GitLab cleanup policy may not free space if tags are still referenced, protected, or retention rules exclude them. Garbage Collection (GC) must be manually triggered on self-managed setups to reclaim disk space. Ensure the required feature flag is enabled and check logs for cleanup execution and related errors.