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Orchestrating SageMaker AI endpoint auto scaling with AWS CDK

AWS Machine Learning Blog · Oct 23, 2026 · Engineering Insights

AWS CDK construct automates SageMaker endpoint auto scaling deregister/register during updates

AWS published a workaround for a SageMaker AI endpoint update bug where CloudFormation fails when auto scaling is registered during redeployment. The solution uses a custom CDK construct with CloudFormation custom resources to orchestrate deregistration and re-registration automatically. This is a practical MLOps engineering fix with no broader AI industry signal.

AWS SageMaker CDK auto-scaling CloudFormation MLOps

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