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Updated , rescanned every two hoursFriday, October 23, 2026

CDK construct smooths SageMaker endpoint autoscaling updates

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Orchestrating SageMaker AI endpoint auto scaling with AWS CDK: preview

What is Orchestrating SageMaker AI endpoint auto scaling with AWS CDK?

The guide provides a reusable CDK construct that uses CloudFormation custom resources to deregister a SageMaker endpoint from Application Auto Scaling, apply updates, then re-register it. This sidesteps deployment failures that happen when updating a scaled endpoint.

Who it is for

MLOps engineers who manage SageMaker models with CDK can keep their auto-scaling pipelines alive without manual workarounds.

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