A team writes Apache Beam transformations and wants managed execution for both batch and streaming pipelines. Which approach best fits?

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