Production notes
- Use least privilege for identities and roles.
- Add monitoring, logs, and alerting before broad rollout.
- Consider cost, quotas, and region support before expanding the pattern.
Rollback / cleanup
- Delete only the test resource group, test workspace, or disposable environment.
- Keep shared identity objects, production data, and audit logs intact.
- If you changed a pipeline or template, revert the commit before deleting live resources.
Job interview tip
Job interview tip: when asked about standard logging and monitoring, explain the decision process, identity model, validation step, and rollback plan.
Certification tip
Certification tip: certification-style reasoning often checks whether you can choose the service, validate it, and keep it recoverable.