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Orchestrating SageMaker AI endpoint auto scaling with AWS CDK

1 min read · Oct 24, 2026

AWS Machine Learning Blog reports: Updating a SageMaker AI endpoint that has Application Auto Scaling registered makes AWS CloudFormation and AWS CDK deployments fail. This post shows how to build a reusable AWS CDK construct with CloudFormation custom resources that deregisters and re-registers auto scaling automatically, so you can update the endpoint and its scaling in a single deployment.

Key points

  • Source: AWS Machine Learning Blog
  • Published: October 23, 2026
  • Topics: AWS, Artificial Intelligence, Amazon
AWS Artificial Intelligence Amazon Cloud Computing