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Monitor your Databricks Clusters with AWS managed open-source Services

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This article explains how to monitor Databricks clusters on AWS using managed open-source observability services.

  • Use AWS Distro for OpenTelemetry (ADOT) to collect Spark and node metrics
  • Send metrics to Amazon Managed Service for Prometheus workspace
  • Visualize performance data in Amazon Managed Grafana dashboards
  • Configure Databricks initialization scripts for automatic metric collection
  • Create IAM roles granting S3 and Prometheus write access
  • Monitor driver/executor CPU, memory, and cluster performance metrics
  • Import pre-built Databricks dashboard JSON into Grafana

This solution provides comprehensive observability for Databricks clusters, enabling proactive performance optimization and issue troubleshooting through AWS managed services.



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