Amazon SageMaker Unified Studio adds Observability for AWS Glue jobs via CloudWatch metrics

Published
March 31, 2026
https://aws.amazon.com/about-aws/whats-new/2026/03/sagemaker-unified-studio-metrics/

Amazon SageMaker Unified Studio Updates

Amazon SageMaker Unified Studio now displays Amazon CloudWatch metrics for AWS Glue jobs directly alongside job logs in a unified interface, enhancing observability and streamlining troubleshooting for data engineers and ETL developers.

With this feature, teams can diagnose performance issues faster by correlating resource utilization patterns with job log output. Specific use cases include identifying compute bottlenecks, detecting memory pressure, optimizing resource allocation, and monitoring data pipeline performance at scale.

What to do

  • Navigate to any Glue job in SageMaker Unified Studio.
  • Open a previous job run and select the Metrics tab to view comprehensive performance data.

Source: AWS release notes




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