Fix hard-coded URL in GitLab

1. figure out how many types of hardcoded URL in Gitlab which may impact JH
2. Find out a way to make it be configurable

Upstream issue: https://gitlab.com/gitlab-org/gitlab/-/issues/415316

Upstream Epic: https://gitlab.com/groups/gitlab-org/-/epics/13517