An enterprise already has a substantial Apache Spark workload and wants a managed Google Cloud execution environment without rewriting it in Beam. Which approach best fits?

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  1. Use Google Cloud Managed Service for Apache Spark.
  2. Run the pipelines on Dataflow.
  3. Use Cloud Composer or its current managed Airflow offering.
  4. Use Dataform with version-controlled SQL workflows.

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