AWS Big Data Blog

Ben Shafabakhsh

Author: Ben Shafabakhsh

Navigating multi-account deployments in Amazon SageMaker Unified Studio: a governance-first approach

In this post, we explore SageMaker Unified Studio multi-account deployments in depth: what they entail, why they matter, and how to implement them effectively. We examine architecture patterns, evaluate trade-offs across security boundaries, operational overhead, and team autonomy. We also provide practical guidance to help you design a deployment that balances centralized control with distributed ownership across your organization.