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LinkedIn is a social network with petabytes of data.  In order to store that data, LinkedIn distributes and replicates that data across a large cluster of machines running the Hadoop Distributed File System. In order to run calculations across its large data set, LinkedIn needs to split the computation up using MapReduce-style jobs. LinkedIn has

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