- Adds Amazon EMR Serverless as a selectable Spark runtime for SageMaker Unified Studio notebooks, enabling PySpark and Spark SQL execution.
- Integrates SageMaker Data Agent for natural‑language code generation and supports VPC connectivity for isolated workloads.