Orchestrating SageMaker AI endpoint auto scaling with AWS CDK

AWS explains how to use a reusable AWS CDK construct with CloudFormation custom resources to automate deregistering and registering SageMaker AI endpoint auto scaling during updates. This approach prevents deployment failures caused by SageMaker's requirement to deregister scalable targets before endpoint changes. It enables seamless updates to endpoint configurations and auto scaling parameters in a single deployment without manual steps.