Programmatic SEO
Programmatic SEO is building many pages from one template and a dataset, so each page targets a different search.
Location pages, integration pages, product comparison pages and “X for Y” use-case pages are common examples. One template and a table of data can produce hundreds of pages.
Google judges programmatic pages by purpose, not by how they were made. In March 2024, Google introduced its scaled content abuse policy, defined as many pages generated mainly to manipulate search rankings and not to help users. Google said the policy applies whether the pages come from automation, people or both. Templates are fine. Pages that exist only to catch a keyword variation are not.
Where the line sits
| Works | Fails |
|---|---|
| Each page uses data that differs page to page: local service details, specs, pricing, availability | Only the keyword in the H1 and title changes |
| Each page answers a search real people make | Pages for every possible combination, searched or not |
| Pages link into a clear site structure | Thousands of pages with no internal links pointing to them |
| You would publish the page with no search engine in mind | The page exists only to rank |
Programmatic SEO works when the input data is different for every page. It fails when the template is the only content, which is the thin-content trap Google’s spam policy targets. The question to ask of any template is what a reader learns on page 50 that they didn’t learn on page 1. If the answer is “the city name”, don’t publish it.
A programmatic build that worked
For a Canadian telecom provider, keyword gap analysis showed demand for business phone and internet services by city. We built location and service pages from that research, each with details specific to the service and area. The telecom programmatic SEO case study covers how the pages were planned and linked.
Common mistakes
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Publishing every combination in the dataset at once, before testing a sample.
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Pages that differ only by the keyword.
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No internal links to the new pages, so Google finds them only through the sitemap.
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Generating page copy with AI tools and adding nothing a reader can’t get elsewhere.