Aggregators and programmatic sites are built on a simple idea: take lots of data (jobs, prices, events, products, statistics, news headlines) and turn it into thousands of useful pages. When it works, users get comparison and convenience that no single source offers. When it doesn't, Google sees thousands of pages that add nothing to what already exists.
This guide explains the Google systems and policies that decide which side of that line you are on: scaled content abuse, scraping, deduplication and original content systems. We stick to Google's own definitions, label industry observations and finish with a practical audit for programmatic templates.
For a primer on the technique itself, see our guide to programmatic SEO. Here the focus is on how updates treat it.
Key Takeaways
- Google's March 2024 changes introduced the scaled content abuse policy, which covers content produced at scale to boost rankings whether by automation, humans or both.
- Scraping and stitching content from other sites without adding value are listed spam practices.
- Deduplication and original content systems mean copies rarely outrank sources.
- Panda (2011) already hit content aggregators and price comparison sites, according to Wikipedia's summary of coverage.
- The safest programmatic pages are built on unique data and answer a real, distinct query.
A short history of Google vs aggregators
| Change | Date | Confirmed? | What it targeted |
|---|---|---|---|
| Attribution (scraper) update | 28 Jan 2011 | Yes | Ranking original sources above sites that scrape or copy their content. |
| Panda | 23-24 Feb 2011 (US) | Yes | Low-quality, thin content; content aggregators and price comparison sites among those affected (Wikipedia). |
| Site diversity change | June 2019 | Yes | Generally no more than two listings from one site for a query. |
| Featured snippet deduplication | 22 Jan 2020 | Yes | A page in a featured snippet no longer repeated as a regular listing on page one. |
| Helpful content system | Aug 2022; part of core from March 2024 | Yes | Content made primarily for search engines. |
| Scaled content abuse policy | March 2024 (with the March 2024 core and spam updates) | Yes | Many pages generated to manipulate rankings, however produced. |
Sources: Wikipedia's Timeline of Google Search and Panda article, Google's ranking systems guide, and the Search Status Dashboard, where the March 2024 spam update ran from 5 to 20 March 2024. Our colleague's post on the scaled content abuse policy covers that change in depth.
What Google means by scaled content abuse
“Scaled content abuse is when many pages are generated for the primary purpose of manipulating search rankings”
— Google Search Central, Spam policies for Google web search
Google's March 2024 announcement on its blog framed the change as being about producing content at scale "whether automation, humans or a combination are involved", and said the changes together would "reduce low-quality, unoriginal content in search results by 40%". The examples in the spam policies read like a checklist of bad aggregator habits:
- Using generative AI tools to generate many pages without adding value for users.
- Scraping feeds, search results or other content to generate many pages where little value is provided.
- Stitching or combining content from different web pages without adding value.
- Creating multiple sites to hide the scaled nature of the content.
- Pages that make little sense to a reader but contain search keywords.
Scraping, deduplication and original content
Separately from scaled abuse, Google's scraping policy lists "republishing content from other sites without adding any original content or value, or even citing the original source" and "creating sites dedicated to embedding or compiling content, such as videos, images, or other media from other sites, without substantial added value to the user".
Even when content isn't spam, two ranking systems limit what copies can achieve. Google's ranking systems guide says its original content systems help ensure "we are showing original content prominently in search results", while deduplication systems aim to show only the most relevant results when many pages are near-identical. If ten aggregators carry the same job advert, at most one or two are likely to be shown alongside the original. Read more in our guide to original content systems and the technical side in duplicate content SEO.
Auditing a programmatic template, step by step
- Inventory templates and indexed page counts for each (Search Console page indexing report).
- Ask what is unique. For each template, list the data or features no other site offers.
- Check demand. Does each generated page match a query people actually search?
- Sample 50 pages per template and read them as a user. Would you bookmark any?
- Measure duplication against your own pages and the original sources.
- Prune or noindex combinations with no unique data or demand; merge near-duplicates.
- Add value where you keep pages: filters, comparisons, historical data, expert notes, clear attribution and links to sources.
- Monitor by template through the next core update rather than page by page.
| Signal | Healthier aggregator | Riskier aggregator |
|---|---|---|
| Data | First-party or licensed and enriched | Scraped feeds republished as-is |
| Pages | One per real query or entity | Every possible combination |
| Text | Explains the data and helps choose | Spun or AI filler around a feed |
| Attribution | Links and credits original sources | Hides or omits sources |
| Index size trend | Grows with genuine inventory | Grows faster than inventory |
If you have already lost traffic, our colleagues' guides to scaled content abuse clean-up and template-level update analysis show how to prioritise.
Common mistakes
- Assuming more indexed pages always means more traffic.
- Adding AI-written paragraphs to every page to make thin data look substantial.
- Copying descriptions from sources without credit.
- Launching tens of thousands of pages in one go without testing a sample first.
- Spreading the same content across several domains.
- Reading a core update drop as a spam penalty, or vice versa (see core updates vs spam updates).
What Google advises if you are hit
Google's spam updates page says sites that see a change after a spam update "should review our spam policies", and that improvements may come if "our automated systems learn over a period of months". If you received a manual action, Search Console will say so. For hands-on help, our penalty recovery service and wider SEO services can audit your templates.
Related Guides
- How Google Updates Affect International and Multilingual Sites
- Gambling, Crypto and Other High-Spam Niches Under Google Updates
- How Google Updates Affect Reference and Dictionary Sites
Frequently Asked Questions
Is programmatic SEO against Google's rules?
No. Generating pages from data is not a violation in itself. Google's scaled content abuse policy targets many pages generated for the primary purpose of manipulating rankings, whether by automation, humans or both. Programmatic pages built on unique, useful data are a different case.
What is the difference between scraping and aggregating?
Google's spam policies describe scraping as republishing content from other sites without adding original content or value. Aggregators that add comparison, filtering, analysis or unique data are offering something extra; ones that only copy feeds are not.
Why does Google show the original source instead of my aggregator page?
Google's ranking systems guide describes original content systems that help show original content prominently, and deduplication systems that show only the most relevant of many near-identical results. If your page is a copy, the original usually wins.
Should I add AI-written summaries to every aggregated item?
Only if they genuinely help users. Google lists using generative AI tools to generate many pages without adding value for users as an example of scaled content abuse.
How do I know if a drop was a spam update or a core update?
Compare your dates with the Search Status Dashboard, check Search Console for manual actions, and look at which templates lost traffic. Our guide to core vs spam updates explains the differences.
Conclusion
Google does not oppose aggregation or programmatic pages; it opposes scale without substance. Build on unique data, keep only pages that answer real queries, credit sources and prune ruthlessly. Want an outside view of your templates? Request a quote.
References
- Google Search Central: Spam policies for Google web search
- Google Blog: New ways we’re tackling spammy, low-quality content on Search (March 2024)
- Google Search Central: A guide to Google Search ranking systems
- Wikipedia: Google Panda
- Wikipedia: Timeline of Google Search
- Google Search Status Dashboard: March 2024 spam update
- Google Search Central: Google Search spam updates




