well most of the time, my company deals with docker aswell. but my coworkers have nothing to do with it, it just is fully automated. the only problem we had, when introducing long running jobs that can be run while clicking a button inside our ui, which runs a k8s job. that was hairy for my coworker, but with enough shell scripts it started to be easier and easier.