err;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "CreateView", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "CreateView",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyCreateView {
     create: CreateView,
diff --git a/src/expr/describe_table.rs b/src/expr/describe_table.rs
index 721c13ab9..73955bb34 100644
--- a/src/expr/describe_table.rs
+++ b/src/expr/describe_table.rs
@@ -28,7 +28,13 @@ use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "DescribeTable", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "DescribeTable",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyDescribeTable {
     describe: DescribeTable,
diff --git a/src/expr/distinct.rs b/src/expr/distinct.rs
index c7da9c7f6..68c2a17fe 100644
--- a/src/expr/distinct.rs
+++ b/src/expr/distinct.rs
@@ -24,7 +24,13 @@ use pyo3::prelude::*;
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Distinct", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Distinct",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyDistinct {
     distinct: Distinct,
diff --git a/src/expr/dml.rs b/src/expr/dml.rs
index 84a34e65f..26f975820 100644
--- a/src/expr/dml.rs
+++ b/src/expr/dml.rs
@@ -25,7 +25,13 @@ use crate::common::df_schema::PyDFSchema;
 use crate::common::schema::PyTableSource;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "DmlStatement", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "DmlStatement",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyDmlStatement {
     dml: DmlStatement,
@@ -89,15 +95,21 @@ impl PyDmlStatement {
 }
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
-#[pyclass(eq, eq_int, name = "WriteOp", module = "datafusion.expr")]
+#[pyclass(
+    from_py_object,
+    eq,
+    eq_int,
+    name = "WriteOp",
+    module = "datafusion.expr"
+)]
 pub enum PyWriteOp {
     Append,
     Overwrite,
     Replace,
-
     Update,
     Delete,
     Ctas,
+    Truncate,
 }
 
 impl From<WriteOp> for PyWriteOp {
@@ -106,10 +118,10 @@ impl From<WriteOp> for PyWriteOp {
             WriteOp::Insert(InsertOp::Append) => PyWriteOp::Append,
             WriteOp::Insert(InsertOp::Overwrite) => PyWriteOp::Overwrite,
             WriteOp::Insert(InsertOp::Replace) => PyWriteOp::Replace,
-
             WriteOp::Update => PyWriteOp::Update,
             WriteOp::Delete => PyWriteOp::Delete,
             WriteOp::Ctas => PyWriteOp::Ctas,
+            WriteOp::Truncate => PyWriteOp::Truncate,
         }
     }
 }
@@ -120,10 +132,10 @@ impl From<PyWriteOp> for WriteOp {
             PyWriteOp::Append => WriteOp::Insert(InsertOp::Append),
             PyWriteOp::Overwrite => WriteOp::Insert(InsertOp::Overwrite),
             PyWriteOp::Replace => WriteOp::Insert(InsertOp::Replace),
-
             PyWriteOp::Update => WriteOp::Update,
             PyWriteOp::Delete => WriteOp::Delete,
             PyWriteOp::Ctas => WriteOp::Ctas,
+            PyWriteOp::Truncate => WriteOp::Truncate,
         }
     }
 }
diff --git a/src/expr/drop_catalog_schema.rs b/src/expr/drop_catalog_schema.rs
index 339e11968..fd5105332 100644
--- a/src/expr/drop_catalog_schema.rs
+++ b/src/expr/drop_catalog_schema.rs
@@ -30,6 +30,7 @@ use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "DropCatalogSchema",
     module = "datafusion.expr",
diff --git a/src/expr/drop_function.rs b/src/expr/drop_function.rs
index db0942a0c..0599dd49e 100644
--- a/src/expr/drop_function.rs
+++ b/src/expr/drop_function.rs
@@ -26,7 +26,13 @@ use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "DropFunction", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "DropFunction",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyDropFunction {
     drop: DropFunction,
diff --git a/src/expr/drop_table.rs b/src/expr/drop_table.rs
index 9bf2c6530..46fe67465 100644
--- a/src/expr/drop_table.rs
+++ b/src/expr/drop_table.rs
@@ -24,7 +24,13 @@ use pyo3::prelude::*;
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "DropTable", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "DropTable",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyDropTable {
     drop: DropTable,
diff --git a/src/expr/drop_view.rs b/src/expr/drop_view.rs
index 187865f4f..0d0c51f13 100644
--- a/src/expr/drop_view.rs
+++ b/src/expr/drop_view.rs
@@ -26,7 +26,13 @@ use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "DropView", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "DropView",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyDropView {
     drop: DropView,
diff --git a/src/expr/empty_relation.rs b/src/expr/empty_relation.rs
index 4a9e82358..f3c237731 100644
--- a/src/expr/empty_relation.rs
+++ b/src/expr/empty_relation.rs
@@ -25,7 +25,13 @@ use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "EmptyRelation", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "EmptyRelation",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyEmptyRelation {
     empty: EmptyRelation,
diff --git a/src/expr/exists.rs b/src/expr/exists.rs
index 392bfcb9e..d2e816127 100644
--- a/src/expr/exists.rs
+++ b/src/expr/exists.rs
@@ -20,7 +20,13 @@ use pyo3::prelude::*;
 
 use super::subquery::PySubquery;
 
-#[pyclass(frozen, name = "Exists", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Exists",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyExists {
     exists: Exists,
diff --git a/src/expr/explain.rs b/src/expr/explain.rs
index 2100df5c7..6259951de 100644
--- a/src/expr/explain.rs
+++ b/src/expr/explain.rs
@@ -27,7 +27,13 @@ use crate::common::df_schema::PyDFSchema;
 use crate::errors::py_type_err;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Explain", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Explain",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyExplain {
     explain: Explain,
diff --git a/src/expr/extension.rs b/src/expr/extension.rs
index 2d9ac45f9..a0b617565 100644
--- a/src/expr/extension.rs
+++ b/src/expr/extension.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Extension", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Extension",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyExtension {
     pub node: Extension,
diff --git a/src/expr/filter.rs b/src/expr/filter.rs
index bee180565..67426806d 100644
--- a/src/expr/filter.rs
+++ b/src/expr/filter.rs
@@ -26,7 +26,13 @@ use crate::expr::PyExpr;
 use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Filter", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Filter",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyFilter {
     filter: Filter,
diff --git a/src/expr/grouping_set.rs b/src/expr/grouping_set.rs
index 107dd9370..549a866ed 100644
--- a/src/expr/grouping_set.rs
+++ b/src/expr/grouping_set.rs
@@ -18,7 +18,13 @@
 use datafusion::logical_expr::GroupingSet;
 use pyo3::prelude::*;
 
-#[pyclass(frozen, name = "GroupingSet", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "GroupingSet",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyGroupingSet {
     grouping_set: GroupingSet,
diff --git a/src/expr/in_list.rs b/src/expr/in_list.rs
index 128c3f4c2..0612cc21e 100644
--- a/src/expr/in_list.rs
+++ b/src/expr/in_list.rs
@@ -20,7 +20,13 @@ use pyo3::prelude::*;
 
 use crate::expr::PyExpr;
 
-#[pyclass(frozen, name = "InList", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "InList",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyInList {
     in_list: InList,
diff --git a/src/expr/in_subquery.rs b/src/expr/in_subquery.rs
index 139e8376e..81a2c5794 100644
--- a/src/expr/in_subquery.rs
+++ b/src/expr/in_subquery.rs
@@ -21,7 +21,13 @@ use pyo3::prelude::*;
 use super::PyExpr;
 use super::subquery::PySubquery;
 
-#[pyclass(frozen, name = "InSubquery", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "InSubquery",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyInSubquery {
     in_subquery: InSubquery,
diff --git a/src/expr/indexed_field.rs b/src/expr/indexed_field.rs
index 79f528179..98a90d8d4 100644
--- a/src/expr/indexed_field.rs
+++ b/src/expr/indexed_field.rs
@@ -23,7 +23,13 @@ use pyo3::prelude::*;
 use super::literal::PyLiteral;
 use crate::expr::PyExpr;
 
-#[pyclass(frozen, name = "GetIndexedField", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "GetIndexedField",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyGetIndexedField {
     indexed_field: GetIndexedField,
diff --git a/src/expr/join.rs b/src/expr/join.rs
index 2cfd8cc28..b90f2f57d 100644
--- a/src/expr/join.rs
+++ b/src/expr/join.rs
@@ -28,7 +28,7 @@ use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash)]
-#[pyclass(frozen, name = "JoinType", module = "datafusion.expr")]
+#[pyclass(from_py_object, frozen, name = "JoinType", module = "datafusion.expr")]
 pub struct PyJoinType {
     join_type: JoinType,
 }
@@ -63,7 +63,12 @@ impl Display for PyJoinType {
 }
 
 #[derive(Debug, Clone, Copy)]
-#[pyclass(frozen, name = "JoinConstraint", module = "datafusion.expr")]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "JoinConstraint",
+    module = "datafusion.expr"
+)]
 pub struct PyJoinConstraint {
     join_constraint: JoinConstraint,
 }
@@ -90,7 +95,13 @@ impl PyJoinConstraint {
     }
 }
 
-#[pyclass(frozen, name = "Join", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Join",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyJoin {
     join: Join,
diff --git a/src/expr/like.rs b/src/expr/like.rs
index 94860bd6c..417dc9182 100644
--- a/src/expr/like.rs
+++ b/src/expr/like.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 
 use crate::expr::PyExpr;
 
-#[pyclass(frozen, name = "Like", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Like",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyLike {
     like: Like,
@@ -80,7 +86,13 @@ impl PyLike {
     }
 }
 
-#[pyclass(frozen, name = "ILike", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "ILike",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyILike {
     like: Like,
@@ -138,7 +150,13 @@ impl PyILike {
     }
 }
 
-#[pyclass(frozen, name = "SimilarTo", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SimilarTo",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySimilarTo {
     like: Like,
diff --git a/src/expr/limit.rs b/src/expr/limit.rs
index aad921605..c04b8bfa8 100644
--- a/src/expr/limit.rs
+++ b/src/expr/limit.rs
@@ -25,7 +25,13 @@ use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Limit", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Limit",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyLimit {
     limit: Limit,
diff --git a/src/expr/literal.rs b/src/expr/literal.rs
index f97c2b491..9db0f594b 100644
--- a/src/expr/literal.rs
+++ b/src/expr/literal.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 
 use crate::errors::PyDataFusionError;
 
-#[pyclass(name = "Literal", module = "datafusion.expr", subclass, frozen)]
+#[pyclass(
+    from_py_object,
+    name = "Literal",
+    module = "datafusion.expr",
+    subclass,
+    frozen
+)]
 #[derive(Clone)]
 pub struct PyLiteral {
     pub value: ScalarValue,
diff --git a/src/expr/placeholder.rs b/src/expr/placeholder.rs
index f1e8694a9..6bd88321c 100644
--- a/src/expr/placeholder.rs
+++ b/src/expr/placeholder.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 
 use crate::common::data_type::PyDataType;
 
-#[pyclass(frozen, name = "Placeholder", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Placeholder",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyPlaceholder {
     placeholder: Placeholder,
diff --git a/src/expr/projection.rs b/src/expr/projection.rs
index 1bce3389f..456e06412 100644
--- a/src/expr/projection.rs
+++ b/src/expr/projection.rs
@@ -27,7 +27,13 @@ use crate::expr::PyExpr;
 use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Projection", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Projection",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyProjection {
     pub projection: Projection,
diff --git a/src/expr/recursive_query.rs b/src/expr/recursive_query.rs
index 3f6d06558..e03137b80 100644
--- a/src/expr/recursive_query.rs
+++ b/src/expr/recursive_query.rs
@@ -24,7 +24,13 @@ use pyo3::prelude::*;
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "RecursiveQuery", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "RecursiveQuery",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyRecursiveQuery {
     query: RecursiveQuery,
diff --git a/src/expr/repartition.rs b/src/expr/repartition.rs
index b4fd78bc3..be39b9978 100644
--- a/src/expr/repartition.rs
+++ b/src/expr/repartition.rs
@@ -27,13 +27,25 @@ use super::logical_node::LogicalNode;
 use crate::errors::py_type_err;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Repartition", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Repartition",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyRepartition {
     repartition: Repartition,
 }
 
-#[pyclass(frozen, name = "Partitioning", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Partitioning",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyPartitioning {
     partitioning: Partitioning,
diff --git a/src/expr/scalar_subquery.rs b/src/expr/scalar_subquery.rs
index e58d66e19..c7852a4c4 100644
--- a/src/expr/scalar_subquery.rs
+++ b/src/expr/scalar_subquery.rs
@@ -20,7 +20,13 @@ use pyo3::prelude::*;
 
 use super::subquery::PySubquery;
 
-#[pyclass(frozen, name = "ScalarSubquery", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "ScalarSubquery",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyScalarSubquery {
     subquery: Subquery,
diff --git a/src/expr/scalar_variable.rs b/src/expr/scalar_variable.rs
index 5bc056e76..2d3bc4b76 100644
--- a/src/expr/scalar_variable.rs
+++ b/src/expr/scalar_variable.rs
@@ -20,7 +20,13 @@ use pyo3::prelude::*;
 
 use crate::common::data_type::PyDataType;
 
-#[pyclass(frozen, name = "ScalarVariable", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "ScalarVariable",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyScalarVariable {
     field: FieldRef,
diff --git a/src/expr/set_comparison.rs b/src/expr/set_comparison.rs
new file mode 100644
index 000000000..9f0c077e1
--- /dev/null
+++ b/src/expr/set_comparison.rs
@@ -0,0 +1,59 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+use datafusion::logical_expr::expr::SetComparison;
+use pyo3::prelude::*;
+
+use super::subquery::PySubquery;
+use crate::expr::PyExpr;
+
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SetComparison",
+    module = "datafusion.set_comparison",
+    subclass
+)]
+#[derive(Clone)]
+pub struct PySetComparison {
+    set_comparison: SetComparison,
+}
+
+impl From<SetComparison> for PySetComparison {
+    fn from(set_comparison: SetComparison) -> Self {
+        PySetComparison { set_comparison }
+    }
+}
+
+#[pymethods]
+impl PySetComparison {
+    fn expr(&self) -> PyExpr {
+        (*self.set_comparison.expr).clone().into()
+    }
+
+    fn subquery(&self) -> PySubquery {
+        self.set_comparison.subquery.clone().into()
+    }
+
+    fn op(&self) -> String {
+        format!("{}", self.set_comparison.op)
+    }
+
+    fn quantifier(&self) -> String {
+        format!("{}", self.set_comparison.quantifier)
+    }
+}
diff --git a/src/expr/signature.rs b/src/expr/signature.rs
index e2c23dce9..35268e3a9 100644
--- a/src/expr/signature.rs
+++ b/src/expr/signature.rs
@@ -19,7 +19,13 @@ use datafusion::logical_expr::{TypeSignature, Volatility};
 use pyo3::prelude::*;
 
 #[allow(dead_code)]
-#[pyclass(frozen, name = "Signature", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Signature",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySignature {
     type_signature: TypeSignature,
diff --git a/src/expr/sort.rs b/src/expr/sort.rs
index db2f870b4..7c1e654c5 100644
--- a/src/expr/sort.rs
+++ b/src/expr/sort.rs
@@ -27,7 +27,13 @@ use crate::expr::logical_node::LogicalNode;
 use crate::expr::sort_expr::PySortExpr;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Sort", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Sort",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySort {
     sort: Sort,
diff --git a/src/expr/sort_expr.rs b/src/expr/sort_expr.rs
index 23c066156..3c3c86bc1 100644
--- a/src/expr/sort_expr.rs
+++ b/src/expr/sort_expr.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 
 use crate::expr::PyExpr;
 
-#[pyclass(frozen, name = "SortExpr", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SortExpr",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySortExpr {
     pub(crate) sort: SortExpr,
diff --git a/src/expr/statement.rs b/src/expr/statement.rs
index 8f362e608..5aa1e4e9c 100644
--- a/src/expr/statement.rs
+++ b/src/expr/statement.rs
@@ -31,6 +31,7 @@ use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "TransactionStart",
     module = "datafusion.expr",
@@ -67,6 +68,7 @@ impl LogicalNode for PyTransactionStart {
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
 #[pyclass(
+    from_py_object,
     frozen,
     eq,
     eq_int,
@@ -100,6 +102,7 @@ impl TryFrom<PyTransactionAccessMode> for TransactionAccessMode {
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
 #[pyclass(
+    from_py_object,
     frozen,
     eq,
     eq_int,
@@ -178,7 +181,13 @@ impl PyTransactionStart {
     }
 }
 
-#[pyclass(frozen, name = "TransactionEnd", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "TransactionEnd",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyTransactionEnd {
     transaction_end: TransactionEnd,
@@ -210,6 +219,7 @@ impl LogicalNode for PyTransactionEnd {
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash, PartialOrd, Ord)]
 #[pyclass(
+    from_py_object,
     frozen,
     eq,
     eq_int,
@@ -259,7 +269,13 @@ impl PyTransactionEnd {
     }
 }
 
-#[pyclass(frozen, name = "ResetVariable", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "ResetVariable",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyResetVariable {
     reset_variable: ResetVariable,
@@ -303,7 +319,13 @@ impl PyResetVariable {
     }
 }
 
-#[pyclass(frozen, name = "SetVariable", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SetVariable",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySetVariable {
     set_variable: SetVariable,
@@ -351,7 +373,13 @@ impl PySetVariable {
     }
 }
 
-#[pyclass(frozen, name = "Prepare", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Prepare",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyPrepare {
     prepare: Prepare,
@@ -416,7 +444,13 @@ impl PyPrepare {
     }
 }
 
-#[pyclass(frozen, name = "Execute", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Execute",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyExecute {
     execute: Execute,
@@ -473,7 +507,13 @@ impl PyExecute {
     }
 }
 
-#[pyclass(frozen, name = "Deallocate", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Deallocate",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyDeallocate {
     deallocate: Deallocate,
diff --git a/src/expr/subquery.rs b/src/expr/subquery.rs
index 5d50e8ed2..c6fa83db8 100644
--- a/src/expr/subquery.rs
+++ b/src/expr/subquery.rs
@@ -24,7 +24,13 @@ use pyo3::prelude::*;
 use super::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Subquery", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Subquery",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySubquery {
     subquery: Subquery,
diff --git a/src/expr/subquery_alias.rs b/src/expr/subquery_alias.rs
index 0170d1281..a6b09e842 100644
--- a/src/expr/subquery_alias.rs
+++ b/src/expr/subquery_alias.rs
@@ -25,7 +25,13 @@ use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "SubqueryAlias", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "SubqueryAlias",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PySubqueryAlias {
     subquery_alias: SubqueryAlias,
diff --git a/src/expr/table_scan.rs b/src/expr/table_scan.rs
index 94bc37085..8ba7e4a69 100644
--- a/src/expr/table_scan.rs
+++ b/src/expr/table_scan.rs
@@ -27,7 +27,13 @@ use crate::expr::PyExpr;
 use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "TableScan", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "TableScan",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyTableScan {
     table_scan: TableScan,
diff --git a/src/expr/union.rs b/src/expr/union.rs
index 41370ab51..a3b9efe91 100644
--- a/src/expr/union.rs
+++ b/src/expr/union.rs
@@ -25,7 +25,13 @@ use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Union", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Union",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyUnion {
     union_: Union,
diff --git a/src/expr/unnest.rs b/src/expr/unnest.rs
index 9b7afb778..880d0a279 100644
--- a/src/expr/unnest.rs
+++ b/src/expr/unnest.rs
@@ -25,7 +25,13 @@ use crate::common::df_schema::PyDFSchema;
 use crate::expr::logical_node::LogicalNode;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Unnest", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Unnest",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyUnnest {
     unnest_: Unnest,
diff --git a/src/expr/unnest_expr.rs b/src/expr/unnest_expr.rs
index dc6c4cb50..97feef1d1 100644
--- a/src/expr/unnest_expr.rs
+++ b/src/expr/unnest_expr.rs
@@ -22,7 +22,13 @@ use pyo3::prelude::*;
 
 use super::PyExpr;
 
-#[pyclass(frozen, name = "UnnestExpr", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "UnnestExpr",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyUnnestExpr {
     unnest: Unnest,
diff --git a/src/expr/values.rs b/src/expr/values.rs
index d89d4f242..d40b0e7cf 100644
--- a/src/expr/values.rs
+++ b/src/expr/values.rs
@@ -26,7 +26,13 @@ use super::logical_node::LogicalNode;
 use crate::common::df_schema::PyDFSchema;
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Values", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Values",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyValues {
     values: Values,
diff --git a/src/expr/window.rs b/src/expr/window.rs
index c6972b20e..92d909bfc 100644
--- a/src/expr/window.rs
+++ b/src/expr/window.rs
@@ -32,13 +32,25 @@ use crate::expr::logical_node::LogicalNode;
 use crate::expr::sort_expr::{PySortExpr, py_sort_expr_list};
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "WindowExpr", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "WindowExpr",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyWindowExpr {
     window: Window,
 }
 
-#[pyclass(frozen, name = "WindowFrame", module = "datafusion.expr", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "WindowFrame",
+    module = "datafusion.expr",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyWindowFrame {
     window_frame: WindowFrame,
@@ -57,6 +69,7 @@ impl From<WindowFrame> for PyWindowFrame {
 }
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "WindowFrameBound",
     module = "datafusion.expr",
diff --git a/src/physical_plan.rs b/src/physical_plan.rs
index 0069e5e6e..8674a8b55 100644
--- a/src/physical_plan.rs
+++ b/src/physical_plan.rs
@@ -27,7 +27,13 @@ use pyo3::types::PyBytes;
 use crate::context::PySessionContext;
 use crate::errors::PyDataFusionResult;
 
-#[pyclass(frozen, name = "ExecutionPlan", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "ExecutionPlan",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyExecutionPlan {
     pub plan: Arc<dyn ExecutionPlan>,
@@ -77,7 +83,7 @@ impl PyExecutionPlan {
         ctx: PySessionContext,
         proto_msg: Bound<'_, PyBytes>,
     ) -> PyDataFusionResult<Self> {
-        let bytes: &[u8] = proto_msg.extract()?;
+        let bytes: &[u8] = proto_msg.extract().map_err(Into::<PyErr>::into)?;
         let proto_plan =
             datafusion_proto::protobuf::PhysicalPlanNode::decode(bytes).map_err(|e| {
                 PyRuntimeError::new_err(format!(
diff --git a/src/pyarrow_util.rs b/src/pyarrow_util.rs
index 2a119274f..1401a4938 100644
--- a/src/pyarrow_util.rs
+++ b/src/pyarrow_util.rs
@@ -26,7 +26,7 @@ use arrow::pyarrow::{FromPyArrow, ToPyArrow};
 use datafusion::common::exec_err;
 use datafusion::scalar::ScalarValue;
 use pyo3::types::{PyAnyMethods, PyList};
-use pyo3::{Bound, FromPyObject, PyAny, PyResult, Python};
+use pyo3::{Borrowed, Bound, FromPyObject, PyAny, PyErr, PyResult, Python};
 
 use crate::common::data_type::PyScalarValue;
 use crate::errors::PyDataFusionError;
@@ -142,9 +142,11 @@ impl FromPyArrow for PyScalarValue {
     }
 }
 
-impl<'source> FromPyObject<'source> for PyScalarValue {
-    fn extract_bound(value: &Bound<'source, PyAny>) -> PyResult<Self> {
-        Self::from_pyarrow_bound(value)
+impl<'source> FromPyObject<'_, 'source> for PyScalarValue {
+    type Error = PyErr;
+
+    fn extract(value: Borrowed<'_, 'source, PyAny>) -> Result<Self, Self::Error> {
+        Self::from_pyarrow_bound(&value)
     }
 }
 
diff --git a/src/sql/logical.rs b/src/sql/logical.rs
index cd2ed73d3..631aa9b09 100644
--- a/src/sql/logical.rs
+++ b/src/sql/logical.rs
@@ -66,7 +66,14 @@ use crate::expr::unnest::PyUnnest;
 use crate::expr::values::PyValues;
 use crate::expr::window::PyWindowExpr;
 
-#[pyclass(frozen, name = "LogicalPlan", module = "datafusion", subclass, eq)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "LogicalPlan",
+    module = "datafusion",
+    subclass,
+    eq
+)]
 #[derive(Debug, Clone, PartialEq, Eq)]
 pub struct PyLogicalPlan {
     pub(crate) plan: Arc<LogicalPlan>,
@@ -203,7 +210,7 @@ impl PyLogicalPlan {
         ctx: PySessionContext,
         proto_msg: Bound<'_, PyBytes>,
     ) -> PyDataFusionResult<Self> {
-        let bytes: &[u8] = proto_msg.extract()?;
+        let bytes: &[u8] = proto_msg.extract().map_err(Into::<PyErr>::into)?;
         let proto_plan =
             datafusion_proto::protobuf::LogicalPlanNode::decode(bytes).map_err(|e| {
                 PyRuntimeError::new_err(format!(
diff --git a/src/store.rs b/src/store.rs
index 3eae866bc..8535e83b7 100644
--- a/src/store.rs
+++ b/src/store.rs
@@ -36,6 +36,7 @@ pub enum StorageContexts {
 }
 
 #[pyclass(
+    from_py_object,
     frozen,
     name = "LocalFileSystem",
     module = "datafusion.store",
@@ -66,7 +67,13 @@ impl PyLocalFileSystemContext {
     }
 }
 
-#[pyclass(frozen, name = "MicrosoftAzure", module = "datafusion.store", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "MicrosoftAzure",
+    module = "datafusion.store",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyMicrosoftAzureContext {
     pub inner: Arc<MicrosoftAzure>,
@@ -143,7 +150,13 @@ impl PyMicrosoftAzureContext {
     }
 }
 
-#[pyclass(frozen, name = "GoogleCloud", module = "datafusion.store", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "GoogleCloud",
+    module = "datafusion.store",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyGoogleCloudContext {
     pub inner: Arc<GoogleCloudStorage>,
@@ -173,7 +186,13 @@ impl PyGoogleCloudContext {
     }
 }
 
-#[pyclass(frozen, name = "AmazonS3", module = "datafusion.store", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "AmazonS3",
+    module = "datafusion.store",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyAmazonS3Context {
     pub inner: Arc<AmazonS3>,
@@ -237,7 +256,13 @@ impl PyAmazonS3Context {
     }
 }
 
-#[pyclass(frozen, name = "Http", module = "datafusion.store", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Http",
+    module = "datafusion.store",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyHttpContext {
     pub url: String,
diff --git a/src/substrait.rs b/src/substrait.rs
index 1cbf3256c..c2f112520 100644
--- a/src/substrait.rs
+++ b/src/substrait.rs
@@ -27,7 +27,13 @@ use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err, to
 use crate::sql::logical::PyLogicalPlan;
 use crate::utils::wait_for_future;
 
-#[pyclass(frozen, name = "Plan", module = "datafusion.substrait", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Plan",
+    module = "datafusion.substrait",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyPlan {
     pub plan: Plan,
@@ -72,7 +78,13 @@ impl From<Plan> for PyPlan {
 /// A PySubstraitSerializer is a representation of a Serializer that is capable of both serializing
 /// a `LogicalPlan` instance to Substrait Protobuf bytes and also deserialize Substrait Protobuf bytes
 /// to a valid `LogicalPlan` instance.
-#[pyclass(frozen, name = "Serde", module = "datafusion.substrait", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Serde",
+    module = "datafusion.substrait",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PySubstraitSerializer;
 
