Skip to content
HomeVideosBooksBlogs
AllTop postsTopics
Podcasts
HistoryListsWatch laterLiked videosFollowing

The videos, books, blogs and podcasts Hacker News keeps recommending, all in one place.

VideosBooksBlogsPodcastsAboutPrivacySettings

Data from Hacker News, HackerTube, HackerBooks, HackerBlogs and Open Library. Credits · Not affiliated with Y Combinator.

HomeVideosBooksBlogsPodcasts
Ctrl K
    S

    SparkToro Blog

    sparktoro.com · Company blog · on HN since 2018

    SparkToro is run by Rand Fishkin and publishes audience research and data on search, social media, and online advertising.

    Visit blogHN submissions
    Business & StrategyData & VisualizationTech Industry
    What HN says

    HN commenters cite its data on rising zero-click Google searches and its estimate that about 20% of active Twitter accounts are fake or spam.

    Stats for nerds
    84HN people shared it
    87linked in comments
    3.5Kstory points
    Jun 2026last shared
    2018people per year2026

    Top posts on HN

    1. 1
      Fewer Than Half of Google Searches Now Result in a Click
      7 people · 758 points · first shared 2019 · 513 comments on HN
    2. 2
      Nearly 20% of active Twitter accounts likely to be fake or spam
      4 people · 512 points · first shared 2022 · 394 comments on HN
    3. 3
      What if performance advertising is just an analytics scam?
      2 people · 491 points · first shared 2021 · 347 comments on HN
    4. 4
      In 2020, two thirds of Google searches ended without a click
      3 people · 406 points · first shared 2021 · 399 comments on HN
    5. 5
      Anonymous Source Shared Leaked Google Search API Documents
      4 people · 333 points · first shared 2024 · 296 comments on HN
    6. 6
      Attribution is dying, clicks are dying
      1 person · 261 points · first shared 2024 · 243 comments on HN
    7. 7
      "AI Will Replace All the Jobs " Is Just Tech Execs Doing Marketing
      2 people · 192 points · first shared 2025 · 278 comments on HN
    8. 8
      Raising a Very Unusual Round of Funding and Open-Sourcing Our Docs
      3 people · 148 points · first shared 2018 · 33 comments on HN
    9. 9
      My Last Day at Moz, My First Day at SparkToro
      5 people · 96 points · first shared 2018 · 22 comments on HN
    10. 10
      Why Marketing Flywheels Work
      1 person · 87 points · first shared 2020 · 63 comments on HN

    What HN people wrote when they linked it

    • souvlakeeJun 2024

      Last month, there was a significant buzz among those involved with Google Search (which includes almost the entire modern internet and all its developers). "Erfan Azimi," the owner of an SEO firm, suddenly began sharing leaked documents revealing how Google's ranking system works. It's more complicated than just the search itself; it involves various APIs around it. Nonetheless, these APIs reveal a lot. The leak happened when a Google developer wrote a program to convert API calls into his preferred programming language but accidentally published everything (if you're interested, I've included a link to the commit with all these descriptions [1]).

      Multiple confirmations from reputable sources, including former and current Googlers, have verified the authenticity of this leak. It's not a hoax or a joke but a genuine breach of information that has piqued the interest of all SEO researchers. Here's a reliable summary of the findings:

      – Google has allowlists of manually optimized sites, at least for certain topics, such as the 2020 elections or COVID-19.

      – Domain names and subdomains are significant factors (despite Google's previous claims).

      – There's a sandbox for new sites, which Google has always denied.

      – Google directly uses data from EWOK (a system where paid users rate the quality of search results).

      – User behavior on sites is actively used for ranking.

      – Click data is collected not only from Google Analytics but also directly from the Chrome browser.

      – Sites…

    • shostackJul 2024

      This is a topic near and dear to my heart.

      First, didn't realize this was Rand Fishkin writing it. He knows his stuff. He also has another linked article in there that is more prescriptive on incrementality measurement being all that matters and how to think about it at a high level and I completely agree it is all the matters.

      https://sparktoro.com/blog/how-to-measure-hard-to-measure-marketing-channels/

      That in turn links to another respected analytics leader, Avinash Kaushik:

      https://www.kaushik.net/avinash/marketing-analytics-attribution-is-not-incrementality/

      That is also a must read.

      The bottom line is what used to work no longer does, and marketers (and finance and leadership) need to get used to having less fidelity and availability than they were used to. It also means marketing teams who are thrashy trying a new low impact tactic every week instead of constructing experiments likely to deliver statistically significant results on incremental lift are going to be spinning their wheels and wasting dollars. And that's something to watch out for.

