On the road to senior engineer, one has to inhale multiple technologies. This often seems like a series of massive obstacles wherein each new technology resembles a new beginning. However, engineers often underestimate the extent to which procedural knowledge from one technology transfers to a new technology. In this talk, I will demonstrate that the process from OpenStack Community Liaison to Tinkerbell Developer Advocate was a series of procedural knowledge transfers, wherein the obstacles to learning reduces with each new technology that is learned. I will provide specific examples, from getting started to troubleshooting issues, and conclude with practical recommendations on how to create a coherent plan for transitioning from one technology to another.