Azure HDInsight Skill

SkillCloud & infra

Expert knowledge for Azure HDInsight development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when working with HDInsight Spark/Hive/Kafka/HBase clusters, Ambari/Oozie pipelines, or Azure-integrated storage/BI, and other Azure HDInsight related development tasks. Not for Azure Databricks (use azure-databricks), Azure Synapse Analytics (use azure-synapse-analytics), Azure Stream Analytics (use azure-stream-analytics).

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Azure HDInsight Skill skill

What this skill tells your AI

The instructions your AI receives, as published by microsoftdocs/agent-skills in skills/azure-hdinsight/SKILL.md and read by ahel’s review.

This skill provides expert guidance for Azure HDInsight. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.

How to Use This Skill

IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g., L35-L120), use read_file with the specified lines. For categories with file links (e.g., [security.md](security.md)), use read_file on the linked reference file

IMPORTANT for Agent: If metadata.generated_at is more than 3 months old, suggest the user pull the latest version from the repository. If mcp_microsoftdocs tools are not available, suggest the user install it: Installation Guide

This skill requires network access to fetch documentation content:

  • Preferred: Use mcp_microsoftdocs:microsoft_docs_fetch with query string from=learn-agent-skill. Returns Markdown.
  • Fallback: Use fetch_webpage with query string from=learn-agent-skill&accept=text/markdown. Returns Markdown.

Category Index

CategoryLinesDescription
TroubleshootingL37-L132Diagnosing and fixing HDInsight cluster issues: creation/auth, networking, storage, Ambari/HDFS/Hive/HBase/Kafka/Spark/YARN problems, performance, disk/CPU, and known error codes/workarounds.
Best PracticesL133-L174Best practices for designing, securing, monitoring, scaling, and tuning HDInsight clusters and workloads (Hadoop, Spark, Hive, HBase, Kafka), including storage, migration, and performance optimization.
Decision MakingL175-L200Planning HDInsight capacity, networking, storage, and VM sizes, plus detailed migration/upgrade paths for Hadoop, HBase, Kafka, Ambari, and HDInsight versions and load balancers.
Architecture & Design PatternsL201-L215HDInsight cluster architecture, security, networking, HA/DR, migration from on-prem Hadoop, shared storage, streaming design, and operational pipelines with Ambari/Oozie
Limits & QuotasL216-L225HDInsight capacity limits, node configs, Kafka-specific limits, metastore constraints, log sizing/retention, and how to request/manage CPU core quota increases.
SecurityL226-L269Securing HDInsight clusters: identity and access (Entra, LDAP, Ranger, RBAC), network isolation (NSG, Private Link), TLS/encryption, Kafka/Hive/Spark security, and security best practices.
ConfigurationL270-L326Configuring and tuning HDInsight clusters: networking/VPN, Ambari/Hive/Spark/HBase settings, autoscale, monitoring/logging, SSH/Jupyter/VS Code access, and script-based customizations.
Integrations & Coding PatternsL327-L394Patterns and code samples for integrating HDInsight (Hive, Spark, Kafka, HBase, MapReduce, Sqoop) with tools, SDKs, REST/CLI, and external services like SQL, Cosmos DB, Power BI, IoT, and Synapse
DeploymentL395-L408Creating, configuring, migrating, and automating HDInsight clusters (Hadoop, HBase, Kafka) using portal, CLI, PowerShell, ARM/REST, Data Factory, Marketplace, AMA, and runbooks

