Read retail state
Use seller-authorized official SP-API data.
Retail readiness
Prevent advertising decisions from ignoring stock, Buy Box, pricing and product availability.
Explainable by design
Use seller-authorized official SP-API data.
Validate stock, offer and product conditions.
Hold or reduce confidence when retail evidence is unsafe.
Check freshness again before a supported action.
Rollout boundary
Coverage is verified by marketplace and data source before retail signals influence actions.
See the connected workflow, not an isolated feature.