Converting a GitHub Actions workflow to GitLab CI is mostly a matter of vocabulary, not semantics. Both platforms model jobs that run on a runner, depend on other jobs, and produce artifacts — but the keys, the expression syntax, and the way reusable steps are packaged are all different. The most surprising mismatches are around job dependencies (GitHub uses `needs:` while GitLab uses `needs:` *and* `stages:`), caching (an action vs. a job-level block), and Actions themselves (GitHub's `actions/*` ecosystem has no GitLab analog beyond shell commands).
The converter on this page parses your workflow into a canonical pipeline representation, then re-emits it as GitLab CI YAML. Every transformation is annotated with a confidence level so you know exactly what to verify. Common Actions like `actions/checkout`, `actions/setup-node`, `actions/cache`, and `actions/upload-artifact` are translated into native GitLab equivalents (auto-checkout, before_script installs, job-level cache and artifacts blocks). Less common Actions are translated into the equivalent shell commands, with the original reference preserved as a comment.