What is Amazon SageMaker Unified Studio? - Amazon SageMaker Unified Studio
Accessing Amazon SageMaker Unified Studio

Amazon SageMaker Unified Studio is in preview release and is subject to change.

What is Amazon SageMaker Unified Studio?

Amazon SageMaker Unified Studio provides an integrated experience to use all your data and tools for analytics and AI. You can use Amazon SageMaker Unified Studio to discover your data and put it to work using familiar AWS analytics and machine learning services for model development, generative AI, big data processing, and SQL analytics, assisted by Amazon Q Developer. You can also use Amazon SageMaker Unified Studio to work across compute resources using unified notebooks, discover and query diverse data sources with a built-in SQL editor, train and deploy AI models at scale, and rapidly build custom generative AI applications.

Amazon SageMaker Unified Studio is built on Amazon DataZone capabilities such as domains to organize your assets and users, and projects to collaborate with others users, securely share artifacts, and seamlessly work across compute services.

Amazon SageMaker Unified Studio offers the following capabilities:

  • Use all your data and tools in a single development environment

  • Build and scale generative AI applications with Amazon Bedrock

  • Gain insights with the most price-performant SQL engine from Amazon Redshift

  • Unify data access across Amazon S3 data lakes, Amazon Redshift, and federated data sources with Amazon SageMaker Lakehouse

  • Build, train, and deploy machine learning and foundation models, with fully managed infrastructure, tools, and workflows from Amazon SageMaker AI

  • Prepare, integrate, and orchestrate data for analytics and AI at petabyte scale with Amazon EMR, Amazon Athena, and AWS Glue

  • Discover, govern, and collaborate on data and AI securely, with a unified catalog, built on Amazon DataZone

Accessing Amazon SageMaker Unified Studio

You can access Amazon SageMaker Unified Studio in any of the following ways:

  • Amazon SageMaker management console

    You can use the Amazon SageMaker management console at https://console.aws.amazon.com/datazone (Amazon SageMaker Unified Studio is built on Amazon DataZone capabilities) to access and configure your domains for user management, account associations with your Amazon SageMaker platform domains (so that resources can be created and accessed in these accounts for various purposes), project profiles, blueprints, Amazon Bedrock models, Git connections, and Amazon Q usage.

  • Amazon SageMaker Unified Studio

    Amazon SageMaker Unified Studio is a browser-based web application where you can use all your data and tools for analytics and AI. Amazon SageMaker Unified Studio can authenticate you with your IAM credentials or with credentials from your identity provider through the AWS IAM Identity Center or with your SAML credentials. You can obtain the Amazon SageMaker Unified Studio URL for you domains by accessing the Amazon SageMaker management console at https://console.aws.amazon.com/datazone.

  • Amazon DataZone HTTPS API

    You can access Amazon SageMaker Unified Studio programmatically by using the Amazon DataZone HTTPS API, which enable you to issue HTTPS requests directly to the service. For more information, see the Amazon DataZone API Reference.