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Enhance governance with asset type usage policies in Amazon SageMaker
- Amazon SageMaker Catalog now supports authorization policy for asset type usage, providing fine-grained control over asset creation and management based on specific templates.
- Large organizations face challenges in governing diverse asset types, requiring control over who can create assets and how sensitive templates are handled.
- SageMaker Catalog enables administrators to define authorization policies for asset type usage, allowing control over who can use specific asset templates.
- Customers can define policies at the asset type level, apply them to project members, and maintain centralized oversight while empowering decentralized teams.
- The introduction of asset type usage policies in SageMaker Catalog benefits organizations by enforcing authorization policies, reducing duplication, and strengthening compliance.
- Key benefits include proactive governance, reduction of asset sprawl, compliance enforcement, and accelerated onboarding with controlled access to approved templates.
- The article provides a detailed solution overview on creating custom assets, associating usage policies, and testing asset type usage policies in SageMaker Catalog.
- Asset type usage policies offer scalable governance for organizations managing diverse teams, projects, and templates in data publishing workflows.
- To get started with asset type usage policies, organizations can refer to the user guide in AWS Commercial Regions where Amazon SageMaker is supported.
- Authors of the article include Pradeep Misra, Ramesh H Singh, and Harsh Singh who provide insights into modern distributed analytics and AI/ML platform solutions.
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