Products missing from Shopping results
Your product pages rank fine for informational queries but never show up in Google Shopping. Usually this means incomplete Product schema, missing Offer availability, or broken Merchant Center feed signals.
Google Merchant, AI shopping agents, and LLMs all retrieve product data through the same mechanism: schema.org markup. If your products lack proper Product + Offer + Review schema, they're invisible regardless of your SEO content strategy. I fix this at the technical level and monitor it daily.
E-commerce SEO is the application of Patnick's 8-dimension audit to product-driven sites: Business Identity (brand recognition in your category), Structured Data (Product/Offer/Review/AggregateRating schema), Trust & Proof (review sentiment + rating integrity), Conversion Readiness (checkout friction + cart abandonment signals), Semantic Coverage (category + product-type content depth), and the 3 remaining dimensions. Every finding is backed by published research and Google patents on product ranking, merchant compatibility, and e-commerce trust signals.
Your product pages rank fine for informational queries but never show up in Google Shopping. Usually this means incomplete Product schema, missing Offer availability, or broken Merchant Center feed signals.
You have hundreds of reviews but Google doesn't show the yellow stars in SERPs. Missing AggregateRating schema, broken Review markup, or review guidelines violations block the rich result.
ChatGPT's shopping assistant recommends your competitors when users ask product questions. LLMs use structured data + entity signals to decide which brands to surface — yours isn't encoded well enough.
Each capability is a piece of my 8-dimension audit. Click any of them to see how it works in depth.
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Dimensions audited
Brand · Technical · Schema · Content · Trust · Conversion · Geo · Architecture
0+
Google patents referenced
Every fix cited
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Fixes applied per site
Schema + meta + canonical + OG
Before
<head> <title>Home</title> </head>
After (auto-generated)
<script type="application/ld+json">
{
"@context": "schema.org",
"@type": "Organization",
"name": "TechFlow",
...
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