This post explores three integration approaches for connecting to Spark via Spark Connect: Jupyter notebook interactive analysis, VS Code local development, and dbt with Apache Airflow orchestration. Amazon Athena’s Spark engine eliminates cluster management overhead through serverless execution, addressing a longstanding pain point for organizations running Apache Spark workloads.