Testing
Test decisions
Test ready, pending, and no-fill outcomes before production rollout.
Ready decisions
Use seeded sandbox data or dashboard simulation controls to verify render behavior.
No-fill
Verify your app does not leave empty containers or block inference when there is no fill.
Beacon verification
Confirm render and visibility beacons are sent once per event and duplicates are ignored.
Need rollout review?
Contact the team
Start in the dashboard, choose Script Tag or Server API, and use contact only when you need rollout review, enterprise coordination, or non-standard integration help. Billing beacon rules live in the API concepts guide.