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Product Launches

Lend and borrow resources across teams with AWS Batch’s quota management for SageMaker Training jobs

AWS Machine Learning Blog · Oct 29, 2026 · Product Launches

AWS Batch adds quota management for multi-team GPU sharing in SageMaker Training jobs

AWS Batch now supports quota management for SageMaker Training jobs, letting administrators define per-team GPU allocations with lending and borrowing strategies. The feature handles cross-share preemption automatically, reclaiming idle capacity without manual intervention. This is an infrastructure/MLOps operational improvement rather than a strategic AI industry signal.

AWS SageMaker GPU scheduling MLOps multi-team

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