[brutus1213]

I am a manager. It is pretty bad in terms of tracking. Wandb looks great but really expensive (small team in a super large corp, pricing we were quoted plus the challenges of no-saas made this a no go for me). Been trying to get team members to mlflow and some adjacent tools but it is too hard to do it right.

[arma97]

Yeah, I totally relate — I often lose track of filtering logic, feature engineering, and other preprocessing steps. Those seem way harder to version and track than just model runs. I’m curious, how did your team build a workflow for managing that kind of complexity?