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On the elasticity of NoSQL databases over cloud management platforms

Published: 24 October 2011 Publication History

Abstract

NoSQL databases focus on analytical processing of large scale datasets, offering increased scalability over commodity hardware. One of their strongest features is elasticity, which allows for fairly portioned premiums and high-quality performance and directly applies to the philosophy of a cloud-based platform. Yet, the process of adaptive expansion and contraction of resources usually involves a lot of manual effort during cluster configuration. To date, there exists no comparative study to quantify this cost and measure the efficacy of NoSQL engines that offer this feature over a cloud provider. In this work, we present a cloud-enabled framework for adaptive monitoring of NoSQL systems. We perform a study of the elasticity feature on some of the most popular NoSQL databases over an open-source cloud platform. Based on these measurements, we finally present a prototype implementation of a decision making system that enables automatic elastic operations of any NoSQL engine based on administrator or application-specified constraints.

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cover image ACM Conferences
CIKM '11: Proceedings of the 20th ACM international conference on Information and knowledge management
October 2011
2712 pages
ISBN:9781450307178
DOI:10.1145/2063576
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 24 October 2011

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Author Tags

  1. cassandra
  2. cloud computing
  3. hbase
  4. nosql
  5. riak

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  • (2023)Performance Analysis of Lambda Architecture-Based Big-Data Systems on Air/Ground Surveillance Application with ADS-B DataSensors10.3390/s2317758023:17(7580)Online publication date: 31-Aug-2023
  • (2022)Depth-of-Field Segmentation for Near-lossless Image Compression and 3D ReconstructionJournal on Computing and Cultural Heritage 10.1145/350092415:3(1-16)Online publication date: 16-Sep-2022
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  • (2022)Persistence of RDF Data into NoSQL: A Survey and a Reference ArchitectureIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2020.299452134:3(1370-1389)Online publication date: 1-Mar-2022
  • (2021)Performance Comparison for Data Retrieval from NoSQL and SQL Databases: A Case Study for COVID-19 Genome Sequence Dataset2021 2nd International Conference on Robotics, Electrical and Signal Processing Techniques (ICREST)10.1109/ICREST51555.2021.9331044(324-328)Online publication date: 5-Jan-2021
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