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I don't do a great job of this, but take Immich for example. There, I specify the version in the compose.yml (technically, the version is in the .env file and substituted into the compose.yml). At that point, updating Immich is a matter of updating the version number and restarting the service.
These configuration files are all managed with git, so when I do these updates, I create a new commit. I just checked, and I have Forgejo pinned to a specific version in its compose.yml as well. But unfortunately, the other services are referencing
:latest. I'm going to go back and pin them all :)I built a small tool that does that for me now and published it: https://feddit.de/post/2909288 maybe you'll find it useful, no guarantee that it doesn't break something though :D