AWS CDK construct automates SageMaker endpoint auto scaling updates
The failure is a well-known trap: Application Auto Scaling holds a reference outside the stack, so a routine endpoint update breaks drift-safe deployments. Wrapping deregister and register logic in a CDK construct removes the manual step and keeps the whole endpoint lifecycle in code. MLOps engineers managing SageMaker inference at scale can drop the construct into existing stacks.