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articles/hdinsight/spark/spark-best-practices.md

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---
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title: Apache Spark best practices on Azure HDInsight
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description: Learn best practices for using Apache Spark in Azure HDInsight.
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title: Apache Spark guidelines on Azure HDInsight
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description: Learn guidelines for using Apache Spark in Azure HDInsight.
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author: hrasheed-msft
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ms.author: hrasheed
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ms.reviewer: jasonh
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ms.service: hdinsight
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ms.topic: conceptual
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ms.date: 09/18/2019
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ms.date: 04/28/2020
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---
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# Apache Spark best practices
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This article provides various best practices for using Apache Spark on Azure HDInsight.
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# Apache Spark guidelines
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This article provides various guidelines for using Apache Spark on Azure HDInsight.
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## How do I run or submit Spark jobs?
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| IntelliJ | [Tutorial: Create a Scala Maven application for Apache Spark in HDInsight using IntelliJ](./apache-spark-create-standalone-application.md) |
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| Zeppelin notebooks | [Use Apache Zeppelin notebooks with Apache Spark cluster on Azure HDInsight](./apache-spark-zeppelin-notebook.md) |
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| Remote job submission with Livy | [Use Apache Spark REST API to submit remote jobs to an HDInsight Spark cluster](./apache-spark-livy-rest-interface.md) |
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|[Apache Oozie](../hdinsight-use-oozie-linux-mac.md)|Oozie is a workflow and coordination system that manages Hadoop jobs.|
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|[Apache Livy](./apache-spark-livy-rest-interface.md)|You can use Livy to run interactive Spark shells or submit batch jobs to be run on Spark.|
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|[Azure Data Factory for Apache Spark](/../data-factory/transform-data-using-spark.md)|The Spark activity in a Data Factory pipeline executes a Spark program on your own or [on-demand HDInsight cluster.|
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|[Azure Data Factory for Apache Hive](/../data-factory/transform-data-using-hadoop-hive.md)|The HDInsight Hive activity in a Data Factory pipeline executes Hive queries on your own or on-demand HDInsight cluster.|
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## How do I monitor and debug Spark jobs?
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