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PageRank and Link Analysis After a Decade of Link Updates

PageRank and Link Analysis After a Decade of Link Updates
Table of contents
  1. Key Takeaways
  2. What Google says about link analysis today
  3. A short history of PageRank
  4. A decade of link-related updates
  5. What Penguin and the link spam updates changed
  6. What earns link value now
  7. A step-by-step link health review
  8. Common mistakes
  9. Related Guides
  10. Frequently Asked Questions
    1. Does Google still use PageRank?
    2. Is Penguin still running?
    3. What happens to links caught by a link spam update?
    4. Should I disavow toxic links?
    5. Do nofollow links help rankings?
  11. Conclusion
  12. References

PageRank is the idea Google was founded on: a link from one page to another works like a vote, and votes from important pages count for more. More than a decade of Penguin refreshes, link spam updates and AI-based spam detection later, people still ask whether links matter. Google's own documentation gives a clear answer: link analysis is still part of how it ranks pages.

This article explains what Google currently says about link analysis and PageRank, what Penguin and the link spam updates changed, and what kinds of links are worth earning in 2026. Dates and quotes come from Google's documentation, the Search Status Dashboard and Wikipedia.

Key Takeaways

  • Google's ranking systems guide still lists link analysis systems and PageRank, and says PageRank remains part of its core ranking systems — though it has changed a lot since launch.
  • Penguin (2012) fought link spam with periodic refreshes; since Penguin 4.0 in 2016 it has worked in real time inside core ranking, devaluing spammy links.
  • Google's confirmed link spam updates ran in July–August 2021 and December 2022 – January 2023, the latter using SpamBrain.
  • When spammy links are neutralised, Google says their benefit is simply lost.
  • Links that carry value are earned because a page is worth citing; paid links should be qualified with rel="sponsored" or nofollow.

“Among these is PageRank, one of our core ranking systems used when Google first launched.”

— Google Search Central, A guide to Google Search ranking systems

Google's ranking systems guide says it has various systems that understand how pages link to each other to work out what pages are about and which might be most helpful, and that PageRank has evolved a lot since it began. Note the two jobs: links help with relevance (what a page is about, often via anchor text and context) as well as importance.

A short history of PageRank

According to Wikipedia, Larry Page and Sergey Brin developed PageRank at Stanford in 1996, with the first paper published in 1998. Two later milestones changed how SEOs related to it:

  • Early 2005: Google, Yahoo! and Microsoft introduced the nofollow link attribute, so links could be marked as not passing ranking credit.
  • April 2016: Google turned off the public PageRank score in its toolbar after announcing the change in March 2016. PageRank kept running internally — only the public number disappeared.
  • 2019: Google added rel="sponsored" and rel="ugc" as additional link attributes.

For the basics of link attributes, see dofollow vs nofollow links.

DateUpdateWhat changedSource
24 Apr 2012PenguinWebspam update targeting link schemes and keyword stuffing (~3.1% of English queries)Wikipedia; Google guide
22 May 2013Penguin 2.0Went deeper than the home pageWikipedia
16 May 2014Payday Loans 2.0Targeted low-quality external links in heavily spammed queriesWikipedia
17 Oct 2014Penguin 3.0Refresh after more than a year; some sites recoveredWikipedia
Sep 2016Penguin 4.0Real time, part of core, devalues spammy links rather than demoting whole sitesGoogle; Wikipedia
26 Jul – 24 Aug 2021July 2021 link spam updateNullified spammy links across languages; reminder to tag affiliate and sponsored linksGoogle; Search Engine Land
14 Dec 2022 – 12 Jan 2023December 2022 link spam updateUsed SpamBrain to detect sites buying links and sites passing outgoing linksGoogle; dashboard

The biggest shift was from punishment to neutralisation. Early Penguin could hold a whole site down until the next refresh. Since 2016, Google's systems mostly ignore links they identify as spam. The spam updates page is direct about the consequence:

“any ranking benefit the links may have previously generated for your site is lost.”

— Google Search Central, Google Search spam updates and your site

Google's spam policies still define the behaviour it targets:

“Link spam is the practice of creating links to or from a site primarily for the purpose of manipulating search rankings.”

— Google Search Central, Spam policies for Google web search

That covers buying or selling links that pass ranking credit, excessive link exchanges, large-scale guest posting campaigns with keyword-rich anchors, and automated link building. Manual actions for unnatural links still exist alongside the algorithms — see algorithmic demotion vs manual action. Our wider SpamBrain explainer covers what Google has disclosed about its AI detection.

Google has not published a list of “good” link attributes, so the following is our practical reading of the guide and the spam policies rather than a Google checklist:

Likely to carry valueLikely to be ignored or risky
Editorial citations of your research, data or toolsPaid links without rel="sponsored"
Coverage by relevant publications and local mediaPrivate blog networks and link farms
Links from partners, suppliers and associations that make sense for usersKeyword-stuffed guest posts placed at scale
Natural anchors that describe the pageExact-match anchors repeated across many sites
Links from pages that themselves get trafficSitewide footer links sold for ranking

Our high-quality backlinks guide and link building after link spam updates cover tactics in depth.

  1. Export your links from Search Console and a third-party tool.
  2. Flag paid or reciprocal links you or past agencies arranged.
  3. Qualify links you control with rel="sponsored" or nofollow, or remove them.
  4. Check Manual actions in Search Console. Use the disavow tool mainly if there is an unnatural links action or a clear history of link schemes.
  5. Shift effort to earned links: original research, useful tools and digital PR. Our backlink audit guide has a template.

Common mistakes

  • Believing PageRank is “dead” because the toolbar score disappeared in 2016.
  • Chasing third-party authority scores as if they were Google metrics.
  • Disavowing large numbers of natural links after any drop.
  • Expecting rankings to return after removing paid links — the lost value does not come back.
  • Buying links labelled “safe” or “Penguin-proof”.

Frequently Asked Questions

Does Google still use PageRank?

Yes. Google's ranking systems guide says PageRank remains part of its core ranking systems, although it has evolved considerably since launch.

Is Penguin still running?

Its function continues inside core ranking. Google lists Penguin as retired because it was integrated into the core systems in 2016.

Google neutralises them, and any ranking benefit they provided is lost.

Usually only if you have a manual action for unnatural links or a clear history of link schemes. Google ignores most spammy links on its own.

Google treats nofollow, sponsored and ugc as hints. They are not a route to ranking credit, but natural mentions can still bring traffic and visibility.

Conclusion

Links still matter because Google still analyses them — but only the ones that reflect genuine endorsement. Build things worth citing, label what you pay for, and let link spam updates pass you by. For help with a clean, earned link strategy, talk to our SEO team or request a quote.

References

  1. A guide to Google Search ranking systems
  2. Google Search spam updates and your site
  3. Spam policies for Google web search
  4. PageRank (Wikipedia)
  5. Timeline of Google Search (Wikipedia)
  6. Google Search Status Dashboard – ranking incident history
Rohit Choudhary
Written byRohit ChoudharyCo-Founder, My SEO Experts

Rohit Choudhary is the co-founder of My SEO Experts and has more than 14 years of hands-on experience in SEO, paid advertising and digital marketing. Since starting out in 2011 he has helped hundreds of businesses grow through practical, data-driven search strategies, and he also serves as a consulting Digital Marketing Director for several US-based companies.

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