@@ -96,7 +108,7 @@ impl PySubstraitSerializer {
         py: Python,
     ) -> PyDataFusionResult<PyPlan> {
         PySubstraitSerializer::serialize_bytes(sql, ctx, py).and_then(|proto_bytes| {
-            let proto_bytes = proto_bytes.bind(py).downcast::<PyBytes>().unwrap();
+            let proto_bytes = proto_bytes.bind(py).cast::<PyBytes>().unwrap();
             PySubstraitSerializer::deserialize_bytes(proto_bytes.as_bytes().to_vec(), py)
         })
     }
@@ -125,7 +137,13 @@ impl PySubstraitSerializer {
     }
 }
 
-#[pyclass(frozen, name = "Producer", module = "datafusion.substrait", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Producer",
+    module = "datafusion.substrait",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PySubstraitProducer;
 
@@ -142,7 +160,13 @@ impl PySubstraitProducer {
     }
 }
 
-#[pyclass(frozen, name = "Consumer", module = "datafusion.substrait", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Consumer",
+    module = "datafusion.substrait",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PySubstraitConsumer;
 
diff --git a/src/table.rs b/src/table.rs
index 0683b544d..b9f30af9c 100644
--- a/src/table.rs
+++ b/src/table.rs
@@ -38,7 +38,13 @@ use crate::utils::table_provider_from_pycapsule;
 /// This struct is used as a common method for all TableProviders,
 /// whether they refer to an FFI provider, an internally known
 /// implementation, a dataset, or a dataframe view.
-#[pyclass(frozen, name = "RawTable", module = "datafusion.catalog", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "RawTable",
+    module = "datafusion.catalog",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyTable {
     pub table: Arc<dyn TableProvider>,
@@ -68,7 +74,7 @@ impl PyTable {
             Ok(py_table)
         } else if let Ok(py_table) = obj
             .getattr("_inner")
-            .and_then(|inner| inner.extract::<PyTable>())
+            .and_then(|inner| inner.extract::<PyTable>().map_err(Into::<PyErr>::into))
         {
             Ok(py_table)
         } else if let Ok(py_df) = obj.extract::<PyDataFrame>() {
@@ -76,7 +82,7 @@ impl PyTable {
             Ok(PyTable::from(provider))
         } else if let Ok(py_df) = obj
             .getattr("df")
-            .and_then(|inner| inner.extract::<PyDataFrame>())
+            .and_then(|inner| inner.extract::<PyDataFrame>().map_err(Into::<PyErr>::into))
         {
             let provider = py_df.inner_df().as_ref().clone().into_view();
             Ok(PyTable::from(provider))
diff --git a/src/udaf.rs b/src/udaf.rs
index cc166035d..7ba499c66 100644
--- a/src/udaf.rs
+++ b/src/udaf.rs
@@ -15,6 +15,7 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::ptr::NonNull;
 use std::sync::Arc;
 
 use datafusion::arrow::array::ArrayRef;
@@ -26,6 +27,7 @@ use datafusion::logical_expr::{
     Accumulator, AccumulatorFactoryFunction, AggregateUDF, AggregateUDFImpl, create_udaf,
 };
 use datafusion_ffi::udaf::FFI_AggregateUDF;
+use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
 
@@ -157,14 +159,23 @@ pub fn to_rust_accumulator(accum: Py<PyAny>) -> AccumulatorFactoryFunction {
 fn aggregate_udf_from_capsule(capsule: &Bound<'_, PyCapsule>) -> PyDataFusionResult<AggregateUDF> {
     validate_pycapsule(capsule, "datafusion_aggregate_udf")?;
 
-    let udaf = unsafe { capsule.reference::<FFI_AggregateUDF>() };
+    let data: NonNull<FFI_AggregateUDF> = capsule
+        .pointer_checked(Some(c_str!("datafusion_aggregate_udf")))?
+        .cast();
+    let udaf = unsafe { data.as_ref() };
     let udaf: Arc<dyn AggregateUDFImpl> = udaf.into();
 
     Ok(AggregateUDF::new_from_shared_impl(udaf))
 }
 
 /// Represents an AggregateUDF
-#[pyclass(frozen, name = "AggregateUDF", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "AggregateUDF",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyAggregateUDF {
     pub(crate) function: AggregateUDF,
@@ -196,14 +207,14 @@ impl PyAggregateUDF {
     #[staticmethod]
     pub fn from_pycapsule(func: Bound<'_, PyAny>) -> PyDataFusionResult<Self> {
         if func.is_instance_of::<PyCapsule>() {
-            let capsule = func.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+            let capsule = func.cast::<PyCapsule>().map_err(py_datafusion_err)?;
             let function = aggregate_udf_from_capsule(capsule)?;
             return Ok(Self { function });
         }
 
         if func.hasattr("__datafusion_aggregate_udf__")? {
             let capsule = func.getattr("__datafusion_aggregate_udf__")?.call0()?;
-            let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+            let capsule = capsule.cast::<PyCapsule>().map_err(py_datafusion_err)?;
             let function = aggregate_udf_from_capsule(capsule)?;
             return Ok(Self { function });
         }
diff --git a/src/udf.rs b/src/udf.rs
index e1f8291d6..2d60abc09 100644
--- a/src/udf.rs
+++ b/src/udf.rs
@@ -17,6 +17,7 @@
 
 use std::any::Any;
 use std::hash::{Hash, Hasher};
+use std::ptr::NonNull;
 use std::sync::Arc;
 
 use arrow::datatypes::{Field, FieldRef};
@@ -31,6 +32,7 @@ use datafusion::logical_expr::{
     Volatility,
 };
 use datafusion_ffi::udf::FFI_ScalarUDF;
+use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
 
@@ -153,7 +155,13 @@ impl ScalarUDFImpl for PythonFunctionScalarUDF {
 }
 
 /// Represents a PyScalarUDF
-#[pyclass(frozen, name = "ScalarUDF", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "ScalarUDF",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyScalarUDF {
     pub(crate) function: ScalarUDF,
@@ -186,10 +194,13 @@ impl PyScalarUDF {
     pub fn from_pycapsule(func: Bound<'_, PyAny>) -> PyDataFusionResult<Self> {
         if func.hasattr("__datafusion_scalar_udf__")? {
             let capsule = func.getattr("__datafusion_scalar_udf__")?.call0()?;
-            let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+            let capsule = capsule.cast::<PyCapsule>().map_err(py_datafusion_err)?;
             validate_pycapsule(capsule, "datafusion_scalar_udf")?;
 
-            let udf = unsafe { capsule.reference::<FFI_ScalarUDF>() };
+            let data: NonNull<FFI_ScalarUDF> = capsule
+                .pointer_checked(Some(c_str!("datafusion_scalar_udf")))?
+                .cast();
+            let udf = unsafe { data.as_ref() };
             let udf: Arc<dyn ScalarUDFImpl> = udf.into();
 
             Ok(Self {
diff --git a/src/udtf.rs b/src/udtf.rs
index 24cf25824..24df93e2b 100644
--- a/src/udtf.rs
+++ b/src/udtf.rs
@@ -15,6 +15,7 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::ptr::NonNull;
 use std::sync::Arc;
 
 use datafusion::catalog::{TableFunctionImpl, TableProvider};
@@ -23,6 +24,7 @@ use datafusion::logical_expr::Expr;
 use datafusion_ffi::udtf::FFI_TableFunction;
 use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::{PyImportError, PyTypeError};
+use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple, PyType};
 
@@ -33,7 +35,7 @@ use crate::table::PyTable;
 use crate::utils::validate_pycapsule;
 
 /// Represents a user defined table function
-#[pyclass(frozen, name = "TableFunction", module = "datafusion")]
+#[pyclass(from_py_object, frozen, name = "TableFunction", module = "datafusion")]
 #[derive(Debug, Clone)]
 pub struct PyTableFunction {
     pub(crate) name: String,
@@ -71,10 +73,13 @@ impl PyTableFunction {
                     err
                 }
             })?;
-            let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+            let capsule = capsule.cast::<PyCapsule>().map_err(py_datafusion_err)?;
             validate_pycapsule(capsule, "datafusion_table_function")?;
 
-            let ffi_func = unsafe { capsule.reference::<FFI_TableFunction>() };
+            let data: NonNull<FFI_TableFunction> = capsule
+                .pointer_checked(Some(c_str!("datafusion_table_function")))?
+                .cast();
+            let ffi_func = unsafe { data.as_ref() };
             let foreign_func: Arc<dyn TableFunctionImpl> = ffi_func.to_owned().into();
 
             PyTableFunctionInner::FFIFunction(foreign_func)
diff --git a/src/udwf.rs b/src/udwf.rs
index 4bf55a850..de63e2f9a 100644
--- a/src/udwf.rs
+++ b/src/udwf.rs
@@ -17,6 +17,7 @@
 
 use std::any::Any;
 use std::ops::Range;
+use std::ptr::NonNull;
 use std::sync::Arc;
 
 use arrow::array::{Array, ArrayData, ArrayRef, make_array};
@@ -32,6 +33,7 @@ use datafusion::logical_expr::{
 use datafusion::scalar::ScalarValue;
 use datafusion_ffi::udwf::FFI_WindowUDF;
 use pyo3::exceptions::PyValueError;
+use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyList, PyTuple};
 
@@ -209,7 +211,13 @@ pub fn to_rust_partition_evaluator(evaluator: Py<PyAny>) -> PartitionEvaluatorFa
 }
 
 /// Represents an WindowUDF
-#[pyclass(frozen, name = "WindowUDF", module = "datafusion", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "WindowUDF",
+    module = "datafusion",
+    subclass
+)]
 #[derive(Debug, Clone)]
 pub struct PyWindowUDF {
     pub(crate) function: WindowUDF,
@@ -254,10 +262,13 @@ impl PyWindowUDF {
             func
         };
 
-        let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+        let capsule = capsule.cast::<PyCapsule>().map_err(py_datafusion_err)?;
         validate_pycapsule(capsule, "datafusion_window_udf")?;
 
-        let udwf = unsafe { capsule.reference::<FFI_WindowUDF>() };
+        let data: NonNull<FFI_WindowUDF> = capsule
+            .pointer_checked(Some(c_str!("datafusion_window_udf")))?
+            .cast();
+        let udwf = unsafe { data.as_ref() };
         let udwf: Arc<dyn WindowUDFImpl> = udwf.into();
 
         Ok(Self {
diff --git a/src/unparser/dialect.rs b/src/unparser/dialect.rs
index 5df0a0c2e..52a2da00b 100644
--- a/src/unparser/dialect.rs
+++ b/src/unparser/dialect.rs
@@ -22,7 +22,13 @@ use datafusion::sql::unparser::dialect::{
 };
 use pyo3::prelude::*;
 
-#[pyclass(frozen, name = "Dialect", module = "datafusion.unparser", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Dialect",
+    module = "datafusion.unparser",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyDialect {
     pub dialect: Arc<dyn Dialect>,
diff --git a/src/unparser/mod.rs b/src/unparser/mod.rs
index 203e334c3..5142b918e 100644
--- a/src/unparser/mod.rs
+++ b/src/unparser/mod.rs
@@ -27,7 +27,13 @@ use pyo3::prelude::*;
 
 use crate::sql::logical::PyLogicalPlan;
 
-#[pyclass(frozen, name = "Unparser", module = "datafusion.unparser", subclass)]
+#[pyclass(
+    from_py_object,
+    frozen,
+    name = "Unparser",
+    module = "datafusion.unparser",
+    subclass
+)]
 #[derive(Clone)]
 pub struct PyUnparser {
     dialect: Arc<dyn Dialect>,
diff --git a/src/utils.rs b/src/utils.rs
index 28b58ba0f..5085018f7 100644
--- a/src/utils.rs
+++ b/src/utils.rs
@@ -16,6 +16,7 @@
 // under the License.
 
 use std::future::Future;
+use std::ptr::NonNull;
 use std::sync::{Arc, OnceLock};
 use std::time::Duration;
 
@@ -26,6 +27,7 @@ use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_ffi::table_provider::FFI_TableProvider;
 use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::{PyImportError, PyTypeError, PyValueError};
+use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyType};
 use tokio::runtime::Runtime;
@@ -158,7 +160,7 @@ pub(crate) fn validate_pycapsule(capsule: &Bound<PyCapsule>, name: &str) -> PyRe
         )));
     }
 
-    let capsule_name = capsule_name.unwrap().to_str()?;
+    let capsule_name = unsafe { capsule_name.unwrap().as_cstr().to_str()? };
     if capsule_name != name {
         return Err(PyValueError::new_err(format!(
             "Expected name '{name}' in PyCapsule, instead got '{capsule_name}'"
@@ -185,10 +187,13 @@ pub(crate) fn table_provider_from_pycapsule<'py>(
         })?;
     }
 
-    if let Ok(capsule) = obj.downcast::<PyCapsule>().map_err(py_datafusion_err) {
+    if let Ok(capsule) = obj.cast::<PyCapsule>().map_err(py_datafusion_err) {
         validate_pycapsule(capsule, "datafusion_table_provider")?;
 
-        let provider = unsafe { capsule.reference::<FFI_TableProvider>() };
+        let data: NonNull<FFI_TableProvider> = capsule
+            .pointer_checked(Some(c_str!("datafusion_table_provider")))?
+            .cast();
+        let provider = unsafe { data.as_ref() };
         let provider: Arc<dyn TableProvider> = provider.into();
 
         Ok(Some(provider))
@@ -211,11 +216,14 @@ pub(crate) fn extract_logical_extension_codec(
     } else {
         obj
     };
-    let capsule = capsule.downcast::<PyCapsule>().map_err(py_datafusion_err)?;
+    let capsule = capsule.cast::<PyCapsule>().map_err(py_datafusion_err)?;
 
     validate_pycapsule(capsule, "datafusion_logical_extension_codec")?;
 
-    let codec = unsafe { capsule.reference::<FFI_LogicalExtensionCodec>() };
+    let data: NonNull<FFI_LogicalExtensionCodec> = capsule
+        .pointer_checked(Some(c_str!("datafusion_logical_extension_codec")))?
+        .cast();
+    let codec = unsafe { data.as_ref() };
     Ok(Arc::new(codec.clone()))
 }
 
diff --git a/uv.lock b/uv.lock
index 743611005..f4926521b 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,4 +1,5 @@
 version = 1
+revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.14'",
@@ -11,9 +12,71 @@ resolution-markers = [
 name = "alabaster"
 version = "1.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210 }
+sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210, upload-time = "2024-07-26T18:15:03.762Z" }
 wheels = [
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From f914fc854a54ba133ee8eb0c3cb0e9845a5d7f7f Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Fri, 6 Mar 2026 21:12:56 -0500
Subject: [PATCH 56/65] Catch warnings in FFI unit tests (#1410)

* Failed pytest in ffi crate when warnings are generated

* Bump DF53 version
---
 Cargo.lock                                    | 72 ++++++++---------
 Cargo.toml                                    |  8 +-
 examples/datafusion-ffi-example/Cargo.lock    | 79 ++++++++++++-------
 examples/datafusion-ffi-example/Cargo.toml    | 13 +--
 .../python/tests/conftest.py                  | 42 ++++++++++
 examples/datafusion-ffi-example/src/lib.rs    |  2 +
 examples/datafusion-ffi-example/src/utils.rs  |  3 +-
 src/expr.rs                                   |  3 +-
 8 files changed, 145 insertions(+), 77 deletions(-)
 create mode 100644 examples/datafusion-ffi-example/python/tests/conftest.py

diff --git a/Cargo.lock b/Cargo.lock
index 82d5c66d0..40b1ba7f1 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -901,7 +901,7 @@ dependencies = [
 [[package]]
 name = "datafusion"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "arrow-schema",
@@ -956,7 +956,7 @@ dependencies = [
 [[package]]
 name = "datafusion-catalog"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -980,7 +980,7 @@ dependencies = [
 [[package]]
 name = "datafusion-catalog-listing"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1002,7 +1002,7 @@ dependencies = [
 [[package]]
 name = "datafusion-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "apache-avro",
@@ -1027,7 +1027,7 @@ dependencies = [
 [[package]]
 name = "datafusion-common-runtime"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "futures",
  "log",
@@ -1037,7 +1037,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-compression",
@@ -1071,7 +1071,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-arrow"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "arrow-ipc",
@@ -1094,7 +1094,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-avro"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "apache-avro",
  "arrow",
@@ -1113,7 +1113,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-csv"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1135,7 +1135,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-json"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1158,7 +1158,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-parquet"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1187,12 +1187,12 @@ dependencies = [
 [[package]]
 name = "datafusion-doc"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 
 [[package]]
 name = "datafusion-execution"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -1214,7 +1214,7 @@ dependencies = [
 [[package]]
 name = "datafusion-expr"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1236,7 +1236,7 @@ dependencies = [
 [[package]]
 name = "datafusion-expr-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1248,7 +1248,7 @@ dependencies = [
 [[package]]
 name = "datafusion-ffi"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -1277,7 +1277,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -1308,7 +1308,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-aggregate"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -1329,7 +1329,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-aggregate-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -1341,7 +1341,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-nested"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -1365,7 +1365,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-table"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1380,7 +1380,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-window"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1397,7 +1397,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-window-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1406,7 +1406,7 @@ dependencies = [
 [[package]]
 name = "datafusion-macros"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "datafusion-doc",
  "quote",
@@ -1416,7 +1416,7 @@ dependencies = [
 [[package]]
 name = "datafusion-optimizer"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "chrono",
@@ -1435,7 +1435,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -1458,7 +1458,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr-adapter"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1472,7 +1472,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -1488,7 +1488,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-optimizer"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1506,7 +1506,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-plan"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -1537,7 +1537,7 @@ dependencies = [
 [[package]]
 name = "datafusion-proto"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "chrono",
@@ -1564,7 +1564,7 @@ dependencies = [
 [[package]]
 name = "datafusion-proto-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1574,7 +1574,7 @@ dependencies = [
 [[package]]
 name = "datafusion-pruning"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1619,7 +1619,7 @@ dependencies = [
 [[package]]
 name = "datafusion-session"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "async-trait",
  "datafusion-common",
@@ -1632,7 +1632,7 @@ dependencies = [
 [[package]]
 name = "datafusion-sql"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "bigdecimal",
@@ -1650,7 +1650,7 @@ dependencies = [
 [[package]]
 name = "datafusion-substrait"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "async-recursion",
  "async-trait",
diff --git a/Cargo.toml b/Cargo.toml
index dfc7e4b60..b584470d6 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -95,7 +95,7 @@ codegen-units = 1
 # We cannot publish to crates.io with any patches in the below section. Developers
 # must remove any entries in this section before creating a release candidate.
 [patch.crates-io]
-datafusion = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
-datafusion-substrait = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
-datafusion-proto = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
-datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-substrait = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-proto = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
diff --git a/examples/datafusion-ffi-example/Cargo.lock b/examples/datafusion-ffi-example/Cargo.lock
index a5dda6575..ede9b446b 100644
--- a/examples/datafusion-ffi-example/Cargo.lock
+++ b/examples/datafusion-ffi-example/Cargo.lock
@@ -115,6 +115,15 @@ version = "1.0.101"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5f0e0fee31ef5ed1ba1316088939cea399010ed7731dba877ed44aeb407a75ea"
 
+[[package]]
+name = "arc-swap"
+version = "1.8.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f9f3647c145568cec02c42054e07bdf9a5a698e15b466fb2341bfc393cd24aa5"
+dependencies = [
+ "rustversion",
+]
+
 [[package]]
 name = "arrow"
 version = "58.0.0"
@@ -592,7 +601,7 @@ dependencies = [
 [[package]]
 name = "datafusion-catalog"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -616,7 +625,7 @@ dependencies = [
 [[package]]
 name = "datafusion-catalog-listing"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -638,7 +647,7 @@ dependencies = [
 [[package]]
 name = "datafusion-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -660,7 +669,7 @@ dependencies = [
 [[package]]
 name = "datafusion-common-runtime"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "futures",
  "log",
@@ -670,7 +679,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -698,7 +707,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-arrow"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "arrow-ipc",
@@ -721,7 +730,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-csv"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -743,7 +752,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-json"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -766,7 +775,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-parquet"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -795,12 +804,12 @@ dependencies = [
 [[package]]
 name = "datafusion-doc"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 
 [[package]]
 name = "datafusion-execution"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -822,7 +831,7 @@ dependencies = [
 [[package]]
 name = "datafusion-expr"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -843,7 +852,7 @@ dependencies = [
 [[package]]
 name = "datafusion-expr-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -855,7 +864,7 @@ dependencies = [
 [[package]]
 name = "datafusion-ffi"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -897,12 +906,13 @@ dependencies = [
  "datafusion-functions-window",
  "pyo3",
  "pyo3-build-config",
+ "pyo3-log",
 ]
 
 [[package]]
 name = "datafusion-functions"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -929,7 +939,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-aggregate"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -950,7 +960,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-aggregate-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -962,7 +972,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-table"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -977,7 +987,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-window"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -994,7 +1004,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-window-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1003,7 +1013,7 @@ dependencies = [
 [[package]]
 name = "datafusion-macros"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "datafusion-doc",
  "quote",
@@ -1013,7 +1023,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -1035,7 +1045,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr-adapter"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1049,7 +1059,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -1065,7 +1075,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-plan"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "ahash",
  "arrow",
@@ -1096,7 +1106,7 @@ dependencies = [
 [[package]]
 name = "datafusion-proto"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "chrono",
@@ -1123,7 +1133,7 @@ dependencies = [
 [[package]]
 name = "datafusion-proto-common"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1133,7 +1143,7 @@ dependencies = [
 [[package]]
 name = "datafusion-pruning"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1149,7 +1159,7 @@ dependencies = [
 [[package]]
 name = "datafusion-session"
 version = "53.0.0"
-source = "git+https://github.com/apache/datafusion.git?rev=518560246e87d489eba6d511fa167aa429b06728#518560246e87d489eba6d511fa167aa429b06728"
+source = "git+https://github.com/apache/datafusion.git?rev=35749607f585b3bf25b66b7d2289c56c18d03e4f#35749607f585b3bf25b66b7d2289c56c18d03e4f"
 dependencies = [
  "async-trait",
  "datafusion-common",
@@ -2067,6 +2077,17 @@ dependencies = [
  "pyo3-build-config",
 ]
 
+[[package]]
+name = "pyo3-log"
+version = "0.13.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "26c2ec80932c5c3b2d4fbc578c9b56b2d4502098587edb8bef5b6bfcad43682e"
+dependencies = [
+ "arc-swap",
+ "log",
+ "pyo3",
+]
+
 [[package]]
 name = "pyo3-macros"
 version = "0.28.2"
diff --git a/examples/datafusion-ffi-example/Cargo.toml b/examples/datafusion-ffi-example/Cargo.toml
index 483838e31..be6096faf 100644
--- a/examples/datafusion-ffi-example/Cargo.toml
+++ b/examples/datafusion-ffi-example/Cargo.toml
@@ -37,6 +37,7 @@ arrow = { version = "58" }
 arrow-array = { version = "58" }
 arrow-schema = { version = "58" }
 async-trait = "0.1.89"
+pyo3-log = "0.13.2"
 
 [build-dependencies]
 pyo3-build-config = "0.28"
@@ -47,9 +48,9 @@ crate-type = ["cdylib", "rlib"]
 
 # TODO: remove when datafusion-53 is released
 [patch.crates-io]
-datafusion-catalog = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
-datafusion-common = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
-datafusion-functions-aggregate = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
-datafusion-functions-window = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
-datafusion-expr = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
-datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "518560246e87d489eba6d511fa167aa429b06728" }
+datafusion-catalog = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-common = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-functions-aggregate = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-functions-window = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-expr = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
diff --git a/examples/datafusion-ffi-example/python/tests/conftest.py b/examples/datafusion-ffi-example/python/tests/conftest.py
new file mode 100644
index 000000000..68f8057af
--- /dev/null
+++ b/examples/datafusion-ffi-example/python/tests/conftest.py
@@ -0,0 +1,42 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING
+
+import pytest
+
+if TYPE_CHECKING:
+    from collections.abc import Generator
+    from typing import Any
+
+
+class _FailOnWarning(logging.Handler):
+    def emit(self, record: logging.LogRecord) -> None:
+        if record.levelno >= logging.WARNING:
+            err = f"Unexpected log warning from '{record.name}': {self.format(record)}"
+            raise AssertionError(err)
+
+
+@pytest.fixture(autouse=True)
+def fail_on_log_warnings() -> Generator[None, Any, None]:
+    handler = _FailOnWarning()
+    logging.root.addHandler(handler)
+    yield
+    logging.root.removeHandler(handler)
diff --git a/examples/datafusion-ffi-example/src/lib.rs b/examples/datafusion-ffi-example/src/lib.rs
index 6c64c9fe5..23f2001a2 100644
--- a/examples/datafusion-ffi-example/src/lib.rs
+++ b/examples/datafusion-ffi-example/src/lib.rs
@@ -34,6 +34,8 @@ pub(crate) mod window_udf;
 
 #[pymodule]
 fn datafusion_ffi_example(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    pyo3_log::init();
+
     m.add_class::<MyTableProvider>()?;
     m.add_class::<MyTableFunction>()?;
     m.add_class::<MyCatalogProvider>()?;
diff --git a/examples/datafusion-ffi-example/src/utils.rs b/examples/datafusion-ffi-example/src/utils.rs
index 5b0666837..5f2865aa2 100644
--- a/examples/datafusion-ffi-example/src/utils.rs
+++ b/examples/datafusion-ffi-example/src/utils.rs
@@ -15,13 +15,14 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::ptr::NonNull;
+
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use pyo3::exceptions::PyValueError;
 use pyo3::ffi::c_str;
 use pyo3::prelude::{PyAnyMethods, PyCapsuleMethods};
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyAny, PyResult};
-use std::ptr::NonNull;
 
 pub(crate) fn ffi_logical_codec_from_pycapsule(
     obj: Bound<PyAny>,
diff --git a/src/expr.rs b/src/expr.rs
index 4d4a73ff3..c4f2a12da 100644
--- a/src/expr.rs
+++ b/src/expr.rs
@@ -779,7 +779,8 @@ impl PyExpr {
                 | Operator::AtQuestion
                 | Operator::Question
                 | Operator::QuestionAnd
-                | Operator::QuestionPipe => Err(py_type_err(format!("Unsupported expr: ${op}"))),
+                | Operator::QuestionPipe
+                | Operator::Colon => Err(py_type_err(format!("Unsupported expr: ${op}"))),
             },
             Expr::Cast(Cast { expr: _, data_type }) => DataTypeMap::map_from_arrow_type(data_type),
             Expr::Literal(scalar_value, _) => DataTypeMap::map_from_scalar_value(scalar_value),

From d322b7b7bfd527370f03854717661488737c9f8b Mon Sep 17 00:00:00 2001
From: Daniel Mesejo <mesejoleon@gmail.com>
Date: Mon, 9 Mar 2026 07:52:47 +0100
Subject: [PATCH 57/65] feat: feat: add to_time, to_local_time, to_date
 functions (#1387)

* feat: add to_time, to_local_time, to_date, to_char functions

Additionally fix conditional on formatters (since it is *args it cannot be None)
Refactor name to avoid possible collision with f.

