Amazon SageMaker Studio is a fully integrated development environment (IDE) for machine learning. Studio comes with built-in integration with Amazon EMR so that data scientists can interactively prepare data at petabyte scale using frameworks such as Apache Spark right from Studio notebooks. We’re excited to announce that SageMaker Studio now supports applying fine-grained data access control with AWS Lake Formation when accessing data through Amazon EMR.