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Amazon SageMaker Unified Studio Gains AWS PrivateLink Support for Secure Connectivity

Amazon SageMaker allows VPC connections via AWS PrivateLink to keep data transfer within the AWS network, enhancing security.

AI-ASSISTED REPORTING · RETROSPECTIVE ARCHIVE

Retrospective edition: 2026-01-30. Source published: 2026-01-30. Added to this archive: 2026-11-03. This briefing was prepared later from the linked announcement; it was not published on this website on the historical edition date.

Amazon SageMaker Unified Studio introduced integration with AWS PrivateLink, enabling customers to connect their Virtual Private Clouds directly to SageMaker services without sending data over the public internet. This network isolation supports stringent security and compliance requirements.

Administrators can onboard PrivateLink endpoints to enforce that data remains inside the AWS infrastructure using IAM policies. This capability is broadly available in all regions supporting SageMaker Unified Studio, providing secure and private connectivity for machine learning workflows.

Source & further reading

Amazon SageMaker Unified Studio now supports AWS PrivateLink ↗

Source published 2026-01-30. This report was prepared with AI assistance from the linked primary-source material. Claims and limitations should be checked against the original announcement or research.