Your team is building a data engineering and data science development environment that must meet the following requirements:

• Support Python and Scala.
• Compose data storage, movement, and processing services into automated data pipelines.
• Use a single tool for orchestrating both data engineering and data science workflows.
• Support workload isolation and interactive workloads.
• Enable scaling across a cluster of machines.

What should you do?