I’m quite happy with ruby’s rake for my needs. I mostly use it to define pipelines, often involving data downloads and transformations into datasets for ML. It

I’m quite happy with ruby’s rake for my needs. I mostly use it to define pipelines, often involving data downloads and transformations into datasets for ML. It works well when you work with files, preferably containing a single or few entities each. Have been meaning to wrap some tools to make it handle databases into an extension.