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Share GPU clusters across teams with isolation and fairness using Amazon SageMaker HyperPod

AWS Machine Learning Blog · Oct 08, 2026 · Engineering Insights

AWS SageMaker HyperPod now supports multi-tenant GPU cluster sharing with team isolation and cost attribution

AWS published a reference architecture for sharing SageMaker HyperPod GPU clusters across multiple teams using Kubernetes namespaces, IAM Identity Center, and Task Governance for fair resource allocation. The architecture addresses a common enterprise pain point: expensive GPU clusters sitting underutilized because teams can't safely share them without losing isolation or cost visibility. This is an operational/infrastructure pattern rather than a major product announcement, relevant to enterprise ML platform teams but not a top-tier industry signal.

AWS SageMaker HyperPod GPU multi-tenant Kubernetes MLOps

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