In this article, we explore how to implement fine-grained access control within Amazon SageMaker Studio and Amazon EMR by utilizing Apache Ranger alongside Microsoft Active Directory (AD). By leveraging existing Active Directory entitlements, users can authenticate into SageMaker Studio while gaining authorized access to both Amazon S3 and Hive cataloged data. This integration with Apache Ranger and AWS IAM Identity Center (formerly known as AWS Single Sign-On) allows for streamlined management of multiple SageMaker environments and notebooks using a single set of credentials. As a result, Apache Spark jobs initiated from SageMaker Studio notebooks will have restricted access to data and resources based solely on the policies defined by Apache Ranger attached to the AD credentials, including access at both the table and column levels.
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