Examples are starting points, not an operating model
A short request proves the API contract. Production also needs caller authorization, destination policy, timeout, retry, idempotency, rate control, storage, access, and monitoring. Add these around the working example rather than hiding them inside copied snippets.
Use a fixture you control while evaluating behavior. This keeps consent, availability, and visual state predictable.
Capture, analyze, or compare
Choose capture when the artifact itself is the product. Choose analyze when your application needs structured evidence from the rendered page. Choose compare when the relationship between two known states matters.
Monitoring is a larger workflow. It schedules repeated work, selects a baseline, suppresses expected noise, assigns reviewers, and retains evidence.
Preserve context
Store the source identity, target policy result, viewport, format, readiness and cleanup options, capture time, and code or deployment version. Validate response fields before making an output visible or starting downstream processing.
Never expose the provider key in browser code. The authentication guide shows the trust boundary, and best practices provides a production checklist.