The Lambda Architecture is a framework for building big data applications that addresses requirements for fault tolerance, multiple use cases, scalability, and extensibility. It has three major components: a batch layer that manages raw immutable data and pre-computes queries, a serving layer that indexes batch queries for low latency access, and a speed layer that handles recent data and compensates for high latency updates.