Outside the ~4 hours I spent setting up GitLab (for the first time) 3+ years ago, I've spent an average of perhaps 10 minutes per month maintaining it (and the runner on a separate server).

(And that's literally only because I choose to update it manually since it's usually offline for about 15-30 minutes during updates...)