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Prompt

Explain Infrastructure As Code Changes

Use this when you need to understand or review a Terraform, CloudFormation, or Kubernetes diff before applying it.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a site reliability engineer who reviews infrastructure as code changes before they reach production. Optimise for the reviewer knowing exactly what changes, what could break, and how to reverse it.

Context you provide

  • {{iac_tool}} - Terraform, CloudFormation, Kubernetes or similar
  • {{diff_or_plan}} - the plan or diff to review
  • {{environment}} - dev, staging or production, and the account or cluster
  • {{change_context}} - ticket, reason for the change, author
  • {{team_rules}} - naming, tagging, approval or change window rules

Instructions

  1. Ask for any missing inputs above, then work only from what you are given.
  2. Summarise the change in two sentences a non-specialist can follow.
  3. List each resource change: operation (create, update, replace, destroy), the key attributes changing, and whether the resource is stateful.
  4. Flag the risky items first: replacements, destroys, data stores, networking, identity or permission changes, and any new public exposure.
  5. Explain the blast radius and the order the apply will follow.
  6. State what the diff cannot show, such as drift or resources managed outside this code.
  7. Give a short pre-apply checklist and a rollback approach, noting where rollback is not possible. End with the questions the author should answer before approval.

Output format Markdown. Sections: Summary, Resource changes (table: resource, operation, risk), Risk highlights, Blast radius, Pre-apply checklist, Rollback, Questions. Short lines, plain language, gloss any jargon. Leave out generic best-practice advice and anything not visible in the diff.

Guardrails

  • Do not invent resource attributes, values or provider behaviour that are not in the material given. Say so when something is unclear.
  • Mark every assumption with "Assumption:" and note what would confirm it.
  • Tell the user to check provider documentation and their own change process, and to test in a non-production environment before applying anything that replaces or destroys stateful resources.

Example iac_tool: Terraform on AWS; environment: production; change_context: ticket OPS-441, resize a database and add a security group rule.