Pilots have a specific term for moving from one airplane to another: a "type conversion". Not "learning to fly" again — you already know how to fly. It's the process of taking everything you already know and re-mapping it onto a new machine that does the same job with a different cockpit. Starting a new SRE job is the same thing.
https://billduncan.org/type-conversion