      Unfortunately, setting up proper experiments, controlling for bias, getting clean data, etc. are material challenges that require skills, scale (to get a read on bottom of funnel especially), and resources/budget.

      There aren't great options out there for that now if you're a smaller or mid size company that I'm aware of, though if anyone is aware of them I'd love to have them on my radar.

    • soraminazukiNov 2024

      It doesn't matter, it's still an ad. Adwords aren't the only form of ads. See the reviews and purchase links in the screenshot? That's how Google is going to profit from this.

      Adwords is only a small part of the modern day Google's monetization efforts. Today, they're doing everything they can to prevent users navigating away from Google property[1]. They plagiarize content from other websites and put it above search results. By 2020, less than 2/3 of Google searches ended in a click to traditional search results [2]. Why would they do that? So that they can show you more ads, of course.

      This is yet another attempt to direct users away from the websites they were browsing to Google's ad platform. It's particularly egregious because it's disguised as the website's own doing.

      [1]: https://themarkup.org/google-the-giant/2020/07/28/google-search-results-prioritize-google-products-over-competitors

      [2]: https://sparktoro.com/blog/in-2020-two-thirds-of-google-searches-ended-without-a-click/

    • SyneRyderMar 2018

      You can read about some of that in previous posts on Rand's own blog over the years. There's "My Complicated Relationship With No Longer Being CEO" from late 2015, written 2 years after he stepped down as CEO, where he admits regretting stepping down and his "displeasure and frustration" with ways the new CEO was running things:

      https://sparktoro.com/blog/my-complicated-relationship-with-no-longer-being-ceo/

      Somewhat complicating things, he originally published that post on the company's own website, as evidenced by this link:

      https://moz.com/rand/my-complicated-relationship-with-no-longer-being-ceo/

      [I do hope Rand will be happier in his new startup - it feels like he has been heading in a different direction to his former company for a while, at least from reading his blog.]

    • version_fiveMay 2022

      For context, an analysis estimated 70% of Elon Musk's followers are fake [0]. It suggests the following reasons:

      > Very large accounts tend to have more fake/spam followers than others

      > Accounts that receive great deals of press coverage and public interest (like ex-President Trump and Mr. Musk) tend to attract more fake/spam followers than others

      > Accounts that Twitter recommends to new users (which often includes @ElonMusk) tend to get more fake/spam followers

      No doubt this is also true for Biden.

      Seems to me that Musk et al should be less concerned about overall percentage of fake accounts than of these big numbers encountered on population accounts.

      [0] https://sparktoro.com/blog/sparktoro-followerwonk-joint-twitter-analysis-19-42-of-active-accounts-are-fake-or-spam/

    • clouddroverFeb 2021

      Because you increasingly don't leave Google:

      https://www.forbes.com/sites/forbescommunicationscouncil/2020/01/09/three-effective-strategies-to-combat-zero-click-searches-on-google/

      https://sparktoro.com/blog/less-than-half-of-google-searches-now-result-in-a-click/

      When users stay on the Google and Facebook platforms then news media companies are for practical purposes forced to have a presence on both, but that also means Google and Facebook will capture most of the advertising revenue and the news media companies producing the actual content will see less. Hence the regulation.

      Google has already done deals with various news media companies in Australia. Facebook is in the process of doing the same. The Australian government got what they wanted.

    Related

    Google Webmaster Central Blogwebmasters.googleblog.com139 people

    Goodbye, Flash

    Google Webmaster Central Blog
    Company · last shared 2020
    iPullRankipullrank.com24 people

    Google Search's Internal Engineering Documentation Has Leaked

    iPullRank
    Company · last shared 2026
    Matt Cuttsmattcutts.com193 people

    Some terrible personal news

    Matt Cutts
    Personal · last shared 2026
    Databricks Blogdatabricks.com298 people

    DBRX: A new open LLM

    Databricks Blog
    Company · last shared 2026
    Google Research Blogresearch.google584 people

    Google Titans architecture, helping AI have long-term memory

    Google Research Blog
    Company · last shared 2026
    Google Ads Blogadwords.googleblog.com15 people

    An Update to Our Event Ticket Reseller Policy

    Google Ads Blog
    Company · last shared 2022
    Kinsta Blogkinsta.com99 people

    Google AMP case study: leads dropped by 59%

    Kinsta Blog
    Company · last shared 2026
    Google Cloud Platform Blogcloudplatform.googleblog.com349 people

    Introducing Cloud Spanner, a Global Database Service

    Google Cloud Platform Blog
    Company · last shared 2026