Data Flow Frameworks (DFFs) have become a powerful tool for processing complex data pipelines. DFFs provide a organized framework to define, implement and observe the flow of data through multiple stages. Inside a DFF is a clear representation of data transformations and dependencies. This enables developers to build robust and resilient data pipel