Troubleshooting

TopicURL
Address reliability issues on older HDInsight imageshttps://learn.microsoft.com/en-us/azure/hdinsight/cluster-reliability-issues
Fix component version validation errors in HDInsight ARM templateshttps://learn.microsoft.com/en-us/azure/hdinsight/component-version-validation-error-arm-templates
Troubleshoot Azure HDInsight cluster creation errorshttps://learn.microsoft.com/en-us/azure/hdinsight/create-cluster-error-dictionary
Troubleshoot authentication issues for secure HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/domain-joined/domain-joined-authentication-issues
Run diagnostic script when HDInsight cluster creation fails with DomainNotFoundhttps://learn.microsoft.com/en-us/azure/hdinsight/domain-joined/sample-script
Fix DomainNotFound errors during HDInsight cluster creationhttps://learn.microsoft.com/en-us/azure/hdinsight/domain-joined/troubleshoot-domainnotfound
Fix Apache Ambari directory alerts in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/apache-ambari-troubleshoot-directory-alerts
Troubleshoot Ambari UI down hosts and services in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/apache-ambari-troubleshoot-down-hosts-services
Fix Apache Ambari UI 502 errors on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/apache-ambari-troubleshoot-fivezerotwo-error
Resolve Apache Ambari heartbeat issues in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/apache-ambari-troubleshoot-heartbeat-issues
Troubleshoot Apache Ambari Metrics Collector on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/apache-ambari-troubleshoot-metricservice-issues
Resolve Apache Ambari stale alerts in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/apache-ambari-troubleshoot-stale-alerts
Fix local HDFS stuck in safe mode on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/hdinsight-hdfs-troubleshoot-safe-mode
Fix HDInsight cluster creation failureshttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/hdinsight-troubleshoot-cluster-creation-fails
Convert service principal certificates to base-64 for HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/hdinsight-troubleshoot-converting-service-principal-certificate
Resolve Data Lake storage file access issues in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/hdinsight-troubleshoot-data-lake-files
Fix InvalidNetworkSecurityGroupSecurityRules for HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/hdinsight-troubleshoot-invalidnetworksecuritygroupsecurityrules-cluster-creation-fails
Resolve HDInsight node disk space exhaustionhttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/hdinsight-troubleshoot-out-disk-space
Fix Watchdog BUG soft lockup CPU errors in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/hdinsight-troubleshoot-soft-lockup-cpu
Resolve node addition failures in HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/hdinsight-troubleshoot-unable-add-nodes
Troubleshoot login failures to HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/hdinsight-troubleshoot-unable-log-in-cluster
Manage and troubleshoot disk space issues in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/troubleshoot-disk-space
Resolve InvalidNetworkConfigurationErrorCode in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/troubleshoot-invalidnetworkconfigurationerrorcode-cluster-creation-fails
Restore Key Vault access for encrypted HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/troubleshoot-lost-key-vault-access
Fix port conflicts when starting HDInsight serviceshttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/troubleshoot-port-conflict
Fix 'account does not support http' storage errors in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/troubleshoot-wasbs-storage-exception
Fix invalid BCFile errors when reading YARN logshttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/troubleshoot-yarn-log-invalid-bcfile
Resolve BindException address-in-use on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-bindexception-address-use
Fix HBase hbck inconsistency errors on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-hbase-hbck-inconsistencies
Troubleshoot pegged CPU on HBase region servershttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-pegged-cpu-region-server
Resolve Apache Phoenix connectivity issues on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-phoenix-connectivity
Fix missing data in Phoenix views after HDP upgradehttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-phoenix-no-data
Fix HBase REST service not responding on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-rest-not-spending
Fix HBase Master startup failures on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-start-fails
Resolve storage exceptions after connection resethttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-storage-exception-reset
Resolve timeouts with hbase hbck on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-timeouts-hbase-hbck
Troubleshoot HBase region server issues on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/hbase-troubleshoot-unassigned-regions
Fix HBase TTL data retention issues on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/troubleshoot-data-retention-issues-expired-data
Troubleshoot HBase REST API issues on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/troubleshoot-rest-api
Access and interpret YARN application logs on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-access-yarn-app-logs-linux
Enable and collect Hadoop heap dumps on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-collect-debug-heap-dump-linux
Resolve Hive out-of-memory errors on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-hive-out-of-memory-error-oom
Lookup and resolve Hadoop stack trace errors on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-stack-trace-error-messages
Understand and resolve WebHCat errors on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-templeton-webhcat-debug-errors
Known issues and troubleshooting for Azure HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-known-issues