* address comments in PR

* chore: add tests for today
---
 python/datafusion/functions.py | 80 +++++++++++++++++++++++++++-------
 python/tests/test_functions.py | 75 ++++++++++++++++++++++++++++++-
 src/functions.rs               |  8 ++++
 3 files changed, 146 insertions(+), 17 deletions(-)

diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index 431afcc30..9723be5ce 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -42,7 +42,6 @@
 
 if TYPE_CHECKING:
     from datafusion.context import SessionContext
-
 __all__ = [
     "abs",
     "acos",
@@ -268,13 +267,18 @@
     "sum",
     "tan",
     "tanh",
+    "to_char",
+    "to_date",
     "to_hex",
+    "to_local_time",
+    "to_time",
     "to_timestamp",
     "to_timestamp_micros",
     "to_timestamp_millis",
     "to_timestamp_nanos",
     "to_timestamp_seconds",
     "to_unixtime",
+    "today",
     "translate",
     "trim",
     "trunc",
@@ -1010,6 +1014,56 @@ def now() -> Expr:
     return Expr(f.now())
 
 
+def to_char(arg: Expr, formatter: Expr) -> Expr:
+    """Returns a string representation of a date, time, timestamp or duration.
+
+    For usage of ``formatter`` see the rust chrono package ``strftime`` package.
+
+    [Documentation here.](https://docs.rs/chrono/latest/chrono/format/strftime/index.html)
+    """
+    return Expr(f.to_char(arg.expr, formatter.expr))
+
+
+def _unwrap_exprs(args: tuple[Expr, ...]) -> list:
+    return [arg.expr for arg in args]
+
+
+def to_date(arg: Expr, *formatters: Expr) -> Expr:
+    """Converts a value to a date (YYYY-MM-DD).
+
+    Supports strings, numeric and timestamp types as input.
+    Integers and doubles are interpreted as days since the unix epoch.
+    Strings are parsed as YYYY-MM-DD (e.g. '2023-07-20')
+    if ``formatters`` are not provided.
+
+    For usage of ``formatters`` see the rust chrono package ``strftime`` package.
+
+    [Documentation here.](https://docs.rs/chrono/latest/chrono/format/strftime/index.html)
+    """
+    return Expr(f.to_date(arg.expr, *_unwrap_exprs(formatters)))
+
+
+def to_local_time(*args: Expr) -> Expr:
+    """Converts a timestamp with a timezone to a timestamp without a timezone.
+
+    This function handles daylight saving time changes.
+    """
+    return Expr(f.to_local_time(*_unwrap_exprs(args)))
+
+
+def to_time(arg: Expr, *formatters: Expr) -> Expr:
+    """Converts a value to a time. Supports strings and timestamps as input.
+
+    If ``formatters`` is not provided strings are parsed as HH:MM:SS, HH:MM or
+    HH:MM:SS.nnnnnnnnn;
+
+    For usage of ``formatters`` see the rust chrono package ``strftime`` package.
+
+    [Documentation here.](https://docs.rs/chrono/latest/chrono/format/strftime/index.html)
+    """
+    return Expr(f.to_time(arg.expr, *_unwrap_exprs(formatters)))
+
+
 def to_timestamp(arg: Expr, *formatters: Expr) -> Expr:
     """Converts a string and optional formats to a ``Timestamp`` in nanoseconds.
 
@@ -1017,11 +1071,7 @@ def to_timestamp(arg: Expr, *formatters: Expr) -> Expr:
 
     [Documentation here.](https://docs.rs/chrono/latest/chrono/format/strftime/index.html)
     """
-    if formatters is None:
-        return f.to_timestamp(arg.expr)
-
-    formatters = [f.expr for f in formatters]
-    return Expr(f.to_timestamp(arg.expr, *formatters))
+    return Expr(f.to_timestamp(arg.expr, *_unwrap_exprs(formatters)))
 
 
 def to_timestamp_millis(arg: Expr, *formatters: Expr) -> Expr:
@@ -1029,8 +1079,7 @@ def to_timestamp_millis(arg: Expr, *formatters: Expr) -> Expr:
 
     See :py:func:`to_timestamp` for a description on how to use formatters.
     """
-    formatters = [f.expr for f in formatters]
-    return Expr(f.to_timestamp_millis(arg.expr, *formatters))
+    return Expr(f.to_timestamp_millis(arg.expr, *_unwrap_exprs(formatters)))
 
 
 def to_timestamp_micros(arg: Expr, *formatters: Expr) -> Expr:
@@ -1038,8 +1087,7 @@ def to_timestamp_micros(arg: Expr, *formatters: Expr) -> Expr:
 
     See :py:func:`to_timestamp` for a description on how to use formatters.
     """
-    formatters = [f.expr for f in formatters]
-    return Expr(f.to_timestamp_micros(arg.expr, *formatters))
+    return Expr(f.to_timestamp_micros(arg.expr, *_unwrap_exprs(formatters)))
 
 
 def to_timestamp_nanos(arg: Expr, *formatters: Expr) -> Expr:
@@ -1047,8 +1095,7 @@ def to_timestamp_nanos(arg: Expr, *formatters: Expr) -> Expr:
 
     See :py:func:`to_timestamp` for a description on how to use formatters.
     """
-    formatters = [f.expr for f in formatters]
-    return Expr(f.to_timestamp_nanos(arg.expr, *formatters))
+    return Expr(f.to_timestamp_nanos(arg.expr, *_unwrap_exprs(formatters)))
 
 
 def to_timestamp_seconds(arg: Expr, *formatters: Expr) -> Expr:
@@ -1056,14 +1103,12 @@ def to_timestamp_seconds(arg: Expr, *formatters: Expr) -> Expr:
 
     See :py:func:`to_timestamp` for a description on how to use formatters.
     """
-    formatters = [f.expr for f in formatters]
-    return Expr(f.to_timestamp_seconds(arg.expr, *formatters))
+    return Expr(f.to_timestamp_seconds(arg.expr, *_unwrap_exprs(formatters)))
 
 
 def to_unixtime(string: Expr, *format_arguments: Expr) -> Expr:
     """Converts a string and optional formats to a Unixtime."""
-    args = [f.expr for f in format_arguments]
-    return Expr(f.to_unixtime(string.expr, *args))
+    return Expr(f.to_unixtime(string.expr, *_unwrap_exprs(format_arguments)))
 
 
 def current_date() -> Expr:
@@ -1071,6 +1116,9 @@ def current_date() -> Expr:
     return Expr(f.current_date())
 
 
+today = current_date
+
+
 def current_time() -> Expr:
     """Returns current UTC time as a Time64 value."""
     return Expr(f.current_time())
diff --git a/python/tests/test_functions.py b/python/tests/test_functions.py
index 7d642b722..37d349c58 100644
--- a/python/tests/test_functions.py
+++ b/python/tests/test_functions.py
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 import math
-from datetime import datetime, timezone
+from datetime import date, datetime, time, timezone
 
 import numpy as np
 import pyarrow as pa
@@ -958,6 +958,12 @@ def test_temporal_functions(df):
         f.to_timestamp_nanos(
             literal("2023-09-07 05:06:14.523952000"), literal("%Y-%m-%d %H:%M:%S.%f")
         ),
+        f.to_time(literal("12:30:45")),
+        f.to_time(literal("12-30-45"), literal("%H-%M-%S")),
+        f.to_date(literal("2017-05-31")),
+        f.to_date(literal("2017-05-31"), literal("%Y-%m-%d")),
+        f.to_local_time(column("d")),
+        f.to_char(column("d"), literal("%d-%m-%Y")),
     )
     result = df.collect()
     assert len(result) == 1
@@ -1032,6 +1038,73 @@ def test_temporal_functions(df):
         [datetime(2023, 9, 7, 5, 6, 14, 523952, tzinfo=DEFAULT_TZ)] * 3,
         type=pa.timestamp("ns"),
     )
+    assert result.column(17) == pa.array(
+        [time(12, 30, 45)] * 3,
+        type=pa.time64("ns"),
+    )
+    assert result.column(18) == pa.array(
+        [time(12, 30, 45)] * 3,
+        type=pa.time64("ns"),
+    )
+    assert result.column(19) == pa.array(
+        [date(2017, 5, 31)] * 3,
+        type=pa.date32(),
+    )
+    assert result.column(20) == pa.array(
+        [date(2017, 5, 31)] * 3,
+        type=pa.date32(),
+    )
+    assert result.column(21) == pa.array(
+        [
+            datetime(2022, 12, 31, tzinfo=DEFAULT_TZ),
+            datetime(2027, 6, 26, tzinfo=DEFAULT_TZ),
+            datetime(2020, 7, 2, tzinfo=DEFAULT_TZ),
+        ],
+        type=pa.timestamp("us"),
+    )
+
+    assert result.column(22) == pa.array(
+        [
+            "31-12-2022",
+            "26-06-2027",
+            "02-07-2020",
+        ],
+        type=pa.string(),
+    )
+
+
+def test_to_time_invalid_input(df):
+    with pytest.raises(Exception, match=r"Error parsing 'not-a-time' as time"):
+        df.select(f.to_time(literal("not-a-time"))).collect()
+
+
+def test_to_time_mismatched_formatter(df):
+    with pytest.raises(Exception, match=r"Error parsing '12:30:45' as time"):
+        df.select(f.to_time(literal("12:30:45"), literal("%Y-%m-%d"))).collect()
+
+
+def test_to_date_invalid_input(df):
+    with pytest.raises(Exception, match=r"Date32"):
+        df.select(f.to_date(literal("not-a-date"))).collect()
+
+
+def test_temporal_formatter_requires_expr():
+    with pytest.raises(AttributeError, match="'str' object has no attribute 'expr'"):
+        f.to_time(literal("12:30:45"), "not-an-expr")
+
+
+def test_today_returns_date32(df):
+    result = df.select(f.today().alias("today")).collect()[0]
+    assert result.column(0).type == pa.date32()
+
+
+def test_today_alias_matches_current_date(df):
+    result = df.select(
+        f.current_date().alias("current_date"),
+        f.today().alias("today"),
+    ).collect()[0]
+
+    assert result.column(0) == result.column(1)
 
 
 def test_arrow_cast(df):
diff --git a/src/functions.rs b/src/functions.rs
index 90b3a0a4b..c32134054 100644
--- a/src/functions.rs
+++ b/src/functions.rs
@@ -601,6 +601,9 @@ expr_fn!(
     "Converts the number to its equivalent hexadecimal representation."
 );
 expr_fn!(now);
+expr_fn_vec!(to_date);
+expr_fn_vec!(to_local_time);
+expr_fn_vec!(to_time);
 expr_fn_vec!(to_timestamp);
 expr_fn_vec!(to_timestamp_millis);
 expr_fn_vec!(to_timestamp_nanos);
@@ -613,6 +616,7 @@ expr_fn!(date_part, part date);
 expr_fn!(date_trunc, part date);
 expr_fn!(date_bin, stride source origin);
 expr_fn!(make_date, year month day);
+expr_fn!(to_char, datetime format);
 
 expr_fn!(translate, string from to, "Replaces each character in string that matches a character in the from set with the corresponding character in the to set. If from is longer than to, occurrences of the extra characters in from are deleted.");
 expr_fn_vec!(
@@ -1045,6 +1049,10 @@ pub(crate) fn init_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
     m.add_wrapped(wrap_pyfunction!(tan))?;
     m.add_wrapped(wrap_pyfunction!(tanh))?;
     m.add_wrapped(wrap_pyfunction!(to_hex))?;
+    m.add_wrapped(wrap_pyfunction!(to_char))?;
+    m.add_wrapped(wrap_pyfunction!(to_date))?;
+    m.add_wrapped(wrap_pyfunction!(to_local_time))?;
+    m.add_wrapped(wrap_pyfunction!(to_time))?;
     m.add_wrapped(wrap_pyfunction!(to_timestamp))?;
     m.add_wrapped(wrap_pyfunction!(to_timestamp_millis))?;
     m.add_wrapped(wrap_pyfunction!(to_timestamp_nanos))?;

From 1160d5a91d586927dc6e466829965770c3fa299a Mon Sep 17 00:00:00 2001
From: Nick <24689722+ntjohnson1@users.noreply.github.com>
Date: Wed, 11 Mar 2026 12:01:18 +0100
Subject: [PATCH 58/65] Add docstring examples for Scalar trigonometric
 functions (#1411)

* Add docstring examples for Scalar trigonometric functions

Add example usage to docstrings for Scalar trigonometric functions to improve documentation.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* Remove weird artifact

* Move conftest so it doesn't get packaged in release

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
---
 conftest.py                    |  29 +++++
 python/datafusion/functions.py | 190 +++++++++++++++++++++++++++++----
 2 files changed, 200 insertions(+), 19 deletions(-)
 create mode 100644 conftest.py

diff --git a/conftest.py b/conftest.py
new file mode 100644
index 000000000..1c89f92bc
--- /dev/null
+++ b/conftest.py
@@ -0,0 +1,29 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+"""Pytest configuration for doctest namespace injection."""
+
+import datafusion as dfn
+import numpy as np
+import pytest
+
+
+@pytest.fixture(autouse=True)
+def _doctest_namespace(doctest_namespace: dict) -> None:
+    """Add common imports to the doctest namespace."""
+    doctest_namespace["dfn"] = dfn
+    doctest_namespace["np"] = np
diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index 9723be5ce..fd116254b 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -495,16 +495,28 @@ def abs(arg: Expr) -> Expr:
 def acos(arg: Expr) -> Expr:
     """Returns the arc cosine or inverse cosine of a number.
 
-    Returns:
-    --------
-    Expr
-        A new expression representing the arc cosine of the input expression.
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1.0]})
+    >>> result = df.select(dfn.functions.acos(dfn.col("a")).alias("acos"))
+    >>> result.collect_column("acos")[0].as_py()
+    0.0
     """
     return Expr(f.acos(arg.expr))
 
 
 def acosh(arg: Expr) -> Expr:
-    """Returns inverse hyperbolic cosine."""
+    """Returns inverse hyperbolic cosine.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1.0]})
+    >>> result = df.select(dfn.functions.acosh(dfn.col("a")).alias("acosh"))
+    >>> result.collect_column("acosh")[0].as_py()
+    0.0
+    """
     return Expr(f.acosh(arg.expr))
 
 
@@ -514,27 +526,73 @@ def ascii(arg: Expr) -> Expr:
 
 
 def asin(arg: Expr) -> Expr:
-    """Returns the arc sine or inverse sine of a number."""
+    """Returns the arc sine or inverse sine of a number.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0.0]})
+    >>> result = df.select(dfn.functions.asin(dfn.col("a")).alias("asin"))
+    >>> result.collect_column("asin")[0].as_py()
+    0.0
+    """
     return Expr(f.asin(arg.expr))
 
 
 def asinh(arg: Expr) -> Expr:
-    """Returns inverse hyperbolic sine."""
+    """Returns inverse hyperbolic sine.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0.0]})
+    >>> result = df.select(dfn.functions.asinh(dfn.col("a")).alias("asinh"))
+    >>> result.collect_column("asinh")[0].as_py()
+    0.0
+    """
     return Expr(f.asinh(arg.expr))
 
 
 def atan(arg: Expr) -> Expr:
-    """Returns inverse tangent of a number."""
+    """Returns inverse tangent of a number.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0.0]})
+    >>> result = df.select(dfn.functions.atan(dfn.col("a")).alias("atan"))
+    >>> result.collect_column("atan")[0].as_py()
+    0.0
+    """
     return Expr(f.atan(arg.expr))
 
 
 def atanh(arg: Expr) -> Expr:
-    """Returns inverse hyperbolic tangent."""
+    """Returns inverse hyperbolic tangent.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0.0]})
+    >>> result = df.select(dfn.functions.atanh(dfn.col("a")).alias("atanh"))
+    >>> result.collect_column("atanh")[0].as_py()
+    0.0
+    """
     return Expr(f.atanh(arg.expr))
 
 
 def atan2(y: Expr, x: Expr) -> Expr:
-    """Returns inverse tangent of a division given in the argument."""
+    """Returns inverse tangent of a division given in the argument.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"y": [0.0], "x": [1.0]})
+    >>> result = df.select(
+    ...     dfn.functions.atan2(dfn.col("y"), dfn.col("x")).alias("atan2"))
+    >>> result.collect_column("atan2")[0].as_py()
+    0.0
+    """
     return Expr(f.atan2(y.expr, x.expr))
 
 
@@ -585,22 +643,65 @@ def coalesce(*args: Expr) -> Expr:
 
 
 def cos(arg: Expr) -> Expr:
-    """Returns the cosine of the argument."""
+    """Returns the cosine of the argument.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0,-1,1]})
+    >>> cos_df = df.select(dfn.functions.cos(dfn.col("a")).alias("cos"))
+    >>> cos_df.collect_column("cos")[0].as_py()
+    1.0
+    """
     return Expr(f.cos(arg.expr))
 
 
 def cosh(arg: Expr) -> Expr:
-    """Returns the hyperbolic cosine of the argument."""
+    """Returns the hyperbolic cosine of the argument.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0,-1,1]})
+    >>> cosh_df = df.select(dfn.functions.cosh(dfn.col("a")).alias("cosh"))
+    >>> cosh_df.collect_column("cosh")[0].as_py()
+    1.0
+    """
     return Expr(f.cosh(arg.expr))
 
 
 def cot(arg: Expr) -> Expr:
-    """Returns the cotangent of the argument."""
+    """Returns the cotangent of the argument.
+
+    Examples:
+    ---------
+    >>> from math import pi
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [pi / 4]})
+    >>> import builtins
+    >>> result = df.select(
+    ...     dfn.functions.cot(dfn.col("a")).alias("cot")
+    ... )
+    >>> builtins.round(
+    ...     result.collect_column("cot")[0].as_py(), 1
+    ... )
+    1.0
+    """
     return Expr(f.cot(arg.expr))
 
 
 def degrees(arg: Expr) -> Expr:
-    """Converts the argument from radians to degrees."""
+    """Converts the argument from radians to degrees.
+
+    Examples:
+    ---------
+    >>> from math import pi
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0,pi,2*pi]})
+    >>> deg_df = df.select(dfn.functions.degrees(dfn.col("a")).alias("deg"))
+    >>> deg_df.collect_column("deg")[2].as_py()
+    360.0
+    """
     return Expr(f.degrees(arg.expr))
 
 
@@ -778,7 +879,22 @@ def pow(base: Expr, exponent: Expr) -> Expr:
 
 
 def radians(arg: Expr) -> Expr:
-    """Converts the argument from degrees to radians."""
+    """Converts the argument from degrees to radians.
+
+    Examples:
+    ---------
+    >>> from math import pi
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [180.0]})
+    >>> import builtins
+    >>> result = df.select(
+    ...     dfn.functions.radians(dfn.col("a")).alias("rad")
+    ... )
+    >>> builtins.round(
+    ...     result.collect_column("rad")[0].as_py(), 6
+    ... )
+    3.141593
+    """
     return Expr(f.radians(arg.expr))
 
 
@@ -939,12 +1055,30 @@ def signum(arg: Expr) -> Expr:
 
 
 def sin(arg: Expr) -> Expr:
-    """Returns the sine of the argument."""
+    """Returns the sine of the argument.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0.0]})
+    >>> result = df.select(dfn.functions.sin(dfn.col("a")).alias("sin"))
+    >>> result.collect_column("sin")[0].as_py()
+    0.0
+    """
     return Expr(f.sin(arg.expr))
 
 
 def sinh(arg: Expr) -> Expr:
-    """Returns the hyperbolic sine of the argument."""
+    """Returns the hyperbolic sine of the argument.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0.0]})
+    >>> result = df.select(dfn.functions.sinh(dfn.col("a")).alias("sinh"))
+    >>> result.collect_column("sinh")[0].as_py()
+    0.0
+    """
     return Expr(f.sinh(arg.expr))
 
 
@@ -992,12 +1126,30 @@ def substring(string: Expr, position: Expr, length: Expr) -> Expr:
 
 
 def tan(arg: Expr) -> Expr:
-    """Returns the tangent of the argument."""
+    """Returns the tangent of the argument.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0.0]})
+    >>> result = df.select(dfn.functions.tan(dfn.col("a")).alias("tan"))
+    >>> result.collect_column("tan")[0].as_py()
+    0.0
+    """
     return Expr(f.tan(arg.expr))
 
 
 def tanh(arg: Expr) -> Expr:
-    """Returns the hyperbolic tangent of the argument."""
+    """Returns the hyperbolic tangent of the argument.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [0.0]})
+    >>> result = df.select(dfn.functions.tanh(dfn.col("a")).alias("tanh"))
+    >>> result.collect_column("tanh")[0].as_py()
+    0.0
+    """
     return Expr(f.tanh(arg.expr))
 
 

From 9af1681f203ec2a21b64371a1dc6361641ffb2f9 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Mon, 16 Mar 2026 12:05:00 +0100
Subject: [PATCH 59/65] Create workspace with core and util crates (#1414)

* Break up the repository into a workspace with three crates

* We have a workspace cargo lock file now so this is not needed

* Cleanup

* These files should be redundant because of the build.rs file

* More moving around of utils to clean up

* Add note on how to run FFI example tests

* Add back in dep removed during rebase

* taplo fmt

* Since we have a workspace we know the example version is in sync so we do not need this test

