### Systems based on [[MapReduce]] > Early generation frameworks for big data processing. * [[Apache Hive]] ### Systems that replace MapReduce > newer, faster frameworks with different architectures and performance improvements. **Motivation**: [[MapReduce]] and [[Apache Hive|Hive]] are too slow! - [[Google Dremel]] - [[Apache Spark]] - Replaces MapReduce with its own engine that works much faster without compromising consistency - Architecture not based on Map-reduce but rather on two concepts: - RDD (Resilient Distributed Dataset) - DAG (Directed Acyclic Graph) - Pro’s: - Works much faster than MapReduce; - fast growing community.