With data-science teams increasingly requiring domain knowledge, transforming a group of domain specific engineers into a functioning data-science team can be a challenge. In this talk we will explore how a team of engineers moved from a tangled MATLAB codebase to a functioning Python data-analysis pipeline, and some of the lessons learned along the way.