Automate deployment of data and AI applications with Amazon SageMaker Unified Studio CI/CD CLI

This article introduces the CI/CD CLI for Amazon SageMaker Unified Studio, an open-source tool automating deployment of multi-service data and AI applications across environments.

• Data teams define applications once in YAML manifest files
• DevOps teams deploy with single command using existing CI/CD systems
• CLI handles configuration substitution, dependency ordering, and resource provisioning
• Each stage maps to isolated SageMaker Unified Studio project for environment separation
• Bundles create immutable, versioned artifacts for reproducible deployments
• Supports AWS Glue, Athena, MWAA, SageMaker, QuickSight, and catalog resources
• Integrates with GitHub Actions, Jenkins, GitLab CI, and Azure DevOps
• SageMaker Catalog integration automates data governance workflows
• Available at no additional cost in all SageMaker Unified Studio regions

The CLI enables clean separation between data and DevOps teams, automating multi-service application deployment while maintaining environment isolation and governance controls.