As enterprise lakehouses grow to thousands of tables across business domains and regions, fine-grained access control becomes a governance bottleneck. This post shows how to combine AWS IAM Identity Center, AWS Lake Formation tag-based access control, and trusted identity propagation in Amazon SageMaker Unified Studio for automated, auditable, least-privilege access.