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Hadoop is a framework and set of open source software used for high-performance, large-scale data storage. With Hadoop, users can group a number of computing devices together to create a distributed file system that stores data redundantly and shares resources for cheaper and faster data access and processing. Using the technologies provided in Hadoop, data can be stored on one computer or distributed across the thousands of computers.
Hadoop is made up of a number of different tools, from the Hadoop Distributed File System (HDFS) to MapReduce for parallel processing to Spark for data analysis, machine learning, and other needs. All of these can be managed by another included tool called Ambari.