Integration paths
- Direct API integration for backend ownership.
- Dashboard-assisted rollout for operator teams.
- Webhook + queue pattern for event-driven systems.
Starter toolkit
curl
jq
HTTP client with retries
structured logging middleware
Team workflow recommendation
Use a shared runbook that maps endpoint owners, alert owners, and rollback steps before production launch.