GitLab CI

Companies struggle with prolonged CI/CD tool migrations, often running legacy pipelines (Jenkins, Azure DevOps) alongside new ones (GitHub Actions, GitLab CI) for extended periods. The time investment required to set up and migrate pipelines is so significant that some organizations abandon migration plans entirely.

Pipeline files (GitHub Actions, GitLab CI, etc.) change without version control, making it impossible to track or debug regressions. Pipeline logic is not treated as critical code, causing unpredictable behavior and deployment failures.