- Adds interactive Apache Spark sessions via Spark Connect on EMR on EC2 clusters
- Enables development, debugging, and monitoring from SageMaker Studio, Jupyter, VS Code, and EMR console
- Supports persistent Spark context, real‑time UI monitoring, and session management via API/CLI/SDK