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What is Apache Spark in Azure HDInsight. 05/07/2018; 6 minutes to read Contributors. In this article. Apache Spark parallel processing framework that supports in-memory processing to boost the performance of big-data analytic applications. Apache Spark in Azure HDInsight is the Microsoft's implementation of Apache Hadoop in the cloud.