First, it's important to ensure that your Integration and/or Broker is configured with the appropriate permissions (API scope). Secondly we have seen issues where the problem was caused by a misconfiguration on the Gitlab side.
Please refer to this article:
https://gitlab.com/gitlab-org/gitlab-foss/-/issues/55605