AWS has published a walkthrough describing how to centralize monitoring of Amazon SageMaker Pipelines that run across multiple AWS accounts and Regions. The approach relies on Amazon CloudWatch custom dashboards to consolidate visibility into pipeline activity. An accompanying GitHub repository supplies a customizable AWS Cloud Development Kit (CDK) example of the infrastructure needed to implement the setup.
Why it matters
Organizations operating machine learning workflows spread across several accounts and Regions can face fragmented monitoring. A single, centralized dashboard view aims to simplify oversight of SageMaker Pipelines.
Who should care
MLOps teams, cloud engineers, and practitioners using SageMaker Pipelines in multi-account or multi-Region AWS environments who want a reusable, code-based monitoring setup.