Programmatic SEO means generating many pages from a template and a dataset, such as one page per city, product, integration or comparison. It works when each page gives a searcher something genuinely useful and different, drawn from real data; it fails, and can fall under Google’s spam policy on scaled content abuse, when pages differ only by a swapped keyword. The test is simple: if the page would still be worth visiting with the search engine removed, it is programmatic content; if not, it is spam.
What Google’s policy says
In March 2024 Google introduced its scaled content abuse policy, covering the generation of many pages primarily to manipulate rankings rather than help users, however they are produced: by people, automation or AI. Its doorway abuse policy covers sets of similar pages created for specific searches that funnel users to one destination. Template-based pages are not banned; low-value ones are.
When programmatic pages work
| Works | Fails |
|---|---|
| Integration pages with real setup steps and data synced for each tool | “[Tool] integration” pages with identical text and a changed name |
| Store or branch pages with each location’s address, hours, services and staff | “Best [service] in [city]” pages for cities you do not serve |
| Product or specification pages from a real catalogue | Pages for every keyword variation of the same product |
| Data pages, such as exchange rates or statistics, from a maintained source | Pages with no data behind them, padded with generic text |
| Glossaries where each term is properly defined | Thousands of definitions copied or generated without review |
The conditions for doing it well
- Real, unique data for every page. The dataset is the product. Without it, there is nothing to template.
- A useful template. Designed around what a searcher needs from that page type, with the data in text and tables.
- Enough difference between pages. Each page must answer something the others do not.
- A quality threshold. Do not publish, or noindex, pages where the data is too thin.
- Internal links. Hub pages that group the programmatic pages, and links between related ones.
- Maintenance. Data that stays current, and a process to remove pages when the data disappears.
A process
- Confirm demand: are people searching for each variation? Check with keyword tools and Search Console.
- Audit the data: coverage, accuracy, how often it updates.
- Design the template with real examples, and review a sample of generated pages by hand.
- Launch a small batch, for example the top 50 pages, not thousands.
- Watch indexing and performance: what share of pages Google indexes, and whether they get impressions.
- Expand only if the first batch is indexed and performing; otherwise improve the template or the data.
A low share of pages indexed after a few weeks is a strong sign Google sees them as low value. Treat it as feedback, not a crawling problem to force through.
Programmatic pages and AI assistants
AI assistants prefer specific facts. Data-rich programmatic pages, such as an integration page listing exactly what syncs, can be ideal sources for detailed questions. Thin pages add nothing an assistant can use. See information gain.
Frequently asked questions
Is AI-generated programmatic content allowed?
Google judges the result, not the method. Generated text that adds nothing beyond the keyword is scaled content abuse; generated text that presents real data clearly, reviewed for accuracy, can be fine.
How many pages is too many?
There is no number. The question is whether each page is useful. Start small and let indexing and performance guide expansion.
Should thin programmatic pages be deleted?
Improve them if the data exists; otherwise remove or noindex them. Many thin pages can weigh on how a site is assessed.
Sources
- Google Search Central, “Spam policies for Google web search” (scaled content abuse, doorway abuse)
- Google Search Central blog, March 2024 core update and new spam policies