Fix Ambari access failures after certificate rotationhttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-known-issues-ambari-access-certificate-issue
Resolve Ambari user switch issues on HDInsight 5.1https://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-known-issues-ambari-users-cache
Recover HDInsight headnodes from /tmp disk usage leakhttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-known-issues-cluster-head-node-unresponsive
Mitigate conda version regression on HDInsight 5.1https://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-known-issues-conda-version-regression
Resolve Ranger startup failures on ESP HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-known-issues-ranger-cluster-create-failure
Diagnose slow or failing jobs on HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-troubleshoot-failed-cluster
HDInsight troubleshooting guide indexhttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-troubleshoot-guide
Troubleshoot HDFS issues in Azure HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-troubleshoot-hdfs
Common Hive issues and fixes on Azure HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-troubleshoot-hive
Troubleshoot YARN issues in Azure HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-troubleshoot-yarn
Restore error messages in Ambari Hive View on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-error-message-hive-view
Resolve Hive log disk space issues on HDInsight head nodeshttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-hive-logs-diskspace-full-headnodes
Fix Hive View inaccessibility due to Zookeeper issueshttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-inaccessible-hive-view
Troubleshoot Hive join OutOfMemory GC overhead errorshttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-outofmemory-overhead-exceeded
Resolve permission denied errors creating Hive tableshttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-permission-error-create-table
Diagnose poor Hive LLAP query performance in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-query-performance
Fix slow reducers and data skew in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-slow-reducer
Troubleshoot Apache Tez application hangs in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-tez-hangs
Fix slow or failing Ambari Tez View in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-tez-view-slow
Fix Hive View query result timeout in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-view-time-out
Correct Hive JDBC URL in Zeppelin interpreter on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/interactive-query-troubleshoot-zookeeperhiveclientexception-hiveserver-configs
Resolve Ambari Hive View gateway timeout exceptionshttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/troubleshoot-gateway-timeout
Troubleshoot Hive LLAP workload management issueshttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/troubleshoot-workload-management-issues
Resolve Kafka broker startup failures from full diskshttps://learn.microsoft.com/en-us/azure/hdinsight/kafka/kafka-troubleshoot-full-disk
Fix HDInsight Kafka error: insufficient fault domainshttps://learn.microsoft.com/en-us/azure/hdinsight/kafka/kafka-troubleshoot-insufficient-domains
Debug Spark apps using HDInsight History Server extensionshttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-azure-spark-history-server
Debug Spark job failures with IntelliJ Azure Toolkithttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-intellij-tool-failure-debug
Remotely debug Apache Spark apps on HDInsight via IntelliJhttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-intellij-tool-plugin-debug-jobs-remotely
Debug HDInsight Spark jobs with YARN and Spark UIshttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-job-debugging
Known issues and workarounds for HDInsight Spark clustershttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-known-issues
Troubleshoot Spark Streaming apps stopping after 24 dayshttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-application-stops
Fix Jupyter 404 'Blocking Cross Origin API' on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-blocking-cross-origin
Resolve RequestBodyTooLarge errors in HDInsight Spark streaminghttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-event-log-requestbodytoolarge
Fix IllegalArgumentException in HDInsight Spark activitieshttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-illegalargumentexception
Resolve InvalidClassException version mismatch in HDInsight Sparkhttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-job-fails-invalidclassexception
Fix NoClassDefFoundError for Spark-Kafka on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-job-fails-noclassdeffounderror
Improve slow Spark jobs with many Azure Storage fileshttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-job-slowness-container
Resolve OutOfMemoryError in HDInsight Spark clustershttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-outofmemory
Resolve RpcTimeoutException and 502 errors in Spark Thrift on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-rpctimeoutexception
Troubleshoot large result downloads via JDBC/ODBC and Thrift on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-troubleshoot-sparkexception-kryo-serialization-failed
Common Spark issues and fixes on Azure HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-troubleshoot-spark
Debug WASB file operations for HDInsight storage issueshttps://learn.microsoft.com/en-us/azure/hdinsight/spark/troubleshoot-debug-wasb
Fix Jupyter Notebook creation issues on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/troubleshoot-jupyter-notebook-convert
Troubleshoot Apache Oozie workflows on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/troubleshoot-oozie
Resolve Azure HDInsight resource creation capacity errorshttps://learn.microsoft.com/en-us/azure/hdinsight/troubleshoot-resource-creation-fails
Troubleshoot script action failures in Azure HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/troubleshoot-script-action
Work around Sqoop import/export failures on ESP HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/troubleshoot-sqoop

