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redo[1] with shell scripts has become my goto method of dealing with multi-step data problems. It makes it easy to review each step of data retrieval, clean-up, transformation, etc.

I use mlr, sqlite, rye, souffle, and goawk in the shell scripts, and visidata to interactively review the intermediate files.

1. https://redo.readthedocs.io/en/latest/