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Orchestrating SageMaker AI endpoint auto scaling with AWS CDK.

AWS Machine Learning BlogCompany announcement·
AI brief

AWS published guidance on building a reusable AWS CDK construct using CloudFormation custom resources to deregister and re-register Application Auto Scaling when updating a SageMaker AI endpoint, since such updates otherwise cause CloudFormation and CDK deployments to fail.

Why it matters: It offers a workaround for deployment failures when auto scaling is registered on SageMaker AI endpoints.

Written by AI from AWS Machine Learning Blog's published text.

Source

“Updating a SageMaker AI endpoint that has Application Auto Scaling registered makes AWS CloudFormation and AWS CDK deployments fail.”
AWS Machine Learning Blog, 23 Oct 2026, 16:30.

Published by the organisation it describes; treat claims as first-party statements.

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