Data Flow Frameworks (DFFs) gain traction as a powerful strategy for managing complex data pipelines. DFFs provide a systematic framework to define, implement and track the flow of data through multiple stages. Inside a DFF is a defined representation of data transformations and dependencies. This allows developers to construct robust and resilient