Comment by jl-gitlab

One relatively easy way to debug is to set up a runner instance on your machine and then send jobs that you're working on there. In that way you are validating real jobs, but can also monitor and interact with what's happening in real time.

Features like https://gitlab.com/gitlab-org/gitlab/issues/39527 will make this easier and allow you to do similar troubleshooting in an interactive web terminal.