What Is Programmatic SEO?
Programmatic SEO is building many search pages from one template and a data set, one page per row. It carries real risk unless each page adds value for the reader. Google's spam policies treat many pages made mainly to manipulate rankings as scaled content abuse, however they are created 1. Swapping a city name into the same text is a common way to fail.
- It means one template plus a data set, with one page per row, such as a page per city, product or comparison.
- Google's policy targets pages made mainly to rank, not the method. It says scaled content abuse applies no matter how the pages are created 1.
- Using AI to generate many pages without adding value may violate that policy 12.
- The safe version has data a reader cannot get elsewhere, a page for each real need, and a plan to remove pages that earn nothing 4.
What is programmatic SEO?
Programmatic SEO is the creation of keyword-targeted pages in an automatic or near-automatic way. Ahrefs describes pages built from data such as prices, weather or location, with one page for each row of data 4. A single template defines the layout, and a spreadsheet or database fills in the details.
A simple picture helps. A travel site has one page layout and a table of 500 cities. The system produces 500 pages, each showing that city's own weather, costs and events. Nobody wrote 500 pages by hand, yet each page can be useful because the data differs.
That is the good version. The bad version uses the same machinery to produce 500 pages whose only difference is the city name in the text.
Is programmatic SEO safe after Google's spam updates?
It can be, but only if you read the rules closely. Google defines scaled content abuse as many pages generated for the primary purpose of manipulating search rankings and not helping users, and says this applies "no matter how it's created" 1. Its doorway abuse policy covers pages or domains aimed at specific cities or regions that funnel users to one page, and substantially similar pages that sit closer to search results than a browsable hierarchy 1. Our page on scaled content abuse covers both policies in full.
Does programmatic SEO still help in AI search?
It can, but building a page for every possible wording is a trap. Google's guide to generative AI features says separate content for every variation of how people search, mainly to manipulate rankings or AI responses, violates its scaled content abuse policy, and a high quantity of pages does not make content valuable 3. Build one page for each real need your buyer has, and see query fan-out for why one strong page usually serves many sub-searches.
What do published programmatic SEO examples look like?
Ahrefs names several sites it says use the method, with its own traffic estimates. It lists Canva, with about 310 ranking feature pages and about 13 million monthly organic visits, Notion with about 600 template category pages and about 204,000 monthly visits, and QuillBot with about 130 tool pages and about 464,000 visits in August 2026 4.
Be careful with these. They are estimates from a tool vendor, not independent proof, and the article presents them as examples of growth, not proof that the sites passed every Google update.
The same Ahrefs piece gives a warning. It quotes Google's John Mueller saying programmatic SEO is often a fancy banner for spam. The article also quotes one practitioner who says he saw company after company lose rankings after scaling into the thousands of pages, while at least one practitioner reports a client whose AI-scaled pages gained rankings 4. The honest summary is that results vary and depend on page value.
How do I tell a useful programmatic page from spam?
Ask whether a reader would be glad to land on the page. Google's guidance on helpful content asks whether a page offers original information, reporting, research or analysis and goes beyond the obvious. It also warns that producing lots of content on many topics in the hope some will perform is a sign of search-engine-first thinking 5.
Use the table as a quick test before you build. If you answer "no" to two or more rows, do not scale yet. This is our rule of thumb, not a Google test.
| Question | Useful sign | Spam sign |
|---|---|---|
| Does each row of data change the answer? | Yes: prices, specs or results differ | No: only the name changes |
| Can a reader act on the page? | Yes: they can compare, calculate or book | No: they must go elsewhere |
| Is the data yours or hard to get? | Own, licensed or first-hand data | Scraped or copied from competitors |
| Would you link to it from your own menu? | Yes, it is browsable and organised | No, it only exists for search |
| Is a person responsible for quality? | Yes: sampled, edited and updated | No: published without review |
How do I do programmatic SEO with real value?
Ahrefs outlines six steps: find a phrase where only one part changes, decide the page template from what top pages share, find relevant data, build the pages, publish and refresh the data on a schedule, and track results 4. It advises testing on 10 rows before running the full list, and reviewing after three months 4.
Add the safeguards Google's rules imply. Start with a few dozen pages, not thousands. Write unique content for the part that needs judgement, and let the data fill only the facts. Keep pages in one folder so you can measure and remove them together, which Ahrefs also recommends 4. We sell page-set publishing at Chalk Labs, so weigh our advice with that in mind.
Disclose how pages were made where readers might wonder. Google's helpful-content guidance suggests explaining automation or AI use where it is not obvious 5. Our guide to creating programmatic pages without spam gives the full process, and programmatic versus editorial content helps you choose.
- city: Leeds
- median_pay_for_role: from your own survey
- sample_size: stated on the page
- last_updated: date shown to readers
- local_note: written by a person who knows the market
- next_step: link to the matching job search
What an AI assistant searches when it answers this
We gave the question below to AI search tools and recorded the web searches they ran behind the scenes. This is called query fan-out. Each phrase is a page you could publish to be found and cited.
“what is programmatic SEO and is it safe after Google's spam updates”
The searches it ran- programmatic SEO Google spam policy scaled content abuse
- programmatic SEO examples that survived updates
Frequently asked questions
Is programmatic SEO against Google's rules?
Not by itself. Google's scaled content abuse policy targets many pages made mainly to manipulate rankings, however they were created 1. Pages built from real data that help readers are not the target. Pages with only a swapped name usually are.
Can I use AI to generate programmatic pages?
Carefully. Google says generative AI can help with research and structure, but using it to generate many pages without adding value may violate the scaled content abuse policy 2. Review and fact-check every batch before publishing.
How many programmatic pages should I launch first?
Google gives no number. Ahrefs advises testing on 10 rows before running the full list and reviewing after three months 4. Expand only what earns visits.
Is a page per city a doorway page?
It can be. Google lists pages targeting specific regions or cities that funnel users to one page as doorway abuse 1. See scaled content abuse for the full wording.
What is a sensible first project?
Pick one template where your own data differs for each page, such as prices, results or measurements. Build 20 to 30 pages, add a named reviewer and a last-updated date, and watch them for a quarter before you scale. This is our suggestion, not a Google threshold.
Sources
- Spam policies for Google web search · Google Search CentralOpened October 20, 2026. Supports: Definitions and examples of scaled content abuse (no matter how it's created) and doorway abuse (city and region pages, substantially similar pages).
- Google Search's guidance on using generative AI content on your website · Google Search CentralOpened October 20, 2026. Supports: Generative AI can help with research and structure; using it to generate many pages without adding value may violate the scaled content abuse policy; fact-check before publishing.
- Optimizing your website for generative AI features on Google Search · Google Search CentralOpened October 20, 2026. Supports: Separate content for every search or fan-out variation, mainly to manipulate rankings or AI responses, violates the scaled content abuse policy; non-commodity content. Last updated 10 July 2026.
- Programmatic SEO: The Complete Guide · AhrefsOpened October 20, 2026. Supports: Definition, six build steps, test on 10 rows, three-month review, named examples with Ahrefs' traffic estimates, and the risks and counterpoints quoted.
- Creating helpful, reliable, people-first content · Google Search CentralOpened October 20, 2026. Supports: Original information and analysis; search engine-first warning signs such as lots of content on many topics hoping some performs; disclose automation where readers might wonder.