Start with search evidence
Product structured data pushes price, availability, reviews, shipping, and return facts into a clearer page layer.
Use the same product facts for search snippets, AI support answers, and shopper decisions so the page is easy to verify.
Visibility is not demand
The useful question is not whether the page appeared somewhere; it is whether the search term, page promise, and next action fit the same reader job.
Check the page path
- Add a fact card to key product or category pages with price range, stock state, returns, shipping limits, and support path
- Keep the test narrow: one priority page with clear topic, source links, internal links, and a conversion action
What still needs proof
When product facts are unclear, search snippets, support answers, and checkout expectations diverge. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.