* Add description, homepage, and repository to Cargo.toml

Co-authored-by: Kevin Liu <kevinjqliu@users.noreply.github.com>

* Add description, homepage, and repository to Cargo.toml

Co-authored-by: Kevin Liu <kevinjqliu@users.noreply.github.com>

* Add description, homepage, and repository to Cargo.toml

Co-authored-by: Kevin Liu <kevinjqliu@users.noreply.github.com>

* Removed unused include

Co-authored-by: Kevin Liu <kevinjqliu@users.noreply.github.com>

---------

Co-authored-by: Kevin Liu <kevinjqliu@users.noreply.github.com>
---
 .cargo/config.toml                            |    5 -
 .github/workflows/test.yml                    |   12 -
 Cargo.lock                                    |   33 +
 Cargo.toml                                    |   78 +-
 README.md                                     |    9 +
 crates/core/Cargo.toml                        |   82 +
 build.rs => crates/core/build.rs              |    0
 {src => crates/core/src}/array.rs             |    2 +-
 {src => crates/core/src}/catalog.rs           |   20 +-
 {src => crates/core/src}/common.rs            |    0
 {src => crates/core/src}/common/data_type.rs  |    0
 {src => crates/core/src}/common/df_schema.rs  |    0
 {src => crates/core/src}/common/function.rs   |    0
 {src => crates/core/src}/common/schema.rs     |    0
 {src => crates/core/src}/config.rs            |    0
 {src => crates/core/src}/context.rs           |   13 +-
 {src => crates/core/src}/dataframe.rs         |    2 +-
 {src => crates/core/src}/dataset.rs           |    0
 {src => crates/core/src}/dataset_exec.rs      |    0
 crates/core/src/errors.rs                     |   18 +
 {src => crates/core/src}/expr.rs              |    0
 {src => crates/core/src}/expr/aggregate.rs    |    0
 .../core/src}/expr/aggregate_expr.rs          |    0
 {src => crates/core/src}/expr/alias.rs        |    0
 {src => crates/core/src}/expr/analyze.rs      |    0
 {src => crates/core/src}/expr/between.rs      |    0
 {src => crates/core/src}/expr/binary_expr.rs  |    0
 {src => crates/core/src}/expr/bool_expr.rs    |    0
 {src => crates/core/src}/expr/case.rs         |    0
 {src => crates/core/src}/expr/cast.rs         |    0
 {src => crates/core/src}/expr/column.rs       |    0
 .../core/src}/expr/conditional_expr.rs        |    0
 {src => crates/core/src}/expr/copy_to.rs      |    0
 .../core/src}/expr/create_catalog.rs          |    0
 .../core/src}/expr/create_catalog_schema.rs   |    0
 .../core/src}/expr/create_external_table.rs   |    0
 .../core/src}/expr/create_function.rs         |    0
 {src => crates/core/src}/expr/create_index.rs |    0
 .../core/src}/expr/create_memory_table.rs     |    0
 {src => crates/core/src}/expr/create_view.rs  |    0
 .../core/src}/expr/describe_table.rs          |    0
 {src => crates/core/src}/expr/distinct.rs     |    0
 {src => crates/core/src}/expr/dml.rs          |    0
 .../core/src}/expr/drop_catalog_schema.rs     |    0
 .../core/src}/expr/drop_function.rs           |    0
 {src => crates/core/src}/expr/drop_table.rs   |    0
 {src => crates/core/src}/expr/drop_view.rs    |    0
 .../core/src}/expr/empty_relation.rs          |    0
 {src => crates/core/src}/expr/exists.rs       |    0
 {src => crates/core/src}/expr/explain.rs      |    0
 {src => crates/core/src}/expr/extension.rs    |    0
 {src => crates/core/src}/expr/filter.rs       |    0
 {src => crates/core/src}/expr/grouping_set.rs |    0
 {src => crates/core/src}/expr/in_list.rs      |    0
 {src => crates/core/src}/expr/in_subquery.rs  |    0
 .../core/src}/expr/indexed_field.rs           |    0
 {src => crates/core/src}/expr/join.rs         |    0
 {src => crates/core/src}/expr/like.rs         |    0
 {src => crates/core/src}/expr/limit.rs        |    0
 {src => crates/core/src}/expr/literal.rs      |    0
 {src => crates/core/src}/expr/logical_node.rs |    0
 {src => crates/core/src}/expr/placeholder.rs  |    0
 {src => crates/core/src}/expr/projection.rs   |    0
 .../core/src}/expr/recursive_query.rs         |    0
 {src => crates/core/src}/expr/repartition.rs  |    0
 .../core/src}/expr/scalar_subquery.rs         |    0
 .../core/src}/expr/scalar_variable.rs         |    0
 .../core/src}/expr/set_comparison.rs          |    0
 {src => crates/core/src}/expr/signature.rs    |    0
 {src => crates/core/src}/expr/sort.rs         |    0
 {src => crates/core/src}/expr/sort_expr.rs    |    0
 {src => crates/core/src}/expr/statement.rs    |    0
 {src => crates/core/src}/expr/subquery.rs     |    0
 .../core/src}/expr/subquery_alias.rs          |    0
 {src => crates/core/src}/expr/table_scan.rs   |    0
 {src => crates/core/src}/expr/union.rs        |    0
 {src => crates/core/src}/expr/unnest.rs       |    0
 {src => crates/core/src}/expr/unnest_expr.rs  |    0
 {src => crates/core/src}/expr/values.rs       |    0
 {src => crates/core/src}/expr/window.rs       |    0
 {src => crates/core/src}/functions.rs         |    0
 {src => crates/core/src}/lib.rs               |    4 -
 {src => crates/core/src}/options.rs           |    0
 {src => crates/core/src}/physical_plan.rs     |    0
 .../core/src}/pyarrow_filter_expression.rs    |    0
 {src => crates/core/src}/pyarrow_util.rs      |    0
 {src => crates/core/src}/record_batch.rs      |    2 +-
 {src => crates/core/src}/sql.rs               |    0
 {src => crates/core/src}/sql/exceptions.rs    |    0
 {src => crates/core/src}/sql/logical.rs       |    0
 {src => crates/core/src}/sql/util.rs          |    0
 {src => crates/core/src}/store.rs             |    0
 {src => crates/core/src}/substrait.rs         |    2 +-
 {src => crates/core/src}/table.rs             |    2 +-
 {src => crates/core/src}/udaf.rs              |    2 +-
 {src => crates/core/src}/udf.rs               |    2 +-
 {src => crates/core/src}/udtf.rs              |    2 +-
 {src => crates/core/src}/udwf.rs              |    2 +-
 {src => crates/core/src}/unparser/dialect.rs  |    0
 {src => crates/core/src}/unparser/mod.rs      |    0
 crates/util/Cargo.toml                        |   34 +
 {src => crates/util/src}/errors.rs            |    0
 src/utils.rs => crates/util/src/lib.rs        |   65 +-
 .../datafusion-ffi-example/.cargo/config.toml |    5 -
 examples/datafusion-ffi-example/Cargo.lock    | 3127 -----------------
 examples/datafusion-ffi-example/Cargo.toml    |   47 +-
 .../src/catalog_provider.rs                   |    3 +-
 examples/datafusion-ffi-example/src/lib.rs    |    1 -
 .../src/table_function.rs                     |    2 +-
 .../src/table_provider.rs                     |    3 +-
 examples/datafusion-ffi-example/src/utils.rs  |   64 -
 pyproject.toml                                |    1 +
 112 files changed, 291 insertions(+), 3353 deletions(-)
 delete mode 100644 .cargo/config.toml
 create mode 100644 crates/core/Cargo.toml
 rename build.rs => crates/core/build.rs (100%)
 rename {src => crates/core/src}/array.rs (98%)
 rename {src => crates/core/src}/catalog.rs (97%)
 rename {src => crates/core/src}/common.rs (100%)
 rename {src => crates/core/src}/common/data_type.rs (100%)
 rename {src => crates/core/src}/common/df_schema.rs (100%)
 rename {src => crates/core/src}/common/function.rs (100%)
 rename {src => crates/core/src}/common/schema.rs (100%)
 rename {src => crates/core/src}/config.rs (100%)
 rename {src => crates/core/src}/context.rs (99%)
 rename {src => crates/core/src}/dataframe.rs (99%)
 rename {src => crates/core/src}/dataset.rs (100%)
 rename {src => crates/core/src}/dataset_exec.rs (100%)
 create mode 100644 crates/core/src/errors.rs
 rename {src => crates/core/src}/expr.rs (100%)
 rename {src => crates/core/src}/expr/aggregate.rs (100%)
 rename {src => crates/core/src}/expr/aggregate_expr.rs (100%)
 rename {src => crates/core/src}/expr/alias.rs (100%)
 rename {src => crates/core/src}/expr/analyze.rs (100%)
 rename {src => crates/core/src}/expr/between.rs (100%)
 rename {src => crates/core/src}/expr/binary_expr.rs (100%)
 rename {src => crates/core/src}/expr/bool_expr.rs (100%)
 rename {src => crates/core/src}/expr/case.rs (100%)
 rename {src => crates/core/src}/expr/cast.rs (100%)
 rename {src => crates/core/src}/expr/column.rs (100%)
 rename {src => crates/core/src}/expr/conditional_expr.rs (100%)
 rename {src => crates/core/src}/expr/copy_to.rs (100%)
 rename {src => crates/core/src}/expr/create_catalog.rs (100%)
 rename {src => crates/core/src}/expr/create_catalog_schema.rs (100%)
 rename {src => crates/core/src}/expr/create_external_table.rs (100%)
 rename {src => crates/core/src}/expr/create_function.rs (100%)
 rename {src => crates/core/src}/expr/create_index.rs (100%)
 rename {src => crates/core/src}/expr/create_memory_table.rs (100%)
 rename {src => crates/core/src}/expr/create_view.rs (100%)
 rename {src => crates/core/src}/expr/describe_table.rs (100%)
 rename {src => crates/core/src}/expr/distinct.rs (100%)
 rename {src => crates/core/src}/expr/dml.rs (100%)
 rename {src => crates/core/src}/expr/drop_catalog_schema.rs (100%)
 rename {src => crates/core/src}/expr/drop_function.rs (100%)
 rename {src => crates/core/src}/expr/drop_table.rs (100%)
 rename {src => crates/core/src}/expr/drop_view.rs (100%)
 rename {src => crates/core/src}/expr/empty_relation.rs (100%)
 rename {src => crates/core/src}/expr/exists.rs (100%)
 rename {src => crates/core/src}/expr/explain.rs (100%)
 rename {src => crates/core/src}/expr/extension.rs (100%)
 rename {src => crates/core/src}/expr/filter.rs (100%)
 rename {src => crates/core/src}/expr/grouping_set.rs (100%)
 rename {src => crates/core/src}/expr/in_list.rs (100%)
 rename {src => crates/core/src}/expr/in_subquery.rs (100%)
 rename {src => crates/core/src}/expr/indexed_field.rs (100%)
 rename {src => crates/core/src}/expr/join.rs (100%)
 rename {src => crates/core/src}/expr/like.rs (100%)
 rename {src => crates/core/src}/expr/limit.rs (100%)
 rename {src => crates/core/src}/expr/literal.rs (100%)
 rename {src => crates/core/src}/expr/logical_node.rs (100%)
 rename {src => crates/core/src}/expr/placeholder.rs (100%)
 rename {src => crates/core/src}/expr/projection.rs (100%)
 rename {src => crates/core/src}/expr/recursive_query.rs (100%)
 rename {src => crates/core/src}/expr/repartition.rs (100%)
 rename {src => crates/core/src}/expr/scalar_subquery.rs (100%)
 rename {src => crates/core/src}/expr/scalar_variable.rs (100%)
 rename {src => crates/core/src}/expr/set_comparison.rs (100%)
 rename {src => crates/core/src}/expr/signature.rs (100%)
 rename {src => crates/core/src}/expr/sort.rs (100%)
 rename {src => crates/core/src}/expr/sort_expr.rs (100%)
 rename {src => crates/core/src}/expr/statement.rs (100%)
 rename {src => crates/core/src}/expr/subquery.rs (100%)
 rename {src => crates/core/src}/expr/subquery_alias.rs (100%)
 rename {src => crates/core/src}/expr/table_scan.rs (100%)
 rename {src => crates/core/src}/expr/union.rs (100%)
 rename {src => crates/core/src}/expr/unnest.rs (100%)
 rename {src => crates/core/src}/expr/unnest_expr.rs (100%)
 rename {src => crates/core/src}/expr/values.rs (100%)
 rename {src => crates/core/src}/expr/window.rs (100%)
 rename {src => crates/core/src}/functions.rs (100%)
 rename {src => crates/core/src}/lib.rs (97%)
 rename {src => crates/core/src}/options.rs (100%)
 rename {src => crates/core/src}/physical_plan.rs (100%)
 rename {src => crates/core/src}/pyarrow_filter_expression.rs (100%)
 rename {src => crates/core/src}/pyarrow_util.rs (100%)
 rename {src => crates/core/src}/record_batch.rs (98%)
 rename {src => crates/core/src}/sql.rs (100%)
 rename {src => crates/core/src}/sql/exceptions.rs (100%)
 rename {src => crates/core/src}/sql/logical.rs (100%)
 rename {src => crates/core/src}/sql/util.rs (100%)
 rename {src => crates/core/src}/store.rs (100%)
 rename {src => crates/core/src}/substrait.rs (99%)
 rename {src => crates/core/src}/table.rs (99%)
 rename {src => crates/core/src}/udaf.rs (99%)
 rename {src => crates/core/src}/udf.rs (99%)
 rename {src => crates/core/src}/udtf.rs (99%)
 rename {src => crates/core/src}/udwf.rs (99%)
 rename {src => crates/core/src}/unparser/dialect.rs (100%)
 rename {src => crates/core/src}/unparser/mod.rs (100%)
 create mode 100644 crates/util/Cargo.toml
 rename {src => crates/util/src}/errors.rs (100%)
 rename src/utils.rs => crates/util/src/lib.rs (85%)
 delete mode 100644 examples/datafusion-ffi-example/.cargo/config.toml
 delete mode 100644 examples/datafusion-ffi-example/Cargo.lock
 delete mode 100644 examples/datafusion-ffi-example/src/utils.rs

diff --git a/.cargo/config.toml b/.cargo/config.toml
deleted file mode 100644
index af951327f..000000000
--- a/.cargo/config.toml
+++ /dev/null
@@ -1,5 +0,0 @@
-[target.x86_64-apple-darwin]
-rustflags = ["-C", "link-arg=-undefined", "-C", "link-arg=dynamic_lookup"]
-
-[target.aarch64-apple-darwin]
-rustflags = ["-C", "link-arg=-undefined", "-C", "link-arg=dynamic_lookup"]
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 692563019..a2f304aa5 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -41,18 +41,6 @@ jobs:
     steps:
       - uses: actions/checkout@v6
 
-      - name: Verify example datafusion version
-        run: |
-          MAIN_VERSION=$(grep -A 1 "name = \"datafusion-common\"" Cargo.lock | grep "version = " | head -1 | sed 's/.*version = "\(.*\)"/\1/')
-          EXAMPLE_VERSION=$(grep -A 1 "name = \"datafusion-common\"" examples/datafusion-ffi-example/Cargo.lock | grep "version = " | head -1 | sed 's/.*version = "\(.*\)"/\1/')
-          echo "Main crate datafusion version: $MAIN_VERSION"
-          echo "FFI example datafusion version: $EXAMPLE_VERSION"
-
-          if [ "$MAIN_VERSION" != "$EXAMPLE_VERSION" ]; then
-            echo "❌ Error: FFI example datafusion versions don't match!"
-            exit 1
-          fi
-
       - name: Setup Python
         uses: actions/setup-python@v6
         with:
diff --git a/Cargo.lock b/Cargo.lock
index 40b1ba7f1..e44c84b97 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1274,6 +1274,26 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "datafusion-ffi-example"
+version = "52.0.0"
+dependencies = [
+ "arrow",
+ "arrow-array",
+ "arrow-schema",
+ "async-trait",
+ "datafusion-catalog",
+ "datafusion-common",
+ "datafusion-expr",
+ "datafusion-ffi",
+ "datafusion-functions-aggregate",
+ "datafusion-functions-window",
+ "datafusion-python-util",
+ "pyo3",
+ "pyo3-build-config",
+ "pyo3-log",
+]
+
 [[package]]
 name = "datafusion-functions"
 version = "53.0.0"
@@ -1598,6 +1618,7 @@ dependencies = [
  "datafusion",
  "datafusion-ffi",
  "datafusion-proto",
+ "datafusion-python-util",
  "datafusion-substrait",
  "futures",
  "log",
@@ -1616,6 +1637,18 @@ dependencies = [
  "uuid",
 ]
 
+[[package]]
+name = "datafusion-python-util"
+version = "52.0.0"
+dependencies = [
+ "arrow",
+ "datafusion",
+ "datafusion-ffi",
+ "prost",
+ "pyo3",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-session"
 version = "53.0.0"
diff --git a/Cargo.toml b/Cargo.toml
index b584470d6..aa8aa6b38 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -15,8 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-[package]
-name = "datafusion-python"
+[workspace.package]
 version = "52.0.0"
 homepage = "https://datafusion.apache.org/python"
 repository = "https://github.com/apache/datafusion-python"
@@ -26,67 +25,43 @@ readme = "README.md"
 license = "Apache-2.0"
 edition = "2024"
 rust-version = "1.88"
-include = [
-  "/src",
-  "/datafusion",
-  "/LICENSE.txt",
-  "build.rs",
-  "pyproject.toml",
-  "Cargo.toml",
-  "Cargo.lock",
-]
 
-[features]
-default = ["mimalloc"]
-protoc = ["datafusion-substrait/protoc"]
-substrait = ["dep:datafusion-substrait"]
+[workspace]
+members = ["crates/core", "crates/util", "examples/datafusion-ffi-example"]
+resolver = "3"
 
-[dependencies]
-tokio = { version = "1.49", features = [
-  "macros",
-  "rt",
-  "rt-multi-thread",
-  "sync",
-] }
-pyo3 = { version = "0.28", features = [
-  "extension-module",
-  "abi3",
-  "abi3-py310",
-] }
-pyo3-async-runtimes = { version = "0.28", features = ["tokio-runtime"] }
+[workspace.dependencies]
+tokio = { version = "1.49" }
+pyo3 = { version = "0.28" }
+pyo3-async-runtimes = { version = "0.28" }
 pyo3-log = "0.13.3"
-arrow = { version = "58", features = ["pyarrow"] }
+arrow = { version = "58" }
+arrow-array = { version = "58" }
+arrow-schema = { version = "58" }
 arrow-select = { version = "58" }
-datafusion = { version = "53", features = ["avro", "unicode_expressions"] }
-datafusion-substrait = { version = "53", optional = true }
+datafusion = { version = "53" }
+datafusion-substrait = { version = "53" }
 datafusion-proto = { version = "53" }
 datafusion-ffi = { version = "53" }
-prost = "0.14.3" # keep in line with `datafusion-substrait`
+datafusion-catalog = { version = "53", default-features = false }
+datafusion-common = { version = "53", default-features = false }
+datafusion-functions-aggregate = { version = "53" }
+datafusion-functions-window = { version = "53" }
+datafusion-expr = { version = "53" }
+prost = "0.14.3"
 serde_json = "1"
-uuid = { version = "1.21", features = ["v4"] }
-mimalloc = { version = "0.1", optional = true, default-features = false, features = [
-  "local_dynamic_tls",
-] }
+uuid = { version = "1.21" }
+mimalloc = { version = "0.1", default-features = false }
 async-trait = "0.1.89"
 futures = "0.3"
 cstr = "0.2"
-object_store = { version = "0.13.1", features = [
-  "aws",
-  "gcp",
-  "azure",
-  "http",
-] }
+object_store = { version = "0.13.1" }
 url = "2"
 log = "0.4.29"
 parking_lot = "0.12"
-
-[build-dependencies]
-prost-types = "0.14.3"     # keep in line with `datafusion-substrait`
+prost-types = "0.14.3"                                            # keep in line with `datafusion-substrait`
 pyo3-build-config = "0.28"
-
-[lib]
-name = "datafusion_python"
-crate-type = ["cdylib", "rlib"]
+datafusion-python-util = { path = "crates/util" }
 
