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SageMaker Unified Studio automates Glue connector provisioning for cross-subnet job retries

dataawsengineeraws-sagemaker
feature

Amazon SageMaker Unified Studio now automatically provisions AWS Glue connectors across subnets, enhancing data pipeline resilience. This feature reduces unplanned downtime and SLA breaches by enabling automatic job retries on alternate subnets during failures, without manual engineer intervention. It's available for all SageMaker Unified Studio users in supported AWS Regions.

  • →Automated cross-subnet Glue connector provisioning
  • →Reduced downtime for business-critical data pipelines
  • →Availability and configuration
Features (1) ›
  • Automated cross-subnet Glue connector provisioning

    SageMaker Unified Studio now automatically provisions Glue connectors across defined subnets in the domain VPC. This supports automatic job retries on alternate subnets during failures, improving data pipeline resilience.

Enhancements (1) ›
  • Reduced downtime for business-critical data pipelines

    This feature helps organizations running business-critical data pipelines reduce unplanned downtime and meet SLAs. Engineers no longer need to manually configure backup connectors or intervene during subnet failures.

Notes (1) ›
  • Availability and configuration

    This feature is available in all AWS Regions where Amazon SageMaker Unified Studio is available. Configuration requires defining the domain VPC with multiple private subnets across availability zones.

Read the original announcement →

https://aws.amazon.com/about-aws/whats-new/2026/05/sagemaker-unified-studio-glue/

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