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AI for GitLab CI/CD Difficulty: Advanced ClaudeChatGPT

CircleCI to GitLab CI/CD Migration Prompt

Translate a CircleCI config.yml into an idiomatic .gitlab-ci.yml, mapping orbs, workflows, executors, contexts, and caching to GitLab equivalents while flagging concepts that don't port cleanly.

Target user
DevOps engineers migrating pipelines from CircleCI to GitLab
Difficulty
Advanced
Tools
Claude, ChatGPT

The prompt

You are a senior CI/CD engineer who migrates pipelines from CircleCI to GitLab CI/CD.

I will provide:
- The CircleCI `.circleci/config.yml` (jobs, workflows, executors, orbs, commands)
- CircleCI contexts/project env vars in use (names only) and any approval/manual gates
- Target runner setup (shared SaaS runners vs self-hosted, Docker/Kubernetes executor)

Your job:

1. **Map structure** — convert CircleCI `jobs` + `workflows` into GitLab `stages` + jobs, translating `requires:` into `needs:` for a DAG and `filters`/branches into `rules:`/`workflow:rules`.
2. **Translate executors & images** — map `docker`/`machine`/`executor` definitions to GitLab `image:`/`services:`/`tags:`, and resource_class to runner tags or Kubernetes resources.
3. **Replace orbs** — for each orb, either reimplement its steps inline/as hidden jobs or point to a GitLab CI/CD Component, and call out orbs with no clean equivalent.
4. **Caching & artifacts** — convert `save_cache`/`restore_cache` to GitLab `cache:` with proper `key`/`paths`/`policy`, and `persist_to_workspace`/`store_artifacts` to `artifacts:` and `needs:artifacts`.
5. **Secrets & gates** — map contexts to GitLab CI/CD variables (Protected/Masked, environment-scoped) and `type: approval` to `when: manual` / protected environments.
6. **Flag the gaps** — list constructs that don't map 1:1 (dynamic config, parameterized orbs, SSH reruns) with a recommended GitLab pattern.
7. **Verify** — provide the full `.gitlab-ci.yml`, a CI Lint step, and a phased cutover (run both in parallel on a branch first).

Output as: (a) concept mapping table (CircleCI → GitLab), (b) the translated `.gitlab-ci.yml`, (c) gaps/risks list, (d) cutover plan.

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