 [profile.release]
 lto = true
@@ -99,3 +74,8 @@ datafusion = { git = "https://github.com/apache/datafusion.git", rev = "35749607
 datafusion-substrait = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
 datafusion-proto = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
 datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-catalog = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-common = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-functions-aggregate = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-functions-window = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion-expr = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
diff --git a/README.md b/README.md
index 810ac8710..c24257876 100644
--- a/README.md
+++ b/README.md
@@ -278,6 +278,15 @@ uv run --no-project maturin develop --uv
 uv run --no-project pytest .
 ```
 
+To run the FFI tests within the examples folder, after you have built
+`datafusion-python` with the previous commands:
+
+```bash
+cd examples/datafusion-ffi-example
+uv run --no-project maturin develop --uv
+uv run --no-project pytest python/tests/_test_*py
+```
+
 ### Running & Installing pre-commit hooks
 
 `datafusion-python` takes advantage of [pre-commit](https://pre-commit.com/) to assist developers with code linting to help reduce
diff --git a/crates/core/Cargo.toml b/crates/core/Cargo.toml
new file mode 100644
index 000000000..3e2b01c8e
--- /dev/null
+++ b/crates/core/Cargo.toml
@@ -0,0 +1,82 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[package]
+name = "datafusion-python"
+version.workspace = true
+edition.workspace = true
+rust-version.workspace = true
+license.workspace = true
+description.workspace = true
+homepage.workspace = true
+repository.workspace = true
+include = [
+  "src",
+  "../LICENSE.txt",
+  "build.rs",
+  "../pyproject.toml",
+  "Cargo.toml",
+  "../Cargo.lock",
+]
+
+[dependencies]
+tokio = { workspace = true, features = [
+  "macros",
+  "rt",
+  "rt-multi-thread",
+  "sync",
+] }
+pyo3 = { workspace = true, features = [
+  "extension-module",
+  "abi3",
+  "abi3-py310",
+] }
+pyo3-async-runtimes = { workspace = true, features = ["tokio-runtime"] }
+pyo3-log = { workspace = true }
+arrow = { workspace = true, features = ["pyarrow"] }
+arrow-select = { workspace = true }
+datafusion = { workspace = true, features = ["avro", "unicode_expressions"] }
+datafusion-substrait = { workspace = true, optional = true }
+datafusion-proto = { workspace = true }
+datafusion-ffi = { workspace = true }
+prost = { workspace = true } # keep in line with `datafusion-substrait`
+serde_json = { workspace = true }
+uuid = { workspace = true, features = ["v4"] }
+mimalloc = { workspace = true, optional = true, features = [
+  "local_dynamic_tls",
+] }
+async-trait = { workspace = true }
+futures = { workspace = true }
+cstr = { workspace = true }
+object_store = { workspace = true, features = ["aws", "gcp", "azure", "http"] }
+url = { workspace = true }
+log = { workspace = true }
+parking_lot = { workspace = true }
+datafusion-python-util = { workspace = true }
+
+[build-dependencies]
+prost-types = { workspace = true }
+pyo3-build-config = { workspace = true }
+
+[features]
+default = ["mimalloc"]
+protoc = ["datafusion-substrait/protoc"]
+substrait = ["dep:datafusion-substrait"]
+
+[lib]
+name = "datafusion_python"
+crate-type = ["cdylib", "rlib"]
diff --git a/build.rs b/crates/core/build.rs
similarity index 100%
rename from build.rs
rename to crates/core/build.rs
diff --git a/src/array.rs b/crates/core/src/array.rs
similarity index 98%
rename from src/array.rs
rename to crates/core/src/array.rs
index 1ff08dfb2..99e63ef50 100644
--- a/src/array.rs
+++ b/crates/core/src/array.rs
@@ -22,13 +22,13 @@ use arrow::array::{Array, ArrayRef};
 use arrow::datatypes::{Field, FieldRef};
 use arrow::ffi::{FFI_ArrowArray, FFI_ArrowSchema};
 use arrow::pyarrow::ToPyArrow;
+use datafusion_python_util::validate_pycapsule;
 use pyo3::ffi::c_str;
 use pyo3::prelude::{PyAnyMethods, PyCapsuleMethods};
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
 
 use crate::errors::PyDataFusionResult;
-use crate::utils::validate_pycapsule;
 
 /// A Python object which implements the Arrow PyCapsule for importing
 /// into other libraries.
diff --git a/src/catalog.rs b/crates/core/src/catalog.rs
similarity index 97%
rename from src/catalog.rs
rename to crates/core/src/catalog.rs
index 43325c30d..f707e7e5c 100644
--- a/src/catalog.rs
+++ b/crates/core/src/catalog.rs
@@ -30,19 +30,20 @@ use datafusion::datasource::TableProvider;
 use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_ffi::schema_provider::FFI_SchemaProvider;
+use datafusion_python_util::{
+    create_logical_extension_capsule, ffi_logical_codec_from_pycapsule, validate_pycapsule,
+    wait_for_future,
+};
 use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::PyKeyError;
 use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::PyCapsule;
 
+use crate::context::PySessionContext;
 use crate::dataset::Dataset;
 use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::table::PyTable;
-use crate::utils::{
-    create_logical_extension_capsule, extract_logical_extension_codec, validate_pycapsule,
-    wait_for_future,
-};
 
 #[pyclass(
     from_py_object,
@@ -710,6 +711,17 @@ fn extract_schema_provider_from_pyobj(
     Ok(provider)
 }
 
+fn extract_logical_extension_codec(
+    py: Python,
+    obj: Option<Bound<PyAny>>,
+) -> PyResult<Arc<FFI_LogicalExtensionCodec>> {
+    let obj = match obj {
+        Some(obj) => obj,
+        None => PySessionContext::global_ctx()?.into_bound_py_any(py)?,
+    };
+    ffi_logical_codec_from_pycapsule(obj).map(Arc::new)
+}
+
 pub(crate) fn init_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
     m.add_class::<PyCatalog>()?;
     m.add_class::<PySchema>()?;
diff --git a/src/common.rs b/crates/core/src/common.rs
similarity index 100%
rename from src/common.rs
rename to crates/core/src/common.rs
diff --git a/src/common/data_type.rs b/crates/core/src/common/data_type.rs
similarity index 100%
rename from src/common/data_type.rs
rename to crates/core/src/common/data_type.rs
diff --git a/src/common/df_schema.rs b/crates/core/src/common/df_schema.rs
similarity index 100%
rename from src/common/df_schema.rs
rename to crates/core/src/common/df_schema.rs
diff --git a/src/common/function.rs b/crates/core/src/common/function.rs
similarity index 100%
rename from src/common/function.rs
rename to crates/core/src/common/function.rs
diff --git a/src/common/schema.rs b/crates/core/src/common/schema.rs
similarity index 100%
rename from src/common/schema.rs
rename to crates/core/src/common/schema.rs
diff --git a/src/config.rs b/crates/core/src/config.rs
similarity index 100%
rename from src/config.rs
rename to crates/core/src/config.rs
diff --git a/src/context.rs b/crates/core/src/context.rs
similarity index 99%
rename from src/context.rs
rename to crates/core/src/context.rs
index 2eaf5a737..709fdc5a2 100644
--- a/src/context.rs
+++ b/crates/core/src/context.rs
@@ -52,6 +52,10 @@ use datafusion_ffi::catalog_provider_list::FFI_CatalogProviderList;
 use datafusion_ffi::execution::FFI_TaskContextProvider;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_proto::logical_plan::DefaultLogicalExtensionCodec;
+use datafusion_python_util::{
+    create_logical_extension_capsule, ffi_logical_codec_from_pycapsule, get_global_ctx,
+    get_tokio_runtime, spawn_future, validate_pycapsule, wait_for_future,
+};
 use object_store::ObjectStore;
 use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::{PyKeyError, PyValueError};
@@ -82,10 +86,6 @@ use crate::udaf::PyAggregateUDF;
 use crate::udf::PyScalarUDF;
 use crate::udtf::PyTableFunction;
 use crate::udwf::PyWindowUDF;
-use crate::utils::{
-    create_logical_extension_capsule, extract_logical_extension_codec, get_global_ctx,
-    get_tokio_runtime, spawn_future, validate_pycapsule, wait_for_future,
-};
 
 /// Configuration options for a SessionContext
 #[pyclass(
@@ -1187,8 +1187,7 @@ impl PySessionContext {
         &self,
         codec: Bound<'py, PyAny>,
     ) -> PyDataFusionResult<Self> {
-        let py = codec.py();
-        let logical_codec = extract_logical_extension_codec(py, Some(codec))?;
+        let logical_codec = Arc::new(ffi_logical_codec_from_pycapsule(codec)?);
 
         Ok({
             Self {
@@ -1246,7 +1245,7 @@ impl PySessionContext {
 
     fn default_logical_codec(ctx: &Arc<SessionContext>) -> Arc<FFI_LogicalExtensionCodec> {
         let codec = Arc::new(DefaultLogicalExtensionCodec {});
-        let runtime = get_tokio_runtime().0.handle().clone();
+        let runtime = get_tokio_runtime().handle().clone();
         let ctx_provider = Arc::clone(ctx) as Arc<dyn TaskContextProvider>;
         Arc::new(FFI_LogicalExtensionCodec::new(
             codec,
diff --git a/src/dataframe.rs b/crates/core/src/dataframe.rs
similarity index 99%
rename from src/dataframe.rs
rename to crates/core/src/dataframe.rs
index eb1fa4a81..29fc05ed3 100644
--- a/src/dataframe.rs
+++ b/crates/core/src/dataframe.rs
@@ -41,6 +41,7 @@ use datafusion::logical_expr::SortExpr;
 use datafusion::logical_expr::dml::InsertOp;
 use datafusion::parquet::basic::{BrotliLevel, Compression, GzipLevel, ZstdLevel};
 use datafusion::prelude::*;
+use datafusion_python_util::{is_ipython_env, spawn_future, validate_pycapsule, wait_for_future};
 use futures::{StreamExt, TryStreamExt};
 use parking_lot::Mutex;
 use pyo3::PyErr;
@@ -58,7 +59,6 @@ use crate::physical_plan::PyExecutionPlan;
 use crate::record_batch::{PyRecordBatchStream, poll_next_batch};
 use crate::sql::logical::PyLogicalPlan;
 use crate::table::{PyTable, TempViewTable};
-use crate::utils::{is_ipython_env, spawn_future, validate_pycapsule, wait_for_future};
 
 /// File-level static CStr for the Arrow array stream capsule name.
 static ARROW_ARRAY_STREAM_NAME: &CStr = cstr!("arrow_array_stream");
diff --git a/src/dataset.rs b/crates/core/src/dataset.rs
similarity index 100%
rename from src/dataset.rs
rename to crates/core/src/dataset.rs
diff --git a/src/dataset_exec.rs b/crates/core/src/dataset_exec.rs
similarity index 100%
rename from src/dataset_exec.rs
rename to crates/core/src/dataset_exec.rs
diff --git a/crates/core/src/errors.rs b/crates/core/src/errors.rs
new file mode 100644
index 000000000..8babc5a56
--- /dev/null
+++ b/crates/core/src/errors.rs
@@ -0,0 +1,18 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+pub use datafusion_python_util::errors::*;
diff --git a/src/expr.rs b/crates/core/src/expr.rs
similarity index 100%
rename from src/expr.rs
rename to crates/core/src/expr.rs
diff --git a/src/expr/aggregate.rs b/crates/core/src/expr/aggregate.rs
similarity index 100%
rename from src/expr/aggregate.rs
rename to crates/core/src/expr/aggregate.rs
diff --git a/src/expr/aggregate_expr.rs b/crates/core/src/expr/aggregate_expr.rs
similarity index 100%
rename from src/expr/aggregate_expr.rs
rename to crates/core/src/expr/aggregate_expr.rs
diff --git a/src/expr/alias.rs b/crates/core/src/expr/alias.rs
similarity index 100%
rename from src/expr/alias.rs
rename to crates/core/src/expr/alias.rs
diff --git a/src/expr/analyze.rs b/crates/core/src/expr/analyze.rs
similarity index 100%
rename from src/expr/analyze.rs
rename to crates/core/src/expr/analyze.rs
diff --git a/src/expr/between.rs b/crates/core/src/expr/between.rs
similarity index 100%
rename from src/expr/between.rs
rename to crates/core/src/expr/between.rs
diff --git a/src/expr/binary_expr.rs b/crates/core/src/expr/binary_expr.rs
similarity index 100%
rename from src/expr/binary_expr.rs
rename to crates/core/src/expr/binary_expr.rs
diff --git a/src/expr/bool_expr.rs b/crates/core/src/expr/bool_expr.rs
similarity index 100%
rename from src/expr/bool_expr.rs
rename to crates/core/src/expr/bool_expr.rs
diff --git a/src/expr/case.rs b/crates/core/src/expr/case.rs
similarity index 100%
rename from src/expr/case.rs
rename to crates/core/src/expr/case.rs
diff --git a/src/expr/cast.rs b/crates/core/src/expr/cast.rs
similarity index 100%
rename from src/expr/cast.rs
rename to crates/core/src/expr/cast.rs
diff --git a/src/expr/column.rs b/crates/core/src/expr/column.rs
similarity index 100%
rename from src/expr/column.rs
rename to crates/core/src/expr/column.rs
diff --git a/src/expr/conditional_expr.rs b/crates/core/src/expr/conditional_expr.rs
similarity index 100%
rename from src/expr/conditional_expr.rs
rename to crates/core/src/expr/conditional_expr.rs
diff --git a/src/expr/copy_to.rs b/crates/core/src/expr/copy_to.rs
similarity index 100%
rename from src/expr/copy_to.rs
rename to crates/core/src/expr/copy_to.rs
diff --git a/src/expr/create_catalog.rs b/crates/core/src/expr/create_catalog.rs
similarity index 100%
rename from src/expr/create_catalog.rs
rename to crates/core/src/expr/create_catalog.rs
diff --git a/src/expr/create_catalog_schema.rs b/crates/core/src/expr/create_catalog_schema.rs
similarity index 100%
rename from src/expr/create_catalog_schema.rs
rename to crates/core/src/expr/create_catalog_schema.rs
diff --git a/src/expr/create_external_table.rs b/crates/core/src/expr/create_external_table.rs
similarity index 100%
rename from src/expr/create_external_table.rs
rename to crates/core/src/expr/create_external_table.rs
diff --git a/src/expr/create_function.rs b/crates/core/src/expr/create_function.rs
similarity index 100%
rename from src/expr/create_function.rs
rename to crates/core/src/expr/create_function.rs
diff --git a/src/expr/create_index.rs b/crates/core/src/expr/create_index.rs
similarity index 100%
rename from src/expr/create_index.rs
rename to crates/core/src/expr/create_index.rs
diff --git a/src/expr/create_memory_table.rs b/crates/core/src/expr/create_memory_table.rs
similarity index 100%
rename from src/expr/create_memory_table.rs
rename to crates/core/src/expr/create_memory_table.rs
diff --git a/src/expr/create_view.rs b/crates/core/src/expr/create_view.rs
similarity index 100%
rename from src/expr/create_view.rs
rename to crates/core/src/expr/create_view.rs
diff --git a/src/expr/describe_table.rs b/crates/core/src/expr/describe_table.rs
similarity index 100%
rename from src/expr/describe_table.rs
rename to crates/core/src/expr/describe_table.rs
diff --git a/src/expr/distinct.rs b/crates/core/src/expr/distinct.rs
similarity index 100%
rename from src/expr/distinct.rs
rename to crates/core/src/expr/distinct.rs
diff --git a/src/expr/dml.rs b/crates/core/src/expr/dml.rs
similarity index 100%
rename from src/expr/dml.rs
rename to crates/core/src/expr/dml.rs
diff --git a/src/expr/drop_catalog_schema.rs b/crates/core/src/expr/drop_catalog_schema.rs
similarity index 100%
rename from src/expr/drop_catalog_schema.rs
rename to crates/core/src/expr/drop_catalog_schema.rs
diff --git a/src/expr/drop_function.rs b/crates/core/src/expr/drop_function.rs
similarity index 100%
rename from src/expr/drop_function.rs
rename to crates/core/src/expr/drop_function.rs
diff --git a/src/expr/drop_table.rs b/crates/core/src/expr/drop_table.rs
similarity index 100%
rename from src/expr/drop_table.rs
rename to crates/core/src/expr/drop_table.rs
diff --git a/src/expr/drop_view.rs b/crates/core/src/expr/drop_view.rs
similarity index 100%
rename from src/expr/drop_view.rs
rename to crates/core/src/expr/drop_view.rs
diff --git a/src/expr/empty_relation.rs b/crates/core/src/expr/empty_relation.rs
similarity index 100%
rename from src/expr/empty_relation.rs
rename to crates/core/src/expr/empty_relation.rs
diff --git a/src/expr/exists.rs b/crates/core/src/expr/exists.rs
similarity index 100%
rename from src/expr/exists.rs
rename to crates/core/src/expr/exists.rs
diff --git a/src/expr/explain.rs b/crates/core/src/expr/explain.rs
similarity index 100%
rename from src/expr/explain.rs
rename to crates/core/src/expr/explain.rs
diff --git a/src/expr/extension.rs b/crates/core/src/expr/extension.rs
similarity index 100%
rename from src/expr/extension.rs
rename to crates/core/src/expr/extension.rs
diff --git a/src/expr/filter.rs b/crates/core/src/expr/filter.rs
similarity index 100%
rename from src/expr/filter.rs
rename to crates/core/src/expr/filter.rs
diff --git a/src/expr/grouping_set.rs b/crates/core/src/expr/grouping_set.rs
similarity index 100%
rename from src/expr/grouping_set.rs
rename to crates/core/src/expr/grouping_set.rs
diff --git a/src/expr/in_list.rs b/crates/core/src/expr/in_list.rs
similarity index 100%
rename from src/expr/in_list.rs
rename to crates/core/src/expr/in_list.rs
diff --git a/src/expr/in_subquery.rs b/crates/core/src/expr/in_subquery.rs
similarity index 100%
rename from src/expr/in_subquery.rs
rename to crates/core/src/expr/in_subquery.rs
diff --git a/src/expr/indexed_field.rs b/crates/core/src/expr/indexed_field.rs
similarity index 100%
rename from src/expr/indexed_field.rs
rename to crates/core/src/expr/indexed_field.rs
diff --git a/src/expr/join.rs b/crates/core/src/expr/join.rs
similarity index 100%
rename from src/expr/join.rs
rename to crates/core/src/expr/join.rs
diff --git a/src/expr/like.rs b/crates/core/src/expr/like.rs
similarity index 100%
rename from src/expr/like.rs
rename to crates/core/src/expr/like.rs
diff --git a/src/expr/limit.rs b/crates/core/src/expr/limit.rs
similarity index 100%
rename from src/expr/limit.rs
rename to crates/core/src/expr/limit.rs
diff --git a/src/expr/literal.rs b/crates/core/src/expr/literal.rs
similarity index 100%
rename from src/expr/literal.rs
rename to crates/core/src/expr/literal.rs
diff --git a/src/expr/logical_node.rs b/crates/core/src/expr/logical_node.rs
similarity index 100%
rename from src/expr/logical_node.rs
rename to crates/core/src/expr/logical_node.rs
diff --git a/src/expr/placeholder.rs b/crates/core/src/expr/placeholder.rs
similarity index 100%
rename from src/expr/placeholder.rs
rename to crates/core/src/expr/placeholder.rs
diff --git a/src/expr/projection.rs b/crates/core/src/expr/projection.rs
similarity index 100%
rename from src/expr/projection.rs
rename to crates/core/src/expr/projection.rs
diff --git a/src/expr/recursive_query.rs b/crates/core/src/expr/recursive_query.rs
similarity index 100%
rename from src/expr/recursive_query.rs
rename to crates/core/src/expr/recursive_query.rs
diff --git a/src/expr/repartition.rs b/crates/core/src/expr/repartition.rs
similarity index 100%
rename from src/expr/repartition.rs
rename to crates/core/src/expr/repartition.rs
diff --git a/src/expr/scalar_subquery.rs b/crates/core/src/expr/scalar_subquery.rs
similarity index 100%
rename from src/expr/scalar_subquery.rs
rename to crates/core/src/expr/scalar_subquery.rs
diff --git a/src/expr/scalar_variable.rs b/crates/core/src/expr/scalar_variable.rs
similarity index 100%
rename from src/expr/scalar_variable.rs
rename to crates/core/src/expr/scalar_variable.rs
diff --git a/src/expr/set_comparison.rs b/crates/core/src/expr/set_comparison.rs
similarity index 100%
rename from src/expr/set_comparison.rs
rename to crates/core/src/expr/set_comparison.rs
diff --git a/src/expr/signature.rs b/crates/core/src/expr/signature.rs
similarity index 100%
rename from src/expr/signature.rs
rename to crates/core/src/expr/signature.rs
diff --git a/src/expr/sort.rs b/crates/core/src/expr/sort.rs
similarity index 100%
rename from src/expr/sort.rs
rename to crates/core/src/expr/sort.rs
diff --git a/src/expr/sort_expr.rs b/crates/core/src/expr/sort_expr.rs
similarity index 100%
rename from src/expr/sort_expr.rs
rename to crates/core/src/expr/sort_expr.rs
diff --git a/src/expr/statement.rs b/crates/core/src/expr/statement.rs
similarity index 100%
rename from src/expr/statement.rs
rename to crates/core/src/expr/statement.rs
diff --git a/src/expr/subquery.rs b/crates/core/src/expr/subquery.rs
similarity index 100%
rename from src/expr/subquery.rs
rename to crates/core/src/expr/subquery.rs
diff --git a/src/expr/subquery_alias.rs b/crates/core/src/expr/subquery_alias.rs
similarity index 100%
rename from src/expr/subquery_alias.rs
rename to crates/core/src/expr/subquery_alias.rs
diff --git a/src/expr/table_scan.rs b/crates/core/src/expr/table_scan.rs
similarity index 100%
rename from src/expr/table_scan.rs
rename to crates/core/src/expr/table_scan.rs
diff --git a/src/expr/union.rs b/crates/core/src/expr/union.rs
similarity index 100%
rename from src/expr/union.rs
rename to crates/core/src/expr/union.rs
diff --git a/src/expr/unnest.rs b/crates/core/src/expr/unnest.rs
similarity index 100%
rename from src/expr/unnest.rs
rename to crates/core/src/expr/unnest.rs
diff --git a/src/expr/unnest_expr.rs b/crates/core/src/expr/unnest_expr.rs
similarity index 100%
rename from src/expr/unnest_expr.rs
rename to crates/core/src/expr/unnest_expr.rs
diff --git a/src/expr/values.rs b/crates/core/src/expr/values.rs
similarity index 100%
rename from src/expr/values.rs
rename to crates/core/src/expr/values.rs
diff --git a/src/expr/window.rs b/crates/core/src/expr/window.rs
similarity index 100%
rename from src/expr/window.rs
rename to crates/core/src/expr/window.rs
diff --git a/src/functions.rs b/crates/core/src/functions.rs
similarity index 100%
rename from src/functions.rs
rename to crates/core/src/functions.rs
diff --git a/src/lib.rs b/crates/core/src/lib.rs
similarity index 97%
rename from src/lib.rs
rename to crates/core/src/lib.rs
index 468243a3d..fc2d006d3 100644
--- a/src/lib.rs
+++ b/crates/core/src/lib.rs
@@ -62,15 +62,11 @@ mod udaf;
 mod udf;
 pub mod udtf;
 mod udwf;
-pub mod utils;
 
 #[cfg(feature = "mimalloc")]
 #[global_allocator]
 static GLOBAL: MiMalloc = MiMalloc;
 
-// Used to define Tokio Runtime as a Python module attribute
-pub(crate) struct TokioRuntime(tokio::runtime::Runtime);
-
 /// Low-level DataFusion internal package.
 ///
 /// The higher-level public API is defined in pure python files under the
diff --git a/src/options.rs b/crates/core/src/options.rs
similarity index 100%
rename from src/options.rs
rename to crates/core/src/options.rs
diff --git a/src/physical_plan.rs b/crates/core/src/physical_plan.rs
similarity index 100%
rename from src/physical_plan.rs
rename to crates/core/src/physical_plan.rs
diff --git a/src/pyarrow_filter_expression.rs b/crates/core/src/pyarrow_filter_expression.rs
similarity index 100%
rename from src/pyarrow_filter_expression.rs
rename to crates/core/src/pyarrow_filter_expression.rs
diff --git a/src/pyarrow_util.rs b/crates/core/src/pyarrow_util.rs
similarity index 100%
rename from src/pyarrow_util.rs
rename to crates/core/src/pyarrow_util.rs
diff --git a/src/record_batch.rs b/crates/core/src/record_batch.rs
similarity index 98%
rename from src/record_batch.rs
rename to crates/core/src/record_batch.rs
index e8abc641b..0492c6c76 100644
--- a/src/record_batch.rs
+++ b/crates/core/src/record_batch.rs
@@ -20,6 +20,7 @@ use std::sync::Arc;
 use datafusion::arrow::pyarrow::ToPyArrow;
 use datafusion::arrow::record_batch::RecordBatch;
 use datafusion::physical_plan::SendableRecordBatchStream;
+use datafusion_python_util::wait_for_future;
 use futures::StreamExt;
 use pyo3::exceptions::{PyStopAsyncIteration, PyStopIteration};
 use pyo3::prelude::*;
@@ -27,7 +28,6 @@ use pyo3::{PyAny, PyResult, Python, pyclass, pymethods};
 use tokio::sync::Mutex;
 
 use crate::errors::PyDataFusionError;
-use crate::utils::wait_for_future;
 
 #[pyclass(name = "RecordBatch", module = "datafusion", subclass, frozen)]
 pub struct PyRecordBatch {
diff --git a/src/sql.rs b/crates/core/src/sql.rs
similarity index 100%
rename from src/sql.rs
rename to crates/core/src/sql.rs
diff --git a/src/sql/exceptions.rs b/crates/core/src/sql/exceptions.rs
similarity index 100%
rename from src/sql/exceptions.rs
rename to crates/core/src/sql/exceptions.rs
diff --git a/src/sql/logical.rs b/crates/core/src/sql/logical.rs
similarity index 100%
rename from src/sql/logical.rs
rename to crates/core/src/sql/logical.rs
diff --git a/src/sql/util.rs b/crates/core/src/sql/util.rs
similarity index 100%
rename from src/sql/util.rs
rename to crates/core/src/sql/util.rs
diff --git a/src/store.rs b/crates/core/src/store.rs
similarity index 100%
rename from src/store.rs
rename to crates/core/src/store.rs
diff --git a/src/substrait.rs b/crates/core/src/substrait.rs
similarity index 99%
rename from src/substrait.rs
rename to crates/core/src/substrait.rs
index c2f112520..27e446f48 100644
--- a/src/substrait.rs
+++ b/crates/core/src/substrait.rs
@@ -15,6 +15,7 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use datafusion_python_util::wait_for_future;
 use datafusion_substrait::logical_plan::{consumer, producer};
 use datafusion_substrait::serializer;
 use datafusion_substrait::substrait::proto::Plan;
@@ -25,7 +26,6 @@ use pyo3::types::PyBytes;
 use crate::context::PySessionContext;
 use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::sql::logical::PyLogicalPlan;
-use crate::utils::wait_for_future;
 
 #[pyclass(
     from_py_object,
diff --git a/src/table.rs b/crates/core/src/table.rs
similarity index 99%
rename from src/table.rs
rename to crates/core/src/table.rs
index b9f30af9c..3dfe3e9cf 100644
--- a/src/table.rs
+++ b/crates/core/src/table.rs
@@ -27,13 +27,13 @@ use datafusion::datasource::{TableProvider, TableType};
 use datafusion::logical_expr::{Expr, LogicalPlanBuilder, TableProviderFilterPushDown};
 use datafusion::physical_plan::ExecutionPlan;
 use datafusion::prelude::DataFrame;
+use datafusion_python_util::table_provider_from_pycapsule;
 use pyo3::IntoPyObjectExt;
 use pyo3::prelude::*;
 
 use crate::context::PySessionContext;
 use crate::dataframe::PyDataFrame;
 use crate::dataset::Dataset;
-use crate::utils::table_provider_from_pycapsule;
 
 /// This struct is used as a common method for all TableProviders,
 /// whether they refer to an FFI provider, an internally known
diff --git a/src/udaf.rs b/crates/core/src/udaf.rs
similarity index 99%
rename from src/udaf.rs
rename to crates/core/src/udaf.rs
index 7ba499c66..ed26c79cc 100644
--- a/src/udaf.rs
+++ b/crates/core/src/udaf.rs
@@ -27,6 +27,7 @@ use datafusion::logical_expr::{
     Accumulator, AccumulatorFactoryFunction, AggregateUDF, AggregateUDFImpl, create_udaf,
 };
 use datafusion_ffi::udaf::FFI_AggregateUDF;
+use datafusion_python_util::{parse_volatility, validate_pycapsule};
 use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
@@ -34,7 +35,6 @@ use pyo3::types::{PyCapsule, PyTuple};
 use crate::common::data_type::PyScalarValue;
 use crate::errors::{PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::expr::PyExpr;
-use crate::utils::{parse_volatility, validate_pycapsule};
 
 #[derive(Debug)]
 struct RustAccumulator {
diff --git a/src/udf.rs b/crates/core/src/udf.rs
similarity index 99%
rename from src/udf.rs
rename to crates/core/src/udf.rs
index 2d60abc09..7543f96d4 100644
--- a/src/udf.rs
+++ b/crates/core/src/udf.rs
@@ -32,6 +32,7 @@ use datafusion::logical_expr::{
     Volatility,
 };
 use datafusion_ffi::udf::FFI_ScalarUDF;
+use datafusion_python_util::{parse_volatility, validate_pycapsule};
 use pyo3::ffi::c_str;
 use pyo3::prelude::*;
 use pyo3::types::{PyCapsule, PyTuple};
@@ -39,7 +40,6 @@ use pyo3::types::{PyCapsule, PyTuple};
 use crate::array::PyArrowArrayExportable;
 use crate::errors::{PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::expr::PyExpr;
-use crate::utils::{parse_volatility, validate_pycapsule};
 
 /// This struct holds the Python written function that is a
 /// ScalarUDF.
diff --git a/src/udtf.rs b/crates/core/src/udtf.rs
similarity index 99%
rename from src/udtf.rs
rename to crates/core/src/udtf.rs
index 24df93e2b..77c5ffbbc 100644
--- a/src/udtf.rs
+++ b/crates/core/src/udtf.rs
@@ -22,6 +22,7 @@ use datafusion::catalog::{TableFunctionImpl, TableProvider};
 use datafusion::error::Result as DataFusionResult;
 use datafusion::logical_expr::Expr;
 use datafusion_ffi::udtf::FFI_TableFunction;
+use datafusion_python_util::validate_pycapsule;
 use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::{PyImportError, PyTypeError};
 use pyo3::ffi::c_str;
@@ -32,7 +33,6 @@ use crate::context::PySessionContext;
 use crate::errors::{py_datafusion_err, to_datafusion_err};
 use crate::expr::PyExpr;
 use crate::table::PyTable;
-use crate::utils::validate_pycapsule;
 
 /// Represents a user defined table function
 #[pyclass(from_py_object, frozen, name = "TableFunction", module = "datafusion")]
diff --git a/src/udwf.rs b/crates/core/src/udwf.rs
similarity index 99%
rename from src/udwf.rs
rename to crates/core/src/udwf.rs
index de63e2f9a..ff7ab0352 100644
--- a/src/udwf.rs
+++ b/crates/core/src/udwf.rs
@@ -32,6 +32,7 @@ use datafusion::logical_expr::{
 };
 use datafusion::scalar::ScalarValue;
 use datafusion_ffi::udwf::FFI_WindowUDF;
+use datafusion_python_util::{parse_volatility, validate_pycapsule};
 use pyo3::exceptions::PyValueError;
 use pyo3::ffi::c_str;
 use pyo3::prelude::*;
@@ -40,7 +41,6 @@ use pyo3::types::{PyCapsule, PyList, PyTuple};
 use crate::common::data_type::PyScalarValue;
 use crate::errors::{PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 use crate::expr::PyExpr;
-use crate::utils::{parse_volatility, validate_pycapsule};
 
 #[derive(Debug)]
 struct RustPartitionEvaluator {
diff --git a/src/unparser/dialect.rs b/crates/core/src/unparser/dialect.rs
similarity index 100%
rename from src/unparser/dialect.rs
rename to crates/core/src/unparser/dialect.rs
diff --git a/src/unparser/mod.rs b/crates/core/src/unparser/mod.rs
similarity index 100%
rename from src/unparser/mod.rs
rename to crates/core/src/unparser/mod.rs
diff --git a/crates/util/Cargo.toml b/crates/util/Cargo.toml
new file mode 100644
index 000000000..00d5946a5
--- /dev/null