Best Practices

TopicURL
Use Azure Monitor logs for HDInsight availabilityhttps://learn.microsoft.com/en-us/azure/hdinsight/cluster-availability-monitor-logs
Apply cluster management best practices in HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/cluster-management-best-practices
Apply general best practices for HDInsight Enterprise Securityhttps://learn.microsoft.com/en-us/azure/hdinsight/domain-joined/general-guidelines
Plan and execute data migration to Azure HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/apache-hadoop-on-premises-migration-best-practices-data-migration
Apply infrastructure best practices for Azure HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/apache-hadoop-on-premises-migration-best-practices-infrastructure
Implement storage best practices for HDInsight migrationshttps://learn.microsoft.com/en-us/azure/hdinsight/hadoop/apache-hadoop-on-premises-migration-best-practices-storage
Optimize HDInsight HBase with Accelerated Writeshttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/apache-hbase-accelerated-writes
Apply HBase performance advisor recommendations on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/apache-hbase-advisor
Tune Apache Phoenix performance on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/apache-hbase-phoenix-performance
Tune Apache HBase performance on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hbase/troubleshoot-hbase-performance-issues
Scale HiveServer2 on HDInsight using edge nodeshttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-apps-install-hiveserver2
Monitor HDInsight availability with Apache Ambarihttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-cluster-availability
Create HDInsight clusters with secure transfer-enabled storage accountshttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-create-linux-clusters-with-secure-transfer-storage
Apply Linux-specific tips for Hadoop on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-linux-information
Optimize Apache Hive query performance on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-optimize-hive-query
Monitor and optimize HDInsight cluster performancehttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-key-scenarios-to-monitor
Schedule and apply OS patches for HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-os-patching
Apply pre-creation best practices for HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-overview-before-you-start
Manually scale HDInsight clusters for workload patternshttps://learn.microsoft.com/en-us/azure/hdinsight/hdinsight-scaling-best-practices
Apply gateway best practices for Hive on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/gateway-best-practices
Operate LLAP schedule-based autoscale on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/interactive-query/llap-schedule-based-autoscale-best-practices
Configure Kafka partition replicas for high availabilityhttps://learn.microsoft.com/en-us/azure/hdinsight/kafka/apache-kafka-high-availability
Mirror Kafka topics between HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/kafka/apache-kafka-mirroring
Tune Kafka on HDInsight for optimal performancehttps://learn.microsoft.com/en-us/azure/hdinsight/kafka/apache-kafka-performance-tuning
Configure managed disks to scale Kafka on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/kafka/apache-kafka-scalability
Migrate HDInsight Log Analytics data to new tableshttps://learn.microsoft.com/en-us/azure/hdinsight/log-analytics-migration
Use Azure Storage effectively as HDInsight default filesystemhttps://learn.microsoft.com/en-us/azure/hdinsight/overview-azure-storage
Leverage Data Lake Storage Gen2 with HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/overview-data-lake-storage-gen2
Optimize Apache Spark job performance on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-perf
Manage Python packages for Jupyter on HDInsight Sparkhttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-python-package-installation
Configure Spark Streaming on HDInsight for exactly-once processinghttps://learn.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-streaming-exactly-once
Optimize Apache Spark cluster configuration on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/optimize-cluster-configuration
Optimize data processing operations for Spark on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/optimize-data-processing
Optimize data storage for Apache Spark on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/optimize-data-storage
Tune Apache Spark memory usage on HDInsight clustershttps://learn.microsoft.com/en-us/azure/hdinsight/spark/optimize-memory-usage
Safely manage JAR dependencies on HDInsight Sparkhttps://learn.microsoft.com/en-us/azure/hdinsight/spark/safely-manage-jar-dependency
Apply Apache Spark performance guidelines on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/spark-best-practices
Use SparkCruise to optimize Spark queries on HDInsighthttps://learn.microsoft.com/en-us/azure/hdinsight/spark/spark-cruise

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