This article posted by Microsoft Azure HDInsight support team explains differences between Spark and Hadoop HDInsight cluster and how to choose the proper one for your Big Data project.
http://blogs.msdn.com/b/bigdatasupport/archive/2015/07/27/spark-or-hadoop.aspx
http://blogs.msdn.com/b/bigdatasupport/archive/2015/07/27/spark-or-hadoop.aspx
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