+++ b/crates/util/Cargo.toml
@@ -0,0 +1,34 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[package]
+name = "datafusion-python-util"
+version.workspace = true
+edition.workspace = true
+rust-version.workspace = true
+license.workspace = true
+description.workspace = true
+homepage.workspace = true
+repository.workspace = true
+
+[dependencies]
+tokio = { workspace = true, features = ["macros", "rt", "rt-multi-thread"] }
+pyo3 = { workspace = true }
+datafusion = { workspace = true }
+datafusion-ffi = { workspace = true }
+arrow = { workspace = true }
+prost = { workspace = true }
diff --git a/src/errors.rs b/crates/util/src/errors.rs
similarity index 100%
rename from src/errors.rs
rename to crates/util/src/errors.rs
diff --git a/src/utils.rs b/crates/util/src/lib.rs
similarity index 85%
rename from src/utils.rs
rename to crates/util/src/lib.rs
index 5085018f7..2678a6b9a 100644
--- a/src/utils.rs
+++ b/crates/util/src/lib.rs
@@ -25,7 +25,6 @@ use datafusion::execution::context::SessionContext;
 use datafusion::logical_expr::Volatility;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
 use datafusion_ffi::table_provider::FFI_TableProvider;
-use pyo3::IntoPyObjectExt;
 use pyo3::exceptions::{PyImportError, PyTypeError, PyValueError};
 use pyo3::ffi::c_str;
 use pyo3::prelude::*;
@@ -34,24 +33,24 @@ use tokio::runtime::Runtime;
 use tokio::task::JoinHandle;
 use tokio::time::sleep;
 
-use crate::TokioRuntime;
-use crate::context::PySessionContext;
 use crate::errors::{PyDataFusionError, PyDataFusionResult, py_datafusion_err, to_datafusion_err};
 
+pub mod errors;
+
 /// Utility to get the Tokio Runtime from Python
 #[inline]
-pub(crate) fn get_tokio_runtime() -> &'static TokioRuntime {
+pub fn get_tokio_runtime() -> &'static Runtime {
     // NOTE: Other pyo3 python libraries have had issues with using tokio
     // behind a forking app-server like `gunicorn`
     // If we run into that problem, in the future we can look to `delta-rs`
     // which adds a check in that disallows calls from a forked process
     // https://github.com/delta-io/delta-rs/blob/87010461cfe01563d91a4b9cd6fa468e2ad5f283/python/src/utils.rs#L10-L31
-    static RUNTIME: OnceLock<TokioRuntime> = OnceLock::new();
-    RUNTIME.get_or_init(|| TokioRuntime(tokio::runtime::Runtime::new().unwrap()))
+    static RUNTIME: OnceLock<Runtime> = OnceLock::new();
+    RUNTIME.get_or_init(|| Runtime::new().unwrap())
 }
 
 #[inline]
-pub(crate) fn is_ipython_env(py: Python) -> &'static bool {
+pub fn is_ipython_env(py: Python) -> &'static bool {
     static IS_IPYTHON_ENV: OnceLock<bool> = OnceLock::new();
     IS_IPYTHON_ENV.get_or_init(|| {
         py.import("IPython")
@@ -63,7 +62,7 @@ pub(crate) fn is_ipython_env(py: Python) -> &'static bool {
 
 /// Utility to get the Global Datafussion CTX
 #[inline]
-pub(crate) fn get_global_ctx() -> &'static Arc<SessionContext> {
+pub fn get_global_ctx() -> &'static Arc<SessionContext> {
     static CTX: OnceLock<Arc<SessionContext>> = OnceLock::new();
     CTX.get_or_init(|| Arc::new(SessionContext::new()))
 }
@@ -77,7 +76,7 @@ where
     F: Future + Send,
     F::Output: Send,
 {
-    let runtime: &Runtime = &get_tokio_runtime().0;
+    let runtime: &Runtime = get_tokio_runtime();
     const INTERVAL_CHECK_SIGNALS: Duration = Duration::from_millis(1_000);
 
     // Some fast running processes that generate many `wait_for_future` calls like
@@ -111,12 +110,12 @@ where
 
 /// Spawn a [`Future`] on the Tokio runtime and wait for completion
 /// while respecting Python signal handling.
-pub(crate) fn spawn_future<F, T>(py: Python, fut: F) -> PyDataFusionResult<T>
+pub fn spawn_future<F, T>(py: Python, fut: F) -> PyDataFusionResult<T>
 where
     F: Future<Output = datafusion::common::Result<T>> + Send + 'static,
     T: Send + 'static,
 {
-    let rt = &get_tokio_runtime().0;
+    let rt = get_tokio_runtime();
     let handle: JoinHandle<datafusion::common::Result<T>> = rt.spawn(fut);
     // Wait for the join handle while respecting Python signal handling.
     // We handle errors in two steps so `?` maps the error types correctly:
@@ -138,7 +137,7 @@ where
     Ok(inner_result?)
 }
 
-pub(crate) fn parse_volatility(value: &str) -> PyDataFusionResult<Volatility> {
+pub fn parse_volatility(value: &str) -> PyDataFusionResult<Volatility> {
     Ok(match value {
         "immutable" => Volatility::Immutable,
         "stable" => Volatility::Stable,
@@ -152,7 +151,7 @@ pub(crate) fn parse_volatility(value: &str) -> PyDataFusionResult<Volatility> {
     })
 }
 
-pub(crate) fn validate_pycapsule(capsule: &Bound<PyCapsule>, name: &str) -> PyResult<()> {
+pub fn validate_pycapsule(capsule: &Bound<PyCapsule>, name: &str) -> PyResult<()> {
     let capsule_name = capsule.name()?;
     if capsule_name.is_none() {
         return Err(PyValueError::new_err(format!(
@@ -170,7 +169,7 @@ pub(crate) fn validate_pycapsule(capsule: &Bound<PyCapsule>, name: &str) -> PyRe
     Ok(())
 }
 
-pub(crate) fn table_provider_from_pycapsule<'py>(
+pub fn table_provider_from_pycapsule<'py>(
     mut obj: Bound<'py, PyAny>,
     session: Bound<'py, PyAny>,
 ) -> PyResult<Option<Arc<dyn TableProvider>>> {
@@ -202,37 +201,31 @@ pub(crate) fn table_provider_from_pycapsule<'py>(
     }
 }
 
-pub(crate) fn extract_logical_extension_codec(
-    py: Python,
-    obj: Option<Bound<PyAny>>,
-) -> PyResult<Arc<FFI_LogicalExtensionCodec>> {
-    let obj = match obj {
-        Some(obj) => obj,
-        None => PySessionContext::global_ctx()?.into_bound_py_any(py)?,
-    };
-    let capsule = if obj.hasattr("__datafusion_logical_extension_codec__")? {
-        obj.getattr("__datafusion_logical_extension_codec__")?
-            .call0()?
+pub fn create_logical_extension_capsule<'py>(
+    py: Python<'py>,
+    codec: &FFI_LogicalExtensionCodec,
+) -> PyResult<Bound<'py, PyCapsule>> {
+    let name = cr"datafusion_logical_extension_codec".into();
+    let codec = codec.clone();
+
+    PyCapsule::new(py, codec, Some(name))
+}
+
+pub fn ffi_logical_codec_from_pycapsule(obj: Bound<PyAny>) -> PyResult<FFI_LogicalExtensionCodec> {
+    let attr_name = "__datafusion_logical_extension_codec__";
+    let capsule = if obj.hasattr(attr_name)? {
+        obj.getattr(attr_name)?.call0()?
     } else {
         obj
     };
-    let capsule = capsule.cast::<PyCapsule>().map_err(py_datafusion_err)?;
 
+    let capsule = capsule.cast::<PyCapsule>()?;
     validate_pycapsule(capsule, "datafusion_logical_extension_codec")?;
 
     let data: NonNull<FFI_LogicalExtensionCodec> = capsule
         .pointer_checked(Some(c_str!("datafusion_logical_extension_codec")))?
         .cast();
     let codec = unsafe { data.as_ref() };
-    Ok(Arc::new(codec.clone()))
-}
 
-pub(crate) fn create_logical_extension_capsule<'py>(
-    py: Python<'py>,
-    codec: &FFI_LogicalExtensionCodec,
-) -> PyResult<Bound<'py, PyCapsule>> {
-    let name = cr"datafusion_logical_extension_codec".into();
-    let codec = codec.clone();
-
-    PyCapsule::new(py, codec, Some(name))
+    Ok(codec.clone())
 }
diff --git a/examples/datafusion-ffi-example/.cargo/config.toml b/examples/datafusion-ffi-example/.cargo/config.toml
deleted file mode 100644
index af951327f..000000000
--- a/examples/datafusion-ffi-example/.cargo/config.toml
+++ /dev/null
@@ -1,5 +0,0 @@
-[target.x86_64-apple-darwin]
-rustflags = ["-C", "link-arg=-undefined", "-C", "link-arg=dynamic_lookup"]
-
-[target.aarch64-apple-darwin]
-rustflags = ["-C", "link-arg=-undefined", "-C", "link-arg=dynamic_lookup"]
diff --git a/examples/datafusion-ffi-example/Cargo.lock b/examples/datafusion-ffi-example/Cargo.lock
deleted file mode 100644
index ede9b446b..000000000
--- a/examples/datafusion-ffi-example/Cargo.lock
+++ /dev/null
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-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ecc8ac4bc1dc3381b7f59c34f00b67e18f910c2c0f50015669dde7def656a736"
-dependencies = [
- "anyhow",
- "id-arena",
- "indexmap",
- "log",
- "semver",
- "serde",
- "serde_derive",
- "serde_json",
- "unicode-xid",
- "wasmparser",
-]
-
-[[package]]
-name = "writeable"
-version = "0.6.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
-
-[[package]]
-name = "yoke"
-version = "0.8.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72d6e5c6afb84d73944e5cedb052c4680d5657337201555f9f2a16b7406d4954"
-dependencies = [
- "stable_deref_trait",
- "yoke-derive",
- "zerofrom",
-]
-
-[[package]]
-name = "yoke-derive"
-version = "0.8.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.117",
- "synstructure",
-]
-
-[[package]]
-name = "zerocopy"
-version = "0.8.39"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "db6d35d663eadb6c932438e763b262fe1a70987f9ae936e60158176d710cae4a"
-dependencies = [
- "zerocopy-derive",
-]
-
-[[package]]
-name = "zerocopy-derive"
-version = "0.8.39"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.117",
-]
-
-[[package]]
-name = "zerofrom"
-version = "0.1.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "50cc42e0333e05660c3587f3bf9d0478688e15d870fab3346451ce7f8c9fbea5"
-dependencies = [
- "zerofrom-derive",
-]
-
-[[package]]
-name = "zerofrom-derive"
-version = "0.1.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.117",
- "synstructure",
-]
-
-[[package]]
-name = "zerotrie"
-version = "0.2.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2a59c17a5562d507e4b54960e8569ebee33bee890c70aa3fe7b97e85a9fd7851"
-dependencies = [
- "displaydoc",
- "yoke",
- "zerofrom",
-]
-
-[[package]]
-name = "zerovec"
-version = "0.11.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6c28719294829477f525be0186d13efa9a3c602f7ec202ca9e353d310fb9a002"
-dependencies = [
- "yoke",
- "zerofrom",
- "zerovec-derive",
-]
-
-[[package]]
-name = "zerovec-derive"
-version = "0.11.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.117",
-]
-
-[[package]]
-name = "zlib-rs"
-version = "0.6.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c745c48e1007337ed136dc99df34128b9faa6ed542d80a1c673cf55a6d7236c8"
-
-[[package]]
-name = "zmij"
-version = "1.0.21"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
-
-[[package]]
-name = "zstd"
-version = "0.13.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e91ee311a569c327171651566e07972200e76fcfe2242a4fa446149a3881c08a"
-dependencies = [
- "zstd-safe",
-]
-
-[[package]]
-name = "zstd-safe"
-version = "7.2.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8f49c4d5f0abb602a93fb8736af2a4f4dd9512e36f7f570d66e65ff867ed3b9d"
-dependencies = [
- "zstd-sys",
-]
-
-[[package]]
-name = "zstd-sys"
-version = "2.0.16+zstd.1.5.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "91e19ebc2adc8f83e43039e79776e3fda8ca919132d68a1fed6a5faca2683748"
-dependencies = [
- "cc",
- "pkg-config",
-]
diff --git a/examples/datafusion-ffi-example/Cargo.toml b/examples/datafusion-ffi-example/Cargo.toml
index be6096faf..178dce9f9 100644
--- a/examples/datafusion-ffi-example/Cargo.toml
+++ b/examples/datafusion-ffi-example/Cargo.toml
@@ -17,40 +17,37 @@
 
 [package]
 name = "datafusion-ffi-example"
-version = "0.2.0"
-edition = "2024"
+version.workspace = true
+edition.workspace = true
+license.workspace = true
+description.workspace = true
+homepage.workspace = true
+repository.workspace = true
+publish = false
 
 [dependencies]
-datafusion-catalog = { version = "53", default-features = false }
-datafusion-common = { version = "53", default-features = false }
-datafusion-functions-aggregate = { version = "53" }
-datafusion-functions-window = { version = "53" }
-datafusion-expr = { version = "53" }
-datafusion-ffi = { version = "53" }
+datafusion-catalog = { workspace = true, default-features = false }
+datafusion-common = { workspace = true, default-features = false }
+datafusion-functions-aggregate = { workspace = true }
+datafusion-functions-window = { workspace = true }
+datafusion-expr = { workspace = true }
+datafusion-ffi = { workspace = true }
 
-pyo3 = { version = "0.28", features = [
+arrow = { workspace = true }
+arrow-array = { workspace = true }
+arrow-schema = { workspace = true }
+async-trait = { workspace = true }
+datafusion-python-util.workspace = true
+pyo3 = { workspace = true, features = [
   "extension-module",
   "abi3",
-  "abi3-py39",
+  "abi3-py310",
 ] }
-arrow = { version = "58" }
-arrow-array = { version = "58" }
-arrow-schema = { version = "58" }
-async-trait = "0.1.89"
-pyo3-log = "0.13.2"
+pyo3-log = { workspace = true }
 
 [build-dependencies]
-pyo3-build-config = "0.28"
+pyo3-build-config = { workspace = true }
 
 [lib]
 name = "datafusion_ffi_example"
 crate-type = ["cdylib", "rlib"]
-
-# TODO: remove when datafusion-53 is released
-[patch.crates-io]
-datafusion-catalog = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-common = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-functions-aggregate = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-functions-window = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-expr = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
diff --git a/examples/datafusion-ffi-example/src/catalog_provider.rs b/examples/datafusion-ffi-example/src/catalog_provider.rs
index d0e07c787..bd5da1e4d 100644
--- a/examples/datafusion-ffi-example/src/catalog_provider.rs
+++ b/examples/datafusion-ffi-example/src/catalog_provider.rs
@@ -29,11 +29,10 @@ use datafusion_common::error::{DataFusionError, Result};
 use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
 use datafusion_ffi::catalog_provider_list::FFI_CatalogProviderList;
 use datafusion_ffi::schema_provider::FFI_SchemaProvider;
+use datafusion_python_util::ffi_logical_codec_from_pycapsule;
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
 
-use crate::utils::ffi_logical_codec_from_pycapsule;
-
 pub fn my_table() -> Arc<dyn TableProvider + 'static> {
     use arrow::datatypes::{DataType, Field};
     use datafusion_common::record_batch;
diff --git a/examples/datafusion-ffi-example/src/lib.rs b/examples/datafusion-ffi-example/src/lib.rs
index 23f2001a2..3627c149e 100644
--- a/examples/datafusion-ffi-example/src/lib.rs
+++ b/examples/datafusion-ffi-example/src/lib.rs
@@ -29,7 +29,6 @@ pub(crate) mod catalog_provider;
 pub(crate) mod scalar_udf;
 pub(crate) mod table_function;
 pub(crate) mod table_provider;
-pub(crate) mod utils;
 pub(crate) mod window_udf;
 
 #[pymodule]
diff --git a/examples/datafusion-ffi-example/src/table_function.rs b/examples/datafusion-ffi-example/src/table_function.rs
index 0914e161c..79c13f64d 100644
--- a/examples/datafusion-ffi-example/src/table_function.rs
+++ b/examples/datafusion-ffi-example/src/table_function.rs
@@ -21,11 +21,11 @@ use datafusion_catalog::{TableFunctionImpl, TableProvider};
 use datafusion_common::error::Result as DataFusionResult;
 use datafusion_expr::Expr;
 use datafusion_ffi::udtf::FFI_TableFunction;
+use datafusion_python_util::ffi_logical_codec_from_pycapsule;
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
 
 use crate::table_provider::MyTableProvider;
-use crate::utils::ffi_logical_codec_from_pycapsule;
 
 #[pyclass(
     from_py_object,
diff --git a/examples/datafusion-ffi-example/src/table_provider.rs b/examples/datafusion-ffi-example/src/table_provider.rs
index 2c79e6ef9..358ef7402 100644
--- a/examples/datafusion-ffi-example/src/table_provider.rs
+++ b/examples/datafusion-ffi-example/src/table_provider.rs
@@ -22,12 +22,11 @@ use arrow_schema::{DataType, Field, Schema};
 use datafusion_catalog::MemTable;
 use datafusion_common::error::{DataFusionError, Result as DataFusionResult};
 use datafusion_ffi::table_provider::FFI_TableProvider;
+use datafusion_python_util::ffi_logical_codec_from_pycapsule;
 use pyo3::exceptions::PyRuntimeError;
 use pyo3::types::PyCapsule;
 use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
 
-use crate::utils::ffi_logical_codec_from_pycapsule;
-
 /// In order to provide a test that demonstrates different sized record batches,
 /// the first batch will have num_rows, the second batch num_rows+1, and so on.
 #[pyclass(
diff --git a/examples/datafusion-ffi-example/src/utils.rs b/examples/datafusion-ffi-example/src/utils.rs
deleted file mode 100644
index 5f2865aa2..000000000
--- a/examples/datafusion-ffi-example/src/utils.rs
+++ /dev/null
@@ -1,64 +0,0 @@
-// Licensed to the Apache Software Foundation (ASF) under one
-// or more contributor license agreements.  See the NOTICE file
-// distributed with this work for additional information
-// regarding copyright ownership.  The ASF licenses this file
-// to you under the Apache License, Version 2.0 (the
-// "License"); you may not use this file except in compliance
-// with the License.  You may obtain a copy of the License at
-//
-//   http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing,
-// software distributed under the License is distributed on an
-// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-// KIND, either express or implied.  See the License for the
-// specific language governing permissions and limitations
-// under the License.
-
-use std::ptr::NonNull;
-
-use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
-use pyo3::exceptions::PyValueError;
-use pyo3::ffi::c_str;
-use pyo3::prelude::{PyAnyMethods, PyCapsuleMethods};
-use pyo3::types::PyCapsule;
-use pyo3::{Bound, PyAny, PyResult};
-
-pub(crate) fn ffi_logical_codec_from_pycapsule(
-    obj: Bound<PyAny>,
-) -> PyResult<FFI_LogicalExtensionCodec> {
-    let attr_name = "__datafusion_logical_extension_codec__";
-    let capsule = if obj.hasattr(attr_name)? {
-        obj.getattr(attr_name)?.call0()?
-    } else {
-        obj
-    };
-
-    let capsule = capsule.cast::<PyCapsule>()?;
-    validate_pycapsule(capsule, "datafusion_logical_extension_codec")?;
-
-    let data: NonNull<FFI_LogicalExtensionCodec> = capsule
-        .pointer_checked(Some(c_str!("datafusion_logical_extension_codec")))?
-        .cast();
-    let codec = unsafe { data.as_ref() };
-
-    Ok(codec.clone())
-}
-
-pub(crate) fn validate_pycapsule(capsule: &Bound<PyCapsule>, name: &str) -> PyResult<()> {
-    let capsule_name = capsule.name()?;
-    if capsule_name.is_none() {
-        return Err(PyValueError::new_err(format!(
-            "Expected {name} PyCapsule to have name set."
-        )));
-    }
-
-    let capsule_name = unsafe { capsule_name.unwrap().as_cstr().to_str()? };
-    if capsule_name != name {
-        return Err(PyValueError::new_err(format!(
-            "Expected name '{name}' in PyCapsule, instead got '{capsule_name}'"
-        )));
-    }
-
-    Ok(())
-}
diff --git a/pyproject.toml b/pyproject.toml
index b238e049e..117aeefc2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,6 +59,7 @@ repository = "https://github.com/apache/datafusion-python"
 profile = "black"
 
 [tool.maturin]
+manifest-path = "crates/core/Cargo.toml"
 python-source = "python"
 module-name = "datafusion._internal"
 include = [{ path = "Cargo.lock", format = "sdist" }]

From 21990b0bb01599fb67dbd8686c907e5f810aace3 Mon Sep 17 00:00:00 2001
From: "Paul J. Davis" <paul.joseph.davis@gmail.com>
Date: Mon, 16 Mar 2026 07:07:50 -0500
Subject: [PATCH 60/65] feat: Add FFI_TableProviderFactory support (#1396)

* feat: Add FFI_TableProviderFactory support

This wraps the new FFI_TableProviderFactory APIs in datafusion-ffi.

* Address PR comments

* Add support for Python based TableProviderFactory

This adds the ability to register Python based TableProviderFactory
instances to the SessionContext.

* Correction after rebase

---------

Co-authored-by: Tim Saucer <timsaucer@gmail.com>
---
 crates/core/src/context.rs                    | 42 ++++++++-
 crates/core/src/table.rs                      | 59 ++++++++++++-
 .../tests/_test_table_provider_factory.py     | 41 +++++++++
 examples/datafusion-ffi-example/src/lib.rs    |  3 +
 .../src/table_provider_factory.rs             | 87 +++++++++++++++++++
 python/datafusion/catalog.py                  | 19 ++++
 python/datafusion/context.py                  | 18 ++++
 python/tests/test_catalog.py                  | 27 ++++++
 8 files changed, 291 insertions(+), 5 deletions(-)
 create mode 100644 examples/datafusion-ffi-example/python/tests/_test_table_provider_factory.py
 create mode 100644 examples/datafusion-ffi-example/src/table_provider_factory.rs

diff --git a/crates/core/src/context.rs b/crates/core/src/context.rs
index 709fdc5a2..200b6470b 100644
--- a/crates/core/src/context.rs
+++ b/crates/core/src/context.rs
@@ -27,7 +27,7 @@ use arrow::pyarrow::FromPyArrow;
 use datafusion::arrow::datatypes::{DataType, Schema, SchemaRef};
 use datafusion::arrow::pyarrow::PyArrowType;
 use datafusion::arrow::record_batch::RecordBatch;
-use datafusion::catalog::{CatalogProvider, CatalogProviderList};
+use datafusion::catalog::{CatalogProvider, CatalogProviderList, TableProviderFactory};
 use datafusion::common::{ScalarValue, TableReference, exec_err};
 use datafusion::datasource::file_format::file_compression_type::FileCompressionType;
 use datafusion::datasource::file_format::parquet::ParquetFormat;
@@ -51,6 +51,7 @@ use datafusion_ffi::catalog_provider::FFI_CatalogProvider;
 use datafusion_ffi::catalog_provider_list::FFI_CatalogProviderList;
 use datafusion_ffi::execution::FFI_TaskContextProvider;
 use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
+use datafusion_ffi::table_provider_factory::FFI_TableProviderFactory;
 use datafusion_proto::logical_plan::DefaultLogicalExtensionCodec;
 use datafusion_python_util::{
     create_logical_extension_capsule, ffi_logical_codec_from_pycapsule, get_global_ctx,
@@ -81,7 +82,7 @@ use crate::record_batch::PyRecordBatchStream;
 use crate::sql::logical::PyLogicalPlan;
 use crate::sql::util::replace_placeholders_with_strings;
 use crate::store::StorageContexts;
-use crate::table::PyTable;
+use crate::table::{PyTable, RustWrappedPyTableProviderFactory};
 use crate::udaf::PyAggregateUDF;
 use crate::udf::PyScalarUDF;
 use crate::udtf::PyTableFunction;
@@ -659,6 +660,43 @@ impl PySessionContext {
         Ok(())
     }
 
+    pub fn register_table_factory(
+        &self,
+        format: &str,
+        mut factory: Bound<'_, PyAny>,
+    ) -> PyDataFusionResult<()> {
+        if factory.hasattr("__datafusion_table_provider_factory__")? {
+            let py = factory.py();
+            let codec_capsule = create_logical_extension_capsule(py, self.logical_codec.as_ref())?;
+            factory = factory
+                .getattr("__datafusion_table_provider_factory__")?
+                .call1((codec_capsule,))?;
+        }
+
+        let factory: Arc<dyn TableProviderFactory> =
+            if let Ok(capsule) = factory.cast::<PyCapsule>().map_err(py_datafusion_err) {
+                validate_pycapsule(capsule, "datafusion_table_provider_factory")?;
+
+                let data: NonNull<FFI_TableProviderFactory> = capsule
+                    .pointer_checked(Some(c_str!("datafusion_table_provider_factory")))?
+                    .cast();
+                let factory = unsafe { data.as_ref() };
+                factory.into()
+            } else {
+                Arc::new(RustWrappedPyTableProviderFactory::new(
+                    factory.into(),
+                    self.logical_codec.clone(),
+                ))
+            };
+
+        let st = self.ctx.state_ref();
+        let mut lock = st.write();
+        lock.table_factories_mut()
+            .insert(format.to_owned(), factory);
+
+        Ok(())
+    }
+
     pub fn register_catalog_provider_list(
         &self,
         mut provider: Bound<PyAny>,
diff --git a/crates/core/src/table.rs b/crates/core/src/table.rs
index 3dfe3e9cf..623349771 100644
--- a/crates/core/src/table.rs
+++ b/crates/core/src/table.rs
@@ -21,19 +21,24 @@ use std::sync::Arc;
 use arrow::datatypes::SchemaRef;
 use arrow::pyarrow::ToPyArrow;
 use async_trait::async_trait;
-use datafusion::catalog::Session;
+use datafusion::catalog::{Session, TableProviderFactory};
 use datafusion::common::Column;
 use datafusion::datasource::{TableProvider, TableType};
-use datafusion::logical_expr::{Expr, LogicalPlanBuilder, TableProviderFilterPushDown};
+use datafusion::logical_expr::{
+    CreateExternalTable, Expr, LogicalPlanBuilder, TableProviderFilterPushDown,
+};
 use datafusion::physical_plan::ExecutionPlan;
 use datafusion::prelude::DataFrame;
-use datafusion_python_util::table_provider_from_pycapsule;
+use datafusion_ffi::proto::logical_extension_codec::FFI_LogicalExtensionCodec;
+use datafusion_python_util::{create_logical_extension_capsule, table_provider_from_pycapsule};
 use pyo3::IntoPyObjectExt;
 use pyo3::prelude::*;
 
 use crate::context::PySessionContext;
 use crate::dataframe::PyDataFrame;
 use crate::dataset::Dataset;
+use crate::errors;
+use crate::expr::create_external_table::PyCreateExternalTable;
 
 /// This struct is used as a common method for all TableProviders,
 /// whether they refer to an FFI provider, an internally known
@@ -206,3 +211,51 @@ impl TableProvider for TempViewTable {
         Ok(vec![TableProviderFilterPushDown::Exact; filters.len()])
     }
 }
+
+#[derive(Debug)]
+pub(crate) struct RustWrappedPyTableProviderFactory {
+    pub(crate) table_provider_factory: Py<PyAny>,
+    pub(crate) codec: Arc<FFI_LogicalExtensionCodec>,
+}
+
+impl RustWrappedPyTableProviderFactory {
+    pub fn new(table_provider_factory: Py<PyAny>, codec: Arc<FFI_LogicalExtensionCodec>) -> Self {
+        Self {
+            table_provider_factory,
+            codec,
+        }
+    }
+
+    fn create_inner(
+        &self,
+        cmd: CreateExternalTable,
+        codec: Bound<PyAny>,
+    ) -> PyResult<Arc<dyn TableProvider>> {
+        Python::attach(|py| {
+            let provider = self.table_provider_factory.bind(py);
+            let cmd = PyCreateExternalTable::from(cmd);
+
+            provider
+                .call_method1("create", (cmd,))
+                .and_then(|t| PyTable::new(t, Some(codec)))
+                .map(|t| t.table())
+        })
+    }
+}
+
+#[async_trait]
+impl TableProviderFactory for RustWrappedPyTableProviderFactory {
+    async fn create(
+        &self,
+        _: &dyn Session,
+        cmd: &CreateExternalTable,
+    ) -> datafusion::common::Result<Arc<dyn TableProvider>> {
+        Python::attach(|py| {
+            let codec = create_logical_extension_capsule(py, self.codec.as_ref())
+                .map_err(errors::to_datafusion_err)?;
+
+            self.create_inner(cmd.clone(), codec.into_any())
+                .map_err(errors::to_datafusion_err)
+        })
+    }
+}
diff --git a/examples/datafusion-ffi-example/python/tests/_test_table_provider_factory.py b/examples/datafusion-ffi-example/python/tests/_test_table_provider_factory.py
new file mode 100644
index 000000000..b1e94ec73
--- /dev/null
+++ b/examples/datafusion-ffi-example/python/tests/_test_table_provider_factory.py
@@ -0,0 +1,41 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+from __future__ import annotations
+
+from datafusion import SessionContext
+from datafusion_ffi_example import MyTableProviderFactory
+
+
+def test_table_provider_factory_ffi() -> None:
+    ctx = SessionContext()
+    table = MyTableProviderFactory()
+
+    ctx.register_table_factory("MY_FORMAT", table)
+
+    # Create a new external table
+    ctx.sql("""
+        CREATE EXTERNAL TABLE
+        foo
+        STORED AS my_format
+        LOCATION '';
+    """).collect()
+
+    # Query the pre-populated table
+    result = ctx.sql("SELECT * FROM foo;").collect()
+    assert len(result) == 2
+    assert result[0].num_columns == 2
diff --git a/examples/datafusion-ffi-example/src/lib.rs b/examples/datafusion-ffi-example/src/lib.rs
index 3627c149e..68120a4cd 100644
--- a/examples/datafusion-ffi-example/src/lib.rs
+++ b/examples/datafusion-ffi-example/src/lib.rs
@@ -22,6 +22,7 @@ use crate::catalog_provider::{FixedSchemaProvider, MyCatalogProvider, MyCatalogP
 use crate::scalar_udf::IsNullUDF;
 use crate::table_function::MyTableFunction;
 use crate::table_provider::MyTableProvider;
+use crate::table_provider_factory::MyTableProviderFactory;
 use crate::window_udf::MyRankUDF;
 
 pub(crate) mod aggregate_udf;
@@ -29,6 +30,7 @@ pub(crate) mod catalog_provider;
 pub(crate) mod scalar_udf;
 pub(crate) mod table_function;
 pub(crate) mod table_provider;
+pub(crate) mod table_provider_factory;
 pub(crate) mod window_udf;
 
 #[pymodule]
@@ -36,6 +38,7 @@ fn datafusion_ffi_example(m: &Bound<'_, PyModule>) -> PyResult<()> {
     pyo3_log::init();
 
     m.add_class::<MyTableProvider>()?;
+    m.add_class::<MyTableProviderFactory>()?;
     m.add_class::<MyTableFunction>()?;
     m.add_class::<MyCatalogProvider>()?;
     m.add_class::<MyCatalogProviderList>()?;
diff --git a/examples/datafusion-ffi-example/src/table_provider_factory.rs b/examples/datafusion-ffi-example/src/table_provider_factory.rs
new file mode 100644
index 000000000..53248a905
--- /dev/null
+++ b/examples/datafusion-ffi-example/src/table_provider_factory.rs
@@ -0,0 +1,87 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+use std::sync::Arc;
+
+use async_trait::async_trait;
+use datafusion_catalog::{Session, TableProvider, TableProviderFactory};
+use datafusion_common::error::Result as DataFusionResult;
+use datafusion_expr::CreateExternalTable;
+use datafusion_ffi::table_provider_factory::FFI_TableProviderFactory;
+use datafusion_python_util::ffi_logical_codec_from_pycapsule;
+use pyo3::types::PyCapsule;
+use pyo3::{Bound, PyAny, PyResult, Python, pyclass, pymethods};
+
+use crate::catalog_provider;
+
+#[derive(Debug)]
+pub(crate) struct ExampleTableProviderFactory {}
