Beyond Built-in Review Tools: Assembling a Complete Code Quality Stack for GitLab

While GitLab's integrated DevOps platform provides native code review and workflow management, relying solely on built-in features leaves critical blind spots in bug detection, security vulnerability analysis, and logic error identification. The most effective review strategies layer third-party tools—integrated via webhooks and CI/CD pipelines—onto GitLab's workflow management, creating a comprehensive quality assurance system that catches issues built-in features cannot.