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Companies As of 2015, there are three companes battling to be the dominant distributor for Hadoop, namely Cloudera, Hortonworks, and MapR. Hadoop MapReduce is a software framework for easily writing applications which process vast amounts of data (multi-terabyte data-sets) in-parallel on large clusters (thousands of nodes) of commodity hardware in a reliable, fault-tolerant manner. Hadoop … HDFS store very large files running on a cluster of commodity hardware. Many of these problems ring true for Hadoop For Dummies. Stores data reliably even in the case of hardware failure. A MapReduce job usually splits the input data-set into independent chunks which are processed by the map tasks in a completely parallel manner. 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