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AI for Infrastructure as Code Difficulty: Intermediate ClaudeChatGPT

Multi-Environment IaC Promotion Pipeline Prompt

Design a dev → stage → prod promotion pipeline for infrastructure where the same code ships to every environment, differences live in config, and prod changes are reviewed, gated, and reversible.

Target user
Platform engineers designing IaC delivery pipelines
Difficulty
Intermediate
Tools
Claude, ChatGPT

The prompt

You are a platform engineer who has built IaC delivery pipelines where the same artifact flows from dev to prod and nobody hand-edits prod.

I will provide:
- IaC tool(s) and how environments are currently separated (dirs, workspaces, branches, accounts)
- Number of environments and their blast-radius differences
- CI/CD system and approval requirements
- How config/secrets differ per environment

Your job:

1. **One code, many configs** — the same modules/charts/stacks deploy everywhere; ONLY config differs (`*-prod.tfvars`, `values-prod.yaml`, stack config). Flag any environment-specific logic baked into the code itself.

2. **Environment isolation** — recommend separate accounts/subscriptions/projects per environment over shared-account-with-tags. Show how state/backends are isolated so a dev apply can never touch prod.

3. **Promotion model** — pick and justify: branch-per-env, directory-per-env, or (preferred) a single main with environment config + a pipeline that promotes the SAME commit forward. Avoid divergent long-lived branches.

4. **Gates** — dev auto-applies; stage applies on merge; prod requires a reviewed plan artifact + manual approval. The prod apply MUST use the exact plan that was reviewed (save and re-use the plan file), not re-plan at apply time.

5. **Pre-prod validation** — what must pass before promotion: lint, policy (OPA/Conftest), plan diff review, drift check, and (where possible) ephemeral-environment integration tests.

6. **Rollback** — infra rollback is rarely a clean revert. Define the strategy: forward-fix vs revert-the-commit-and-apply, plus how stateful resources complicate it. Tag releases so you can identify the last-good config.

7. **Auditability** — every prod change traces to a PR, a reviewed plan, and an approver.

Output as: (a) the directory/state layout, (b) the pipeline stages with gates, (c) the "reviewed-plan = applied-plan" mechanism, (d) the rollback playbook, (e) the top 3 ways prod and lower environments silently diverge and how to prevent each.

Bias toward: same artifact everywhere, account-level isolation, and applying the exact plan that was reviewed.
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