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How do you keep Product schema, merchant feeds, and visible page data consistent when price and inventory change constantly?
Price, availability, identifiers, and shipping data can differ between the web page, JSON-LD, and merchant feed. What architecture reduces mismatches?
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How should an agency connect Organization and LocalBusiness schema without creating conflicting entities?
Our site outputs several JSON-LD scripts. How should identifiers and business details stay consistent?
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What is the right way to describe a service-area business in JSON-LD?
A contractor serves many cities from one base. Should every served city be marked up as a business location?
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Does FAQPage schema guarantee a rich result or inclusion in ChatGPT and Gemini?
Our page has a valid FAQPage block. Why is it not showing as an enhanced answer everywhere?
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When should a professional profile use Person schema rather than Organization schema?
Our site has founder biographies, company pages, and staff author profiles. How do we identify each entity properly?
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How should Service schema relate to a local landing page and the company entity?
Our platform publishes dozens of service pages. Do we need a new business entity on each one?
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How can agencies debug JSON-LD that validates but does not generate search enhancements?
The schema parser reports no errors, but nothing changes in search. What is the diagnostic order?
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What risks arise when AI-generated schema invents reviews, ratings, or credentials?
Our content engine can generate rich JSON-LD automatically. Which properties require stronger editorial controls?
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How should an agency handle sameAs links when a brand has multiple social profiles and directories?
We want a consistent brand knowledge graph. Which external URLs deserve sameAs properties?
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How do you keep Product schema, merchant feeds, and visible page data consistent when price and inventory change constantly?
Price, availability, identifiers, and shipping data can differ between the web page, JSON-LD, and merchant feed. What architecture reduces mismatches?