+
+impl ExampleTableProviderFactory {
+    fn new() -> Self {
+        Self {}
+    }
+}
+
+#[async_trait]
+impl TableProviderFactory for ExampleTableProviderFactory {
+    async fn create(
+        &self,
+        _state: &dyn Session,
+        _cmd: &CreateExternalTable,
+    ) -> DataFusionResult<Arc<dyn TableProvider>> {
+        Ok(catalog_provider::my_table())
+    }
+}
+
+#[pyclass(
+    name = "MyTableProviderFactory",
+    module = "datafusion_ffi_example",
+    subclass
+)]
+#[derive(Debug)]
+pub struct MyTableProviderFactory {
+    inner: Arc<ExampleTableProviderFactory>,
+}
+
+impl Default for MyTableProviderFactory {
+    fn default() -> Self {
+        let inner = Arc::new(ExampleTableProviderFactory::new());
+        Self { inner }
+    }
+}
+
+#[pymethods]
+impl MyTableProviderFactory {
+    #[new]
+    pub fn new() -> Self {
+        Self::default()
+    }
+
+    pub fn __datafusion_table_provider_factory__<'py>(
+        &self,
+        py: Python<'py>,
+        codec: Bound<PyAny>,
+    ) -> PyResult<Bound<'py, PyCapsule>> {
+        let name = cr"datafusion_table_provider_factory".into();
+        let codec = ffi_logical_codec_from_pycapsule(codec)?;
+        let factory = Arc::clone(&self.inner) as Arc<dyn TableProviderFactory + Send>;
+        let factory = FFI_TableProviderFactory::new_with_ffi_codec(factory, None, codec);
+
+        PyCapsule::new(py, factory, Some(name))
+    }
+}
diff --git a/python/datafusion/catalog.py b/python/datafusion/catalog.py
index bc43cf349..03c0ddc68 100644
--- a/python/datafusion/catalog.py
+++ b/python/datafusion/catalog.py
@@ -29,6 +29,7 @@
 
     from datafusion import DataFrame, SessionContext
     from datafusion.context import TableProviderExportable
+    from datafusion.expr import CreateExternalTable
 
 try:
     from warnings import deprecated  # Python 3.13+
@@ -243,6 +244,24 @@ def kind(self) -> str:
         return self._inner.kind
 
 
+class TableProviderFactory(ABC):
+    """Abstract class for defining a Python based Table Provider Factory."""
+
+    @abstractmethod
+    def create(self, cmd: CreateExternalTable) -> Table:
+        """Create a table using the :class:`CreateExternalTable`."""
+        ...
+
+
+class TableProviderFactoryExportable(Protocol):
+    """Type hint for object that has __datafusion_table_provider_factory__ PyCapsule.
+
+    https://docs.rs/datafusion/latest/datafusion/catalog/trait.TableProviderFactory.html
+    """
+
+    def __datafusion_table_provider_factory__(self, session: Any) -> object: ...
+
+
 class CatalogProviderList(ABC):
     """Abstract class for defining a Python based Catalog Provider List."""
 
diff --git a/python/datafusion/context.py b/python/datafusion/context.py
index 0d8259774..ba9290a58 100644
--- a/python/datafusion/context.py
+++ b/python/datafusion/context.py
@@ -37,6 +37,8 @@
     CatalogProviderExportable,
     CatalogProviderList,
     CatalogProviderListExportable,
+    TableProviderFactory,
+    TableProviderFactoryExportable,
 )
 from datafusion.dataframe import DataFrame
 from datafusion.expr import sort_list_to_raw_sort_list
@@ -830,6 +832,22 @@ def deregister_table(self, name: str) -> None:
         """Remove a table from the session."""
         self.ctx.deregister_table(name)
 
+    def register_table_factory(
+        self,
+        format: str,
+        factory: TableProviderFactory | TableProviderFactoryExportable,
+    ) -> None:
+        """Register a :py:class:`~datafusion.TableProviderFactoryExportable`.
+
+        The registered factory can be referenced from SQL DDL statements executed
+        against this context.
+
+        Args:
+            format: The value to be used in `STORED AS ${format}` clause.
+            factory: A PyCapsule that implements :class:`TableProviderFactoryExportable`
+        """
+        self.ctx.register_table_factory(format, factory)
+
     def catalog_names(self) -> set[str]:
         """Returns the list of catalogs in this context."""
         return self.ctx.catalog_names()
diff --git a/python/tests/test_catalog.py b/python/tests/test_catalog.py
index 9310da506..c89da36bf 100644
--- a/python/tests/test_catalog.py
+++ b/python/tests/test_catalog.py
@@ -120,6 +120,12 @@ def register_catalog(
         self.catalogs[name] = catalog
 
 
+class CustomTableProviderFactory(dfn.catalog.TableProviderFactory):
+    def create(self, cmd: dfn.expr.CreateExternalTable):
+        assert cmd.name() == "test_table_factory"
+        return create_dataset()
+
+
 def test_python_catalog_provider_list(ctx: SessionContext):
     ctx.register_catalog_provider_list(CustomCatalogProviderList())
 
@@ -314,3 +320,24 @@ def my_table_function_udtf() -> Table:
     assert len(result[0]) == 1
     assert len(result[0][0]) == 1
     assert result[0][0][0].as_py() == 3
+
+
+def test_register_python_table_provider_factory(ctx: SessionContext):
+    ctx.register_table_factory("CUSTOM_FACTORY", CustomTableProviderFactory())
+
+    ctx.sql("""
+        CREATE EXTERNAL TABLE test_table_factory
+        STORED AS CUSTOM_FACTORY
+        LOCATION foo;
+    """).collect()
+
+    result = ctx.sql("SELECT * FROM test_table_factory;").collect()
+
+    expect = [
+        pa.RecordBatch.from_arrays(
+            [pa.array([1, 2, 3]), pa.array([4, 5, 6])],
+            names=["a", "b"],
+        )
+    ]
+
+    assert result == expect

From 89751b552e8c5388e9cc994acadf1de5b896422f Mon Sep 17 00:00:00 2001
From: Nick <24689722+ntjohnson1@users.noreply.github.com>
Date: Tue, 17 Mar 2026 02:12:28 -0400
Subject: [PATCH 61/65] Add docstring examples for Scalar regex, crypto, struct
 and other (#1422)

* Add docstring examples for Scalar regex, crypto, struct and other functions

Add example usage to docstrings for Scalar regex, crypto, struct and other functions to improve documentation.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* Fix typo

* Fix docstring already broken that I added an example to

* Add sha outputs

* clarify struct results

* Examples should follow google docstyle

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
---
 python/datafusion/functions.py | 426 +++++++++++++++++++++++----------
 1 file changed, 296 insertions(+), 130 deletions(-)

diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index fd116254b..73df56643 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -496,12 +496,11 @@ def acos(arg: Expr) -> Expr:
     """Returns the arc cosine or inverse cosine of a number.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [1.0]})
-    >>> result = df.select(dfn.functions.acos(dfn.col("a")).alias("acos"))
-    >>> result.collect_column("acos")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1.0]})
+        >>> result = df.select(dfn.functions.acos(dfn.col("a")).alias("acos"))
+        >>> result.collect_column("acos")[0].as_py()
+        0.0
     """
     return Expr(f.acos(arg.expr))
 
@@ -510,12 +509,11 @@ def acosh(arg: Expr) -> Expr:
     """Returns inverse hyperbolic cosine.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [1.0]})
-    >>> result = df.select(dfn.functions.acosh(dfn.col("a")).alias("acosh"))
-    >>> result.collect_column("acosh")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1.0]})
+        >>> result = df.select(dfn.functions.acosh(dfn.col("a")).alias("acosh"))
+        >>> result.collect_column("acosh")[0].as_py()
+        0.0
     """
     return Expr(f.acosh(arg.expr))
 
@@ -529,12 +527,11 @@ def asin(arg: Expr) -> Expr:
     """Returns the arc sine or inverse sine of a number.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0.0]})
-    >>> result = df.select(dfn.functions.asin(dfn.col("a")).alias("asin"))
-    >>> result.collect_column("asin")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0]})
+        >>> result = df.select(dfn.functions.asin(dfn.col("a")).alias("asin"))
+        >>> result.collect_column("asin")[0].as_py()
+        0.0
     """
     return Expr(f.asin(arg.expr))
 
@@ -543,12 +540,11 @@ def asinh(arg: Expr) -> Expr:
     """Returns inverse hyperbolic sine.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0.0]})
-    >>> result = df.select(dfn.functions.asinh(dfn.col("a")).alias("asinh"))
-    >>> result.collect_column("asinh")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0]})
+        >>> result = df.select(dfn.functions.asinh(dfn.col("a")).alias("asinh"))
+        >>> result.collect_column("asinh")[0].as_py()
+        0.0
     """
     return Expr(f.asinh(arg.expr))
 
@@ -557,12 +553,11 @@ def atan(arg: Expr) -> Expr:
     """Returns inverse tangent of a number.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0.0]})
-    >>> result = df.select(dfn.functions.atan(dfn.col("a")).alias("atan"))
-    >>> result.collect_column("atan")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0]})
+        >>> result = df.select(dfn.functions.atan(dfn.col("a")).alias("atan"))
+        >>> result.collect_column("atan")[0].as_py()
+        0.0
     """
     return Expr(f.atan(arg.expr))
 
@@ -571,12 +566,11 @@ def atanh(arg: Expr) -> Expr:
     """Returns inverse hyperbolic tangent.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0.0]})
-    >>> result = df.select(dfn.functions.atanh(dfn.col("a")).alias("atanh"))
-    >>> result.collect_column("atanh")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0]})
+        >>> result = df.select(dfn.functions.atanh(dfn.col("a")).alias("atanh"))
+        >>> result.collect_column("atanh")[0].as_py()
+        0.0
     """
     return Expr(f.atanh(arg.expr))
 
@@ -585,13 +579,12 @@ def atan2(y: Expr, x: Expr) -> Expr:
     """Returns inverse tangent of a division given in the argument.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"y": [0.0], "x": [1.0]})
-    >>> result = df.select(
-    ...     dfn.functions.atan2(dfn.col("y"), dfn.col("x")).alias("atan2"))
-    >>> result.collect_column("atan2")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"y": [0.0], "x": [1.0]})
+        >>> result = df.select(
+        ...     dfn.functions.atan2(dfn.col("y"), dfn.col("x")).alias("atan2"))
+        >>> result.collect_column("atan2")[0].as_py()
+        0.0
     """
     return Expr(f.atan2(y.expr, x.expr))
 
@@ -637,7 +630,16 @@ def chr(arg: Expr) -> Expr:
 
 
 def coalesce(*args: Expr) -> Expr:
-    """Returns the value of the first expr in ``args`` which is not NULL."""
+    """Returns the value of the first expr in ``args`` which is not NULL.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [None, 1], "b": [2, 3]})
+        >>> result = df.select(
+        ...     dfn.functions.coalesce(dfn.col("a"), dfn.col("b")).alias("c"))
+        >>> result.collect_column("c")[0].as_py()
+        2
+    """
     args = [arg.expr for arg in args]
     return Expr(f.coalesce(*args))
 
@@ -646,12 +648,11 @@ def cos(arg: Expr) -> Expr:
     """Returns the cosine of the argument.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0,-1,1]})
-    >>> cos_df = df.select(dfn.functions.cos(dfn.col("a")).alias("cos"))
-    >>> cos_df.collect_column("cos")[0].as_py()
-    1.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0,-1,1]})
+        >>> cos_df = df.select(dfn.functions.cos(dfn.col("a")).alias("cos"))
+        >>> cos_df.collect_column("cos")[0].as_py()
+        1.0
     """
     return Expr(f.cos(arg.expr))
 
@@ -660,12 +661,11 @@ def cosh(arg: Expr) -> Expr:
     """Returns the hyperbolic cosine of the argument.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0,-1,1]})
-    >>> cosh_df = df.select(dfn.functions.cosh(dfn.col("a")).alias("cosh"))
-    >>> cosh_df.collect_column("cosh")[0].as_py()
-    1.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0,-1,1]})
+        >>> cosh_df = df.select(dfn.functions.cosh(dfn.col("a")).alias("cosh"))
+        >>> cosh_df.collect_column("cosh")[0].as_py()
+        1.0
     """
     return Expr(f.cosh(arg.expr))
 
@@ -674,18 +674,17 @@ def cot(arg: Expr) -> Expr:
     """Returns the cotangent of the argument.
 
     Examples:
-    ---------
-    >>> from math import pi
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [pi / 4]})
-    >>> import builtins
-    >>> result = df.select(
-    ...     dfn.functions.cot(dfn.col("a")).alias("cot")
-    ... )
-    >>> builtins.round(
-    ...     result.collect_column("cot")[0].as_py(), 1
-    ... )
-    1.0
+        >>> from math import pi
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [pi / 4]})
+        >>> import builtins
+        >>> result = df.select(
+        ...     dfn.functions.cot(dfn.col("a")).alias("cot")
+        ... )
+        >>> builtins.round(
+        ...     result.collect_column("cot")[0].as_py(), 1
+        ... )
+        1.0
     """
     return Expr(f.cot(arg.expr))
 
@@ -694,13 +693,12 @@ def degrees(arg: Expr) -> Expr:
     """Converts the argument from radians to degrees.
 
     Examples:
-    ---------
-    >>> from math import pi
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0,pi,2*pi]})
-    >>> deg_df = df.select(dfn.functions.degrees(dfn.col("a")).alias("deg"))
-    >>> deg_df.collect_column("deg")[2].as_py()
-    360.0
+        >>> from math import pi
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0,pi,2*pi]})
+        >>> deg_df = df.select(dfn.functions.degrees(dfn.col("a")).alias("deg"))
+        >>> deg_df.collect_column("deg")[2].as_py()
+        360.0
     """
     return Expr(f.degrees(arg.expr))
 
@@ -820,7 +818,15 @@ def ltrim(arg: Expr) -> Expr:
 
 
 def md5(arg: Expr) -> Expr:
-    """Computes an MD5 128-bit checksum for a string expression."""
+    """Computes an MD5 128-bit checksum for a string expression.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello"]})
+        >>> result = df.select(dfn.functions.md5(dfn.col("a")).alias("md5"))
+        >>> result.collect_column("md5")[0].as_py()
+        '5d41402abc4b2a76b9719d911017c592'
+    """
     return Expr(f.md5(arg.expr))
 
 
@@ -830,7 +836,19 @@ def nanvl(x: Expr, y: Expr) -> Expr:
 
 
 def nvl(x: Expr, y: Expr) -> Expr:
-    """Returns ``x`` if ``x`` is not ``NULL``. Otherwise returns ``y``."""
+    """Returns ``x`` if ``x`` is not ``NULL``. Otherwise returns ``y``.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [None, 1], "b": [0, 0]})
+        >>> nvl_df = df.select(
+        ...     dfn.functions.nvl(dfn.col("a"), dfn.col("b")).alias("nvl")
+        ... )
+        >>> nvl_df.collect_column("nvl")[0].as_py()
+        0
+        >>> nvl_df.collect_column("nvl")[1].as_py()
+        1
+    """
     return Expr(f.nvl(x.expr, y.expr))
 
 
@@ -882,27 +900,37 @@ def radians(arg: Expr) -> Expr:
     """Converts the argument from degrees to radians.
 
     Examples:
-    ---------
-    >>> from math import pi
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [180.0]})
-    >>> import builtins
-    >>> result = df.select(
-    ...     dfn.functions.radians(dfn.col("a")).alias("rad")
-    ... )
-    >>> builtins.round(
-    ...     result.collect_column("rad")[0].as_py(), 6
-    ... )
-    3.141593
+        >>> from math import pi
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [180.0]})
+        >>> import builtins
+        >>> result = df.select(
+        ...     dfn.functions.radians(dfn.col("a")).alias("rad")
+        ... )
+        >>> builtins.round(
+        ...     result.collect_column("rad")[0].as_py(), 6
+        ... )
+        3.141593
     """
     return Expr(f.radians(arg.expr))
 
 
 def regexp_like(string: Expr, regex: Expr, flags: Expr | None = None) -> Expr:
-    """Find if any regular expression (regex) matches exist.
+    r"""Find if any regular expression (regex) matches exist.
 
     Tests a string using a regular expression returning true if at least one match,
     false otherwise.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello123"]})
+        >>> result = df.select(
+        ...     dfn.functions.regexp_like(
+        ...         dfn.col("a"), dfn.lit("\\d+")
+        ...     ).alias("m")
+        ... )
+        >>> result.collect_column("m")[0].as_py()
+        True
     """
     if flags is not None:
         flags = flags.expr
@@ -910,10 +938,21 @@ def regexp_like(string: Expr, regex: Expr, flags: Expr | None = None) -> Expr:
 
 
 def regexp_match(string: Expr, regex: Expr, flags: Expr | None = None) -> Expr:
-    """Perform regular expression (regex) matching.
+    r"""Perform regular expression (regex) matching.
 
     Returns an array with each element containing the leftmost-first match of the
     corresponding index in ``regex`` to string in ``string``.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello 42 world"]})
+        >>> result = df.select(
+        ...     dfn.functions.regexp_match(
+        ...         dfn.col("a"), dfn.lit("(\\d+)")
+        ...     ).alias("m")
+        ... )
+        >>> result.collect_column("m")[0].as_py()
+        ['42']
     """
     if flags is not None:
         flags = flags.expr
@@ -923,13 +962,25 @@ def regexp_match(string: Expr, regex: Expr, flags: Expr | None = None) -> Expr:
 def regexp_replace(
     string: Expr, pattern: Expr, replacement: Expr, flags: Expr | None = None
 ) -> Expr:
-    """Replaces substring(s) matching a PCRE-like regular expression.
+    r"""Replaces substring(s) matching a PCRE-like regular expression.
 
     The full list of supported features and syntax can be found at
     <https://docs.rs/regex/latest/regex/#syntax>
 
     Supported flags with the addition of 'g' can be found at
     <https://docs.rs/regex/latest/regex/#grouping-and-flags>
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello 42"]})
+        >>> result = df.select(
+        ...     dfn.functions.regexp_replace(
+        ...         dfn.col("a"), dfn.lit("\\d+"),
+        ...         dfn.lit("XX")
+        ...     ).alias("r")
+        ... )
+        >>> result.collect_column("r")[0].as_py()
+        'hello XX'
     """
     if flags is not None:
         flags = flags.expr
@@ -943,6 +994,14 @@ def regexp_count(
 
     Optional start position (the first position is 1) to search for the regular
     expression.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["abcabc"]})
+        >>> result = df.select(
+        ...     dfn.functions.regexp_count(dfn.col("a"), dfn.lit("abc")).alias("c"))
+        >>> result.collect_column("c")[0].as_py()
+        2
     """
     if flags is not None:
         flags = flags.expr
@@ -958,12 +1017,26 @@ def regexp_instr(
     flags: Expr | None = None,
     sub_expr: Expr | None = None,
 ) -> Expr:
-    """Returns the position of a regular expression match in a string.
+    r"""Returns the position of a regular expression match in a string.
+
+    Args:
+        values: Data to search for the regular expression match.
+        regex: Regular expression to search for.
+        start: Optional position to start the search (the first position is 1).
+        n: Optional occurrence of the match to find (the first occurrence is 1).
+        flags: Optional regular expression flags to control regex behavior.
+        sub_expr: Optionally capture group position instead of the entire match.
 
-    Searches ``values`` for the ``n``-th occurrence of ``regex``, starting at position
-    ``start`` (the first position is 1). Returns the starting or ending position based
-    on ``end_position``. Use ``flags`` to control regex behavior and ``sub_expr`` to
-    return the position of a specific capture group instead of the entire match.
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello 42 world"]})
+        >>> result = df.select(
+        ...     dfn.functions.regexp_instr(
+        ...         dfn.col("a"), dfn.lit("\\d+")
+        ...     ).alias("pos")
+        ... )
+        >>> result.collect_column("pos")[0].as_py()
+        7
     """
     start = start.expr if start is not None else None
     n = n.expr if n is not None else None
@@ -1030,22 +1103,62 @@ def rtrim(arg: Expr) -> Expr:
 
 
 def sha224(arg: Expr) -> Expr:
-    """Computes the SHA-224 hash of a binary string."""
+    """Computes the SHA-224 hash of a binary string.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello"]})
+        >>> result = df.select(
+        ...     dfn.functions.sha224(dfn.col("a")).alias("h")
+        ... )
+        >>> result.collect_column("h")[0].as_py().hex()
+        'ea09ae9cc6768c50fcee903ed054556e5bfc8347907f12598aa24193'
+    """
     return Expr(f.sha224(arg.expr))
 
 
 def sha256(arg: Expr) -> Expr:
-    """Computes the SHA-256 hash of a binary string."""
+    """Computes the SHA-256 hash of a binary string.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello"]})
+        >>> result = df.select(
+        ...     dfn.functions.sha256(dfn.col("a")).alias("h")
+        ... )
+        >>> result.collect_column("h")[0].as_py().hex()
+        '2cf24dba5fb0a30e26e83b2ac5b9e29e1b161e5c1fa7425e73043362938b9824'
+    """
     return Expr(f.sha256(arg.expr))
 
 
 def sha384(arg: Expr) -> Expr:
-    """Computes the SHA-384 hash of a binary string."""
+    """Computes the SHA-384 hash of a binary string.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello"]})
+        >>> result = df.select(
+        ...     dfn.functions.sha384(dfn.col("a")).alias("h")
+        ... )
+        >>> result.collect_column("h")[0].as_py().hex()
+        '59e1748777448c69de6b800d7a33bbfb9ff1b...
+    """
     return Expr(f.sha384(arg.expr))
 
 
 def sha512(arg: Expr) -> Expr:
-    """Computes the SHA-512 hash of a binary string."""
+    """Computes the SHA-512 hash of a binary string.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello"]})
+        >>> result = df.select(
+        ...     dfn.functions.sha512(dfn.col("a")).alias("h")
+        ... )
+        >>> result.collect_column("h")[0].as_py().hex()
+        '9b71d224bd62f3785d96d46ad3ea3d73319bfb...
+    """
     return Expr(f.sha512(arg.expr))
 
 
@@ -1058,12 +1171,11 @@ def sin(arg: Expr) -> Expr:
     """Returns the sine of the argument.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0.0]})
-    >>> result = df.select(dfn.functions.sin(dfn.col("a")).alias("sin"))
-    >>> result.collect_column("sin")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0]})
+        >>> result = df.select(dfn.functions.sin(dfn.col("a")).alias("sin"))
+        >>> result.collect_column("sin")[0].as_py()
+        0.0
     """
     return Expr(f.sin(arg.expr))
 
@@ -1072,12 +1184,11 @@ def sinh(arg: Expr) -> Expr:
     """Returns the hyperbolic sine of the argument.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0.0]})
-    >>> result = df.select(dfn.functions.sinh(dfn.col("a")).alias("sinh"))
-    >>> result.collect_column("sinh")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0]})
+        >>> result = df.select(dfn.functions.sinh(dfn.col("a")).alias("sinh"))
+        >>> result.collect_column("sinh")[0].as_py()
+        0.0
     """
     return Expr(f.sinh(arg.expr))
 
@@ -1129,12 +1240,11 @@ def tan(arg: Expr) -> Expr:
     """Returns the tangent of the argument.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0.0]})
-    >>> result = df.select(dfn.functions.tan(dfn.col("a")).alias("tan"))
-    >>> result.collect_column("tan")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0]})
+        >>> result = df.select(dfn.functions.tan(dfn.col("a")).alias("tan"))
+        >>> result.collect_column("tan")[0].as_py()
+        0.0
     """
     return Expr(f.tan(arg.expr))
 
@@ -1143,12 +1253,11 @@ def tanh(arg: Expr) -> Expr:
     """Returns the hyperbolic tangent of the argument.
 
     Examples:
-    ---------
-    >>> ctx = dfn.SessionContext()
-    >>> df = ctx.from_pydict({"a": [0.0]})
-    >>> result = df.select(dfn.functions.tanh(dfn.col("a")).alias("tanh"))
-    >>> result.collect_column("tanh")[0].as_py()
-    0.0
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0]})
+        >>> result = df.select(dfn.functions.tanh(dfn.col("a")).alias("tanh"))
+        >>> result.collect_column("tanh")[0].as_py()
+        0.0
     """
     return Expr(f.tanh(arg.expr))
 
@@ -1370,18 +1479,56 @@ def range(start: Expr, stop: Expr, step: Expr) -> Expr:
 
 
 def uuid() -> Expr:
-    """Returns uuid v4 as a string value."""
+    """Returns uuid v4 as a string value.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1]})
+        >>> result = df.select(
+        ...     dfn.functions.uuid().alias("u")
+        ... )
+        >>> len(result.collect_column("u")[0].as_py()) == 36
+        True
+    """
     return Expr(f.uuid())
 
 
 def struct(*args: Expr) -> Expr:
-    """Returns a struct with the given arguments."""
+    """Returns a struct with the given arguments.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1], "b": [2]})
+        >>> result = df.select(
+        ...     dfn.functions.struct(
+        ...         dfn.col("a"), dfn.col("b")
+        ...     ).alias("s")
+        ... )
+
+        Children in the new struct will always be `c0`, ..., `cN-1`
+        for `N` children.
+
+        >>> result.collect_column("s")[0].as_py() == {"c0": 1, "c1": 2}
+        True
+    """
     args = [arg.expr for arg in args]
     return Expr(f.struct(*args))
 
 
 def named_struct(name_pairs: list[tuple[str, Expr]]) -> Expr:
-    """Returns a struct with the given names and arguments pairs."""
+    """Returns a struct with the given names and arguments pairs.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1]})
+        >>> result = df.select(
+        ...     dfn.functions.named_struct(
+        ...         [("x", dfn.lit(10)), ("y", dfn.lit(20))]
+        ...     ).alias("s")
+        ... )
+        >>> result.collect_column("s")[0].as_py() == {"x": 10, "y": 20}
+        True
+    """
     name_pair_exprs = [
         [Expr.literal(pa.scalar(pair[0], type=pa.string())), pair[1]]
         for pair in name_pairs
@@ -1398,12 +1545,31 @@ def from_unixtime(arg: Expr) -> Expr:
 
 
 def arrow_typeof(arg: Expr) -> Expr:
-    """Returns the Arrow type of the expression."""
+    """Returns the Arrow type of the expression.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1]})
+        >>> result = df.select(dfn.functions.arrow_typeof(dfn.col("a")).alias("t"))
+        >>> result.collect_column("t")[0].as_py()
+        'Int64'
+    """
     return Expr(f.arrow_typeof(arg.expr))
 
 
 def arrow_cast(expr: Expr, data_type: Expr) -> Expr:
-    """Casts an expression to a specified data type."""
+    """Casts an expression to a specified data type.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1]})
+        >>> data_type = dfn.string_literal("Float64")
+        >>> result = df.select(
+        ...     dfn.functions.arrow_cast(dfn.col("a"), data_type).alias("c")
+        ... )
+        >>> result.collect_column("c")[0].as_py()
+        1.0
+    """
     return Expr(f.arrow_cast(expr.expr, data_type.expr))
 
 

From b9a958e3893a9a208d67aac314a9ede97b370679 Mon Sep 17 00:00:00 2001
From: Nick <24689722+ntjohnson1@users.noreply.github.com>
Date: Tue, 17 Mar 2026 02:13:18 -0400
Subject: [PATCH 62/65] Add docstring examples for Scalar math functions
 (#1421)

* Add docstring examples for Scalar math functions

Add example usage to docstrings for Scalar math functions to improve documentation.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* Fix copy past error on name

* Remove example from alias

* Examples google docstyle

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
---
 python/datafusion/functions.py | 228 +++++++++++++++++++++++++++++----
 1 file changed, 205 insertions(+), 23 deletions(-)

diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index 73df56643..3de2f130d 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -484,10 +484,12 @@ def window(
 def abs(arg: Expr) -> Expr:
     """Return the absolute value of a given number.
 
-    Returns:
-    --------
-    Expr
-        A new expression representing the absolute value of the input expression.
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [-1, 0, 1]})
+        >>> result = df.select(dfn.functions.abs(dfn.col("a")).alias("abs"))
+        >>> result.collect_column("abs")[0].as_py()
+        1
     """
     return Expr(f.abs(arg.expr))
 
@@ -600,12 +602,28 @@ def btrim(arg: Expr) -> Expr:
 
 
 def cbrt(arg: Expr) -> Expr:
-    """Returns the cube root of a number."""
+    """Returns the cube root of a number.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [27]})
+        >>> cbrt_df = df.select(dfn.functions.cbrt(dfn.col("a")).alias("cbrt"))
+        >>> cbrt_df.collect_column("cbrt")[0].as_py()
+        3.0
+    """
     return Expr(f.cbrt(arg.expr))
 
 
 def ceil(arg: Expr) -> Expr:
-    """Returns the nearest integer greater than or equal to argument."""
+    """Returns the nearest integer greater than or equal to argument.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1.9]})
+        >>> ceil_df = df.select(dfn.functions.ceil(dfn.col("a")).alias("ceil"))
+        >>> ceil_df.collect_column("ceil")[0].as_py()
+        2.0
+    """
     return Expr(f.ceil(arg.expr))
 
 
@@ -709,12 +727,30 @@ def ends_with(arg: Expr, suffix: Expr) -> Expr:
 
 
 def exp(arg: Expr) -> Expr:
-    """Returns the exponential of the argument."""
+    """Returns the exponential of the argument.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0]})
+        >>> result = df.select(dfn.functions.exp(dfn.col("a")).alias("exp"))
+        >>> result.collect_column("exp")[0].as_py()
+        1.0
+    """
     return Expr(f.exp(arg.expr))
 
 
 def factorial(arg: Expr) -> Expr:
-    """Returns the factorial of the argument."""
