This article presents a centralized monitoring and reporting solution for Amazon SageMaker across multi-account AWS environments using CloudWatch and EventBridge.

• Enables single-pane-of-glass monitoring of SageMaker jobs across multiple AWS accounts
• Uses EventBridge to stream SageMaker service and API events to centralized monitoring account
• Lambda functions augment events and convert them to CloudWatch metrics using EMF format
• Supports both AWS Organizations and standalone account deployments
• CloudWatch cross-account observability provides unified metrics, logs, and trace access
• Customizable CloudWatch dashboard displays Processing and Training job metrics and status
• Includes deployment scripts for Organizations and non-Organizations environments
• Enables troubleshooting, auditing, and resource utilization tracking without account-switching

The solution simplifies multi-account SageMaker monitoring by consolidating job visibility, status tracking, and troubleshooting into a single dashboard, reducing operational overhead for cloud platform teams.