+    """Returns the factorial of the argument.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [3]})
+        >>> result = df.select(
+        ...     dfn.functions.factorial(dfn.col("a")).alias("factorial")
+        ... )
+        >>> result.collect_column("factorial")[0].as_py()
+        6
+    """
     return Expr(f.factorial(arg.expr))
 
 
@@ -730,12 +766,30 @@ def find_in_set(string: Expr, string_list: Expr) -> Expr:
 
 
 def floor(arg: Expr) -> Expr:
-    """Returns the nearest integer less than or equal to the argument."""
+    """Returns the nearest integer less than or equal to the argument.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1.9]})
+        >>> floor_df = df.select(dfn.functions.floor(dfn.col("a")).alias("floor"))
+        >>> floor_df.collect_column("floor")[0].as_py()
+        1.0
+    """
     return Expr(f.floor(arg.expr))
 
 
 def gcd(x: Expr, y: Expr) -> Expr:
-    """Returns the greatest common divisor."""
+    """Returns the greatest common divisor.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [12], "b": [8]})
+        >>> result = df.select(
+        ...     dfn.functions.gcd(dfn.col("a"), dfn.col("b")).alias("gcd")
+        ... )
+        >>> result.collect_column("gcd")[0].as_py()
+        4
+    """
     return Expr(f.gcd(x.expr, y.expr))
 
 
@@ -757,12 +811,30 @@ def instr(string: Expr, substring: Expr) -> Expr:
 
 
 def iszero(arg: Expr) -> Expr:
-    """Returns true if a given number is +0.0 or -0.0 otherwise returns false."""
+    """Returns true if a given number is +0.0 or -0.0 otherwise returns false.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [0.0, 1.0]})
+        >>> result = df.select(dfn.functions.iszero(dfn.col("a")).alias("iz"))
+        >>> result.collect_column("iz")[0].as_py()
+        True
+    """
     return Expr(f.iszero(arg.expr))
 
 
 def lcm(x: Expr, y: Expr) -> Expr:
-    """Returns the least common multiple."""
+    """Returns the least common multiple.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [4], "b": [6]})
+        >>> result = df.select(
+        ...     dfn.functions.lcm(dfn.col("a"), dfn.col("b")).alias("lcm")
+        ... )
+        >>> result.collect_column("lcm")[0].as_py()
+        12
+    """
     return Expr(f.lcm(x.expr, y.expr))
 
 
@@ -777,22 +849,56 @@ def levenshtein(string1: Expr, string2: Expr) -> Expr:
 
 
 def ln(arg: Expr) -> Expr:
-    """Returns the natural logarithm (base e) of the argument."""
+    """Returns the natural logarithm (base e) of the argument.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1.0]})
+        >>> result = df.select(dfn.functions.ln(dfn.col("a")).alias("ln"))
+        >>> result.collect_column("ln")[0].as_py()
+        0.0
+    """
     return Expr(f.ln(arg.expr))
 
 
 def log(base: Expr, num: Expr) -> Expr:
-    """Returns the logarithm of a number for a particular ``base``."""
+    """Returns the logarithm of a number for a particular ``base``.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [100.0]})
+        >>> result = df.select(
+        ...     dfn.functions.log(dfn.lit(10.0), dfn.col("a")).alias("log")
+        ... )
+        >>> result.collect_column("log")[0].as_py()
+        2.0
+    """
     return Expr(f.log(base.expr, num.expr))
 
 
 def log10(arg: Expr) -> Expr:
-    """Base 10 logarithm of the argument."""
+    """Base 10 logarithm of the argument.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [100.0]})
+        >>> result = df.select(dfn.functions.log10(dfn.col("a")).alias("log10"))
+        >>> result.collect_column("log10")[0].as_py()
+        2.0
+    """
     return Expr(f.log10(arg.expr))
 
 
 def log2(arg: Expr) -> Expr:
-    """Base 2 logarithm of the argument."""
+    """Base 2 logarithm of the argument.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [8.0]})
+        >>> result = df.select(dfn.functions.log2(dfn.col("a")).alias("log2"))
+        >>> result.collect_column("log2")[0].as_py()
+        3.0
+    """
     return Expr(f.log2(arg.expr))
 
 
@@ -831,7 +937,18 @@ def md5(arg: Expr) -> Expr:
 
 
 def nanvl(x: Expr, y: Expr) -> Expr:
-    """Returns ``x`` if ``x`` is not ``NaN``. Otherwise returns ``y``."""
+    """Returns ``x`` if ``x`` is not ``NaN``. Otherwise returns ``y``.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [np.nan, 1.0], "b": [0.0, 0.0]})
+        >>> nanvl_df = df.select(
+        ...     dfn.functions.nanvl(dfn.col("a"), dfn.col("b")).alias("nanvl"))
+        >>> nanvl_df.collect_column("nanvl")[0].as_py()
+        0.0
+        >>> nanvl_df.collect_column("nanvl")[1].as_py()
+        1.0
+    """
     return Expr(f.nanvl(x.expr, y.expr))
 
 
@@ -871,7 +988,20 @@ def overlay(
 
 
 def pi() -> Expr:
-    """Returns an approximate value of π."""
+    """Returns an approximate value of π.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1]})
+        >>> import builtins
+        >>> result = df.select(
+        ...     dfn.functions.pi().alias("pi")
+        ... )
+        >>> builtins.round(
+        ...     result.collect_column("pi")[0].as_py(), 5
+        ... )
+        3.14159
+    """
     return Expr(f.pi())
 
 
@@ -884,7 +1014,17 @@ def position(string: Expr, substring: Expr) -> Expr:
 
 
 def power(base: Expr, exponent: Expr) -> Expr:
-    """Returns ``base`` raised to the power of ``exponent``."""
+    """Returns ``base`` raised to the power of ``exponent``.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [2.0]})
+        >>> result = df.select(
+        ...     dfn.functions.power(dfn.col("a"), dfn.lit(3.0)).alias("pow")
+        ... )
+        >>> result.collect_column("pow")[0].as_py()
+        8.0
+    """
     return Expr(f.power(base.expr, exponent.expr))
 
 
@@ -1081,6 +1221,13 @@ def round(value: Expr, decimal_places: Expr | None = None) -> Expr:
     If the optional ``decimal_places`` is specified, round to the nearest number of
     decimal places. You can specify a negative number of decimal places. For example
     ``round(lit(125.2345), lit(-2))`` would yield a value of ``100.0``.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1.567]})
+        >>> result = df.select(dfn.functions.round(dfn.col("a"), dfn.lit(2)).alias("r"))
+        >>> result.collect_column("r")[0].as_py()
+        1.57
     """
     if decimal_places is None:
         decimal_places = Expr.literal(0)
@@ -1163,7 +1310,15 @@ def sha512(arg: Expr) -> Expr:
 
 
 def signum(arg: Expr) -> Expr:
-    """Returns the sign of the argument (-1, 0, +1)."""
+    """Returns the sign of the argument (-1, 0, +1).
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [-5.0, 0.0, 5.0]})
+        >>> result = df.select(dfn.functions.signum(dfn.col("a")).alias("s"))
+        >>> result.collect_column("s").to_pylist()
+        [-1.0, 0.0, 1.0]
+    """
     return Expr(f.signum(arg.expr))
 
 
@@ -1203,7 +1358,15 @@ def split_part(string: Expr, delimiter: Expr, index: Expr) -> Expr:
 
 
 def sqrt(arg: Expr) -> Expr:
-    """Returns the square root of the argument."""
+    """Returns the square root of the argument.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [9.0]})
+        >>> result = df.select(dfn.functions.sqrt(dfn.col("a")).alias("sqrt"))
+        >>> result.collect_column("sqrt")[0].as_py()
+        3.0
+    """
     return Expr(f.sqrt(arg.expr))
 
 
@@ -1440,7 +1603,15 @@ def trim(arg: Expr) -> Expr:
 
 
 def trunc(num: Expr, precision: Expr | None = None) -> Expr:
-    """Truncate the number toward zero with optional precision."""
+    """Truncate the number toward zero with optional precision.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1.567]})
+        >>> result = df.select(dfn.functions.trunc(dfn.col("a")).alias("t"))
+        >>> result.collect_column("t")[0].as_py()
+        1.0
+    """
     if precision is not None:
         return Expr(f.trunc(num.expr, precision.expr))
     return Expr(f.trunc(num.expr))
@@ -1574,7 +1745,18 @@ def arrow_cast(expr: Expr, data_type: Expr) -> Expr:
 
 
 def random() -> Expr:
-    """Returns a random value in the range ``0.0 <= x < 1.0``."""
+    """Returns a random value in the range ``0.0 <= x < 1.0``.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1]})
+        >>> result = df.select(
+        ...     dfn.functions.random().alias("r")
+        ... )
+        >>> val = result.collect_column("r")[0].as_py()
+        >>> 0.0 <= val < 1.0
+        True
+    """
     return Expr(f.random())
 
 

From e524121c8a68171d1031db0487ec13a547871c42 Mon Sep 17 00:00:00 2001
From: Nick <24689722+ntjohnson1@users.noreply.github.com>
Date: Tue, 17 Mar 2026 02:13:40 -0400
Subject: [PATCH 63/65] Add docstring examples for Common utility functions
 (#1419)

* Add docstring examples for Common utility functions

Add example usage to docstrings for Common utility functions to improve documentation.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* Don't add examples for aliases

* Parameters back to args

* Examples to google doc style

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
---
 python/datafusion/functions.py | 150 ++++++++++++++++++++++++++++++---
 1 file changed, 139 insertions(+), 11 deletions(-)

diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index 3de2f130d..4738061c0 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -295,7 +295,15 @@
 
 
 def isnan(expr: Expr) -> Expr:
-    """Returns true if a given number is +NaN or -NaN otherwise returns false."""
+    """Returns true if a given number is +NaN or -NaN otherwise returns false.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1.0, np.nan]})
+        >>> result = df.select(dfn.functions.isnan(dfn.col("a")).alias("isnan"))
+        >>> result.collect_column("isnan")[1].as_py()
+        True
+    """
     return Expr(f.isnan(expr.expr))
 
 
@@ -303,29 +311,65 @@ def nullif(expr1: Expr, expr2: Expr) -> Expr:
     """Returns NULL if expr1 equals expr2; otherwise it returns expr1.
 
     This can be used to perform the inverse operation of the COALESCE expression.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1, 2], "b": [1, 3]})
+        >>> result = df.select(
+        ...     dfn.functions.nullif(dfn.col("a"), dfn.col("b")).alias("nullif"))
+        >>> result.collect_column("nullif").to_pylist()
+        [None, 2]
     """
     return Expr(f.nullif(expr1.expr, expr2.expr))
 
 
 def encode(expr: Expr, encoding: Expr) -> Expr:
-    """Encode the ``input``, using the ``encoding``. encoding can be base64 or hex."""
+    """Encode the ``input``, using the ``encoding``. encoding can be base64 or hex.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello"]})
+        >>> result = df.select(
+        ...     dfn.functions.encode(dfn.col("a"), dfn.lit("base64")).alias("enc"))
+        >>> result.collect_column("enc")[0].as_py()
+        'aGVsbG8'
+    """
     return Expr(f.encode(expr.expr, encoding.expr))
 
 
 def decode(expr: Expr, encoding: Expr) -> Expr:
-    """Decode the ``input``, using the ``encoding``. encoding can be base64 or hex."""
+    """Decode the ``input``, using the ``encoding``. encoding can be base64 or hex.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["aGVsbG8="]})
+        >>> result = df.select(
+        ...     dfn.functions.decode(dfn.col("a"), dfn.lit("base64")).alias("dec"))
+        >>> result.collect_column("dec")[0].as_py()
+        b'hello'
+    """
     return Expr(f.decode(expr.expr, encoding.expr))
 
 
 def array_to_string(expr: Expr, delimiter: Expr) -> Expr:
-    """Converts each element to its text representation."""
+    """Converts each element to its text representation.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [[1, 2, 3]]})
+        >>> result = df.select(
+        ...     dfn.functions.array_to_string(dfn.col("a"), dfn.lit(",")).alias("s"))
+        >>> result.collect_column("s")[0].as_py()
+        '1,2,3'
+    """
     return Expr(f.array_to_string(expr.expr, delimiter.expr.cast(pa.string())))
 
 
 def array_join(expr: Expr, delimiter: Expr) -> Expr:
     """Converts each element to its text representation.
 
-    This is an alias for :py:func:`array_to_string`.
+    See Also:
+        This is an alias for :py:func:`array_to_string`.
     """
     return array_to_string(expr, delimiter)
 
@@ -333,7 +377,8 @@ def array_join(expr: Expr, delimiter: Expr) -> Expr:
 def list_to_string(expr: Expr, delimiter: Expr) -> Expr:
     """Converts each element to its text representation.
 
-    This is an alias for :py:func:`array_to_string`.
+    See Also:
+        This is an alias for :py:func:`array_to_string`.
     """
     return array_to_string(expr, delimiter)
 
@@ -342,12 +387,27 @@ def list_join(expr: Expr, delimiter: Expr) -> Expr:
     """Converts each element to its text representation.
 
     This is an alias for :py:func:`array_to_string`.
+
+    See Also:
+        This is an alias for :py:func:`array_to_string`.
     """
     return array_to_string(expr, delimiter)
 
 
 def in_list(arg: Expr, values: list[Expr], negated: bool = False) -> Expr:
-    """Returns whether the argument is contained within the list ``values``."""
+    """Returns whether the argument is contained within the list ``values``.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1, 2, 3]})
+        >>> result = df.select(
+        ...     dfn.functions.in_list(
+        ...         dfn.col("a"), [dfn.lit(1), dfn.lit(3)]
+        ...     ).alias("in")
+        ... )
+        >>> result.collect_column("in").to_pylist()
+        [True, False, True]
+    """
     values = [v.expr for v in values]
     return Expr(f.in_list(arg.expr, values, negated))
 
@@ -357,6 +417,14 @@ def digest(value: Expr, method: Expr) -> Expr:
 
     Standard algorithms are md5, sha224, sha256, sha384, sha512, blake2s,
     blake2b, and blake3.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello"]})
+        >>> result = df.select(
+        ...     dfn.functions.digest(dfn.col("a"), dfn.lit("md5")).alias("d"))
+        >>> len(result.collect_column("d")[0].as_py()) > 0
+        True
     """
     return Expr(f.digest(value.expr, method.expr))
 
@@ -365,6 +433,15 @@ def concat(*args: Expr) -> Expr:
     """Concatenates the text representations of all the arguments.
 
     NULL arguments are ignored.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello"], "b": [" world"]})
+        >>> result = df.select(
+        ...     dfn.functions.concat(dfn.col("a"), dfn.col("b")).alias("c")
+        ... )
+        >>> result.collect_column("c")[0].as_py()
+        'hello world'
     """
     args = [arg.expr for arg in args]
     return Expr(f.concat(args))
@@ -374,13 +451,27 @@ def concat_ws(separator: str, *args: Expr) -> Expr:
     """Concatenates the list ``args`` with the separator.
 
     ``NULL`` arguments are ignored. ``separator`` should not be ``NULL``.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": ["hello"], "b": ["world"]})
+        >>> result = df.select(
+        ...     dfn.functions.concat_ws("-", dfn.col("a"), dfn.col("b")).alias("c"))
+        >>> result.collect_column("c")[0].as_py()
+        'hello-world'
     """
     args = [arg.expr for arg in args]
     return Expr(f.concat_ws(separator, args))
 
 
 def order_by(expr: Expr, ascending: bool = True, nulls_first: bool = True) -> SortExpr:
-    """Creates a new sort expression."""
+    """Creates a new sort expression.
+
+    Examples:
+        >>> sort_expr = dfn.functions.order_by(dfn.col("a"), ascending=False)
+        >>> sort_expr.ascending()
+        False
+    """
     return SortExpr(expr, ascending=ascending, nulls_first=nulls_first)
 
 
@@ -392,14 +483,26 @@ def alias(expr: Expr, name: str, metadata: dict[str, str] | None = None) -> Expr
         name: The alias name
         metadata: Optional metadata to attach to the column
 
-    Returns:
-        An expression with the given alias
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1, 2]})
+        >>> df.select(
+        ...     dfn.functions.alias(dfn.col("a"), "b")
+        ... ).collect_column("b")[0].as_py()
+        1
     """
     return Expr(f.alias(expr.expr, name, metadata))
 
 
 def col(name: str) -> Expr:
-    """Creates a column reference expression."""
+    """Creates a column reference expression.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1, 2, 3]})
+        >>> df.select(dfn.functions.col("a")).collect_column("a")[0].as_py()
+        1
+    """
     return Expr(f.col(name))
 
 
@@ -413,6 +516,13 @@ def count_star(filter: Expr | None = None) -> Expr:
 
     Args:
         filter: If provided, only count rows for which the filter is True
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1, 2, 3]})
+        >>> result = df.aggregate([], [dfn.functions.count_star().alias("cnt")])
+        >>> result.collect_column("cnt")[0].as_py()
+        3
     """
     return count(Expr.literal(1), filter=filter)
 
@@ -423,6 +533,15 @@ def case(expr: Expr) -> CaseBuilder:
     Create a :py:class:`~datafusion.expr.CaseBuilder` to match cases for the
     expression ``expr``. See :py:class:`~datafusion.expr.CaseBuilder` for
     detailed usage.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1, 2, 3]})
+        >>> result = df.select(
+        ...     dfn.functions.case(dfn.col("a")).when(dfn.lit(1),
+        ...     dfn.lit("one")).otherwise(dfn.lit("other")).alias("c"))
+        >>> result.collect_column("c")[0].as_py()
+        'one'
     """
     return CaseBuilder(f.case(expr.expr))
 
@@ -433,6 +552,15 @@ def when(when: Expr, then: Expr) -> CaseBuilder:
     Create a :py:class:`~datafusion.expr.CaseBuilder` to match cases for the
     expression ``expr``. See :py:class:`~datafusion.expr.CaseBuilder` for
     detailed usage.
+
+    Examples:
+        >>> ctx = dfn.SessionContext()
+        >>> df = ctx.from_pydict({"a": [1, 2, 3]})
+        >>> result = df.select(
+        ...     dfn.functions.when(dfn.col("a") > dfn.lit(2),
+        ...     dfn.lit("big")).otherwise(dfn.lit("small")).alias("c"))
+        >>> result.collect_column("c")[2].as_py()
+        'big'
     """
     return CaseBuilder(f.when(when.expr, then.expr))
 

From 93f4c34bf5a4afae2547d5ccb677143d1833ebf0 Mon Sep 17 00:00:00 2001
From: Nick <24689722+ntjohnson1@users.noreply.github.com>
Date: Tue, 17 Mar 2026 02:14:42 -0400
Subject: [PATCH 64/65] Add docstring examples for Aggregate basic and
 bitwise/boolean functions (#1416)

* Add docstring examples for Aggregate basic and bitwise/boolean functions

Add example usage to docstrings for Aggregate basic and bitwise/boolean functions to improve documentation.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* Add tighter bound on approx_distinct for small sizes

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
---
 python/datafusion/functions.py | 141 +++++++++++++++++++++++++++++++++
 1 file changed, 141 insertions(+)

diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index 4738061c0..765d13653 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -2370,6 +2370,15 @@ def approx_distinct(
     Args:
         expression: Values to check for distinct entries
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1, 1, 2, 3]})
+    >>> result = df.aggregate(
+    ...     [], [dfn.functions.approx_distinct(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py() == 3
+    True
     """
     filter_raw = filter.expr if filter is not None else None
 
@@ -2388,6 +2397,15 @@ def approx_median(expression: Expr, filter: Expr | None = None) -> Expr:
     Args:
         expression: Values to find the median for
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1.0, 2.0, 3.0]})
+    >>> result = df.aggregate(
+    ...     [], [dfn.functions.approx_median(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    2.0
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.approx_median(expression.expr, filter=filter_raw))
@@ -2419,6 +2437,15 @@ def approx_percentile_cont(
         percentile: This must be between 0.0 and 1.0, inclusive
         num_centroids: Max bin size for the t-digest algorithm
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1.0, 2.0, 3.0, 4.0, 5.0]})
+    >>> result = df.aggregate(
+    ...     [], [dfn.functions.approx_percentile_cont(dfn.col("a"), 0.5).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    3.0
     """
     sort_expr_raw = sort_or_default(sort_expression)
     filter_raw = filter.expr if filter is not None else None
@@ -2451,6 +2478,15 @@ def approx_percentile_cont_with_weight(
         num_centroids: Max bin size for the t-digest algorithm
         filter: If provided, only compute against rows for which the filter is True
 
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1.0, 2.0, 3.0], "w": [1.0, 1.0, 1.0]})
+    >>> result = df.aggregate(
+    ...     [], [dfn.functions.approx_percentile_cont_with_weight(dfn.col("a"),
+    ...     dfn.col("w"), 0.5).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    2.0
     """
     sort_expr_raw = sort_or_default(sort_expression)
     filter_raw = filter.expr if filter is not None else None
@@ -2514,6 +2550,14 @@ def avg(
     Args:
         expression: Values to combine into an array
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1.0, 2.0, 3.0]})
+    >>> result = df.aggregate([], [dfn.functions.avg(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    2.0
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.avg(expression.expr, filter=filter_raw))
@@ -2552,6 +2596,14 @@ def count(
         expressions: Argument to perform bitwise calculation on
         distinct: If True, a single entry for each distinct value will be in the result
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1, 2, 3]})
+    >>> result = df.aggregate([], [dfn.functions.count(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    3
     """
     filter_raw = filter.expr if filter is not None else None
 
@@ -2616,6 +2668,14 @@ def max(expression: Expr, filter: Expr | None = None) -> Expr:
     Args:
         expression: The value to find the maximum of
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1, 2, 3]})
+    >>> result = df.aggregate([], [dfn.functions.max(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    3
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.max(expression.expr, filter=filter_raw))
@@ -2625,6 +2685,14 @@ def mean(expression: Expr, filter: Expr | None = None) -> Expr:
     """Returns the average (mean) value of the argument.
 
     This is an alias for :py:func:`avg`.
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1.0, 2.0, 3.0]})
+    >>> result = df.aggregate([], [dfn.functions.mean(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    2.0
     """
     return avg(expression, filter)
 
@@ -2644,6 +2712,14 @@ def median(
         expression: The value to compute the median of
         distinct: If True, a single entry for each distinct value will be in the result
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1.0, 2.0, 3.0]})
+    >>> result = df.aggregate([], [dfn.functions.median(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    2.0
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.median(expression.expr, distinct=distinct, filter=filter_raw))
@@ -2658,6 +2734,14 @@ def min(expression: Expr, filter: Expr | None = None) -> Expr:
     Args:
         expression: The value to find the minimum of
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1, 2, 3]})
+    >>> result = df.aggregate([], [dfn.functions.min(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    1
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.min(expression.expr, filter=filter_raw))
@@ -2677,6 +2761,14 @@ def sum(
     Args:
         expression: Values to combine into an array
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1, 2, 3]})
+    >>> result = df.aggregate([], [dfn.functions.sum(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    6
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.sum(expression.expr, filter=filter_raw))
@@ -3094,6 +3186,14 @@ def bit_and(expression: Expr, filter: Expr | None = None) -> Expr:
     Args:
         expression: Argument to perform bitwise calculation on
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [7, 3]})
+    >>> result = df.aggregate([], [dfn.functions.bit_and(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    3
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.bit_and(expression.expr, filter=filter_raw))
@@ -3110,6 +3210,14 @@ def bit_or(expression: Expr, filter: Expr | None = None) -> Expr:
     Args:
         expression: Argument to perform bitwise calculation on
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [1, 2]})
+    >>> result = df.aggregate([], [dfn.functions.bit_or(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    3
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.bit_or(expression.expr, filter=filter_raw))
@@ -3129,6 +3237,14 @@ def bit_xor(
         expression: Argument to perform bitwise calculation on
         distinct: If True, evaluate each unique value of expression only once
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [5, 3]})
+    >>> result = df.aggregate([], [dfn.functions.bit_xor(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    6
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.bit_xor(expression.expr, distinct=distinct, filter=filter_raw))
@@ -3146,6 +3262,14 @@ def bool_and(expression: Expr, filter: Expr | None = None) -> Expr:
     Args:
         expression: Argument to perform calculation on
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [True, True, False]})
+    >>> result = df.aggregate([], [dfn.functions.bool_and(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    False
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.bool_and(expression.expr, filter=filter_raw))
@@ -3163,6 +3287,14 @@ def bool_or(expression: Expr, filter: Expr | None = None) -> Expr:
     Args:
         expression: Argument to perform calculation on
         filter: If provided, only compute against rows for which the filter is True
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": [False, False, True]})
+    >>> result = df.aggregate([], [dfn.functions.bool_or(dfn.col("a")).alias("v")])
+    >>> result.collect_column("v")[0].as_py()
+    True
     """
     filter_raw = filter.expr if filter is not None else None
     return Expr(f.bool_or(expression.expr, filter=filter_raw))
@@ -3553,6 +3685,15 @@ def string_agg(
     For example::
 
         df.aggregate([], string_agg(col("a"), ",", order_by="b"))
+
+    Examples:
+    ---------
+    >>> ctx = dfn.SessionContext()
+    >>> df = ctx.from_pydict({"a": ["x", "y", "z"]})
+    >>> result = df.aggregate(
+    ...     [], [dfn.functions.string_agg(dfn.col("a"), ",", order_by="a").alias("s")])
+    >>> result.collect_column("s")[0].as_py()
+    'x,y,z'
     """
     order_by_raw = sort_list_to_raw_sort_list(order_by)
     filter_raw = filter.expr if filter is not None else None

From 3dfd6ee5d9ba7de0896f195cef5bc16b4d5f0dd0 Mon Sep 17 00:00:00 2001
From: Tim Saucer <timsaucer@gmail.com>
Date: Tue, 17 Mar 2026 15:58:34 -0400
Subject: [PATCH 65/65] Fix CI errors on main (#1432)

* Do not run check for patches on main, just release candidates

* It is not necessary to pull submodules. It's only slowing down CI
---
 .github/workflows/build.yml |  2 +-
 Cargo.toml                  | 18 +++++++++---------
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 455a0dc1a..4c07b08bb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -99,7 +99,7 @@ jobs:
         run: taplo format --check
 
   check-crates-patch:
-    if: inputs.build_mode == 'release'
+    if: inputs.build_mode == 'release' && startsWith(github.ref, 'refs/tags/')
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v6
diff --git a/Cargo.toml b/Cargo.toml
index aa8aa6b38..19b79daf8 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -70,12 +70,12 @@ codegen-units = 1
 # We cannot publish to crates.io with any patches in the below section. Developers
 # must remove any entries in this section before creating a release candidate.
 [patch.crates-io]
-datafusion = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-substrait = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-proto = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-catalog = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-common = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-functions-aggregate = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-functions-window = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
-datafusion-expr = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f" }
+datafusion = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f", submodules = false }
+datafusion-substrait = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f", submodules = false }
+datafusion-proto = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f", submodules = false }
+datafusion-ffi = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f", submodules = false }
+datafusion-catalog = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f", submodules = false }
+datafusion-common = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f", submodules = false }
+datafusion-functions-aggregate = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f", submodules = false }
+datafusion-functions-window = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f", submodules = false }
+datafusion-expr = { git = "https://github.com/apache/datafusion.git", rev = "35749607f585b3bf25b66b7d2289c56c18d03e4f", submodules = false }