{"id":111696,"date":"2026-01-23T16:39:11","date_gmt":"2026-01-23T16:39:11","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/23\/user-data-is-important-in-googles-ranking-systems-what-we-learned-from-liz-reids-appeal-declaration\/"},"modified":"2026-01-23T16:40:15","modified_gmt":"2026-01-23T16:40:15","slug":"user-data-is-important-in-googles-ranking-systems-what-we-learned-from-liz-reids-appeal-declaration","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/23\/user-data-is-important-in-googles-ranking-systems-what-we-learned-from-liz-reids-appeal-declaration\/","title":{"rendered":"User Data Is Important In Google\u2019s Ranking Systems. What We Learned From Liz Reid\u2019s Appeal Declaration"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<\/p>\n<div id=\"narrow-cont\">\n<p>I discovered some fascinating issues within the newest doc within the DOJ vs. <a href=\"https:\/\/www.searchenginejournal.com\/googles-antitrust-ruling-what-the-remedies-mean-for-search-seo-and-ai-assistants\/555086\/\">Google trial<\/a>. Google has appealed the ruling that claims they should give proprietary data to opponents.<\/p>\n<figure id=\"attachment_565722\" class=\"wp-caption aligncenter\" style=\"width: 1024px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/liz-reid-google-appeal-1024x576-10.jpg\" alt=\"\" width=\"1024\" height=\"576\" class=\"size-full wp-image-565722\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/liz-reid-google-appeal-1024x576-10-384x216.jpg 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/liz-reid-google-appeal-1024x576-10-425x239.jpg 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/liz-reid-google-appeal-1024x576-10-480x270.jpg 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/liz-reid-google-appeal-1024x576-10-680x383.jpg 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/liz-reid-google-appeal-1024x576-10-768x432.jpg 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/liz-reid-google-appeal-1024x576-10-850x478.jpg 850w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/liz-reid-google-appeal-1024x576-10.jpg 1024w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<h2>Key Takeaways:<\/h2>\n<ul>\n<li><strong>Google has been ordered to present data to opponents in order to not be an unlawful monopoly.<\/strong> Google doesn&#8217;t need to give its in depth user-side information away.<\/li>\n<li><strong>Google\u2019s information on web page high quality and freshness is proprietary.<\/strong> They don\u2019t need to give it away.<\/li>\n<li><strong>Pages which can be listed are marked up with annotations<\/strong>,\u00a0together with alerts that determine spam pages.<\/li>\n<li><strong>If spammers obtained maintain of these spam alerts, it could make stopping spam troublesome.<\/strong><\/li>\n<li><strong>Person information is vital to Google\u2019s Glue system\u00a0<\/strong>that shops data on each question searched, what the consumer noticed, and the way they interacted with the search outcomes.<\/li>\n<li><strong>Person information is vital for coaching RankEmbed BERT <\/strong>\u2013 one of many deep studying programs behind Search.<\/li>\n<\/ul>\n<p>OK, let\u2019s get into the fascinating stuff!<\/p>\n<h2>Google Has Proprietary Web page High quality And Freshness Alerts<\/h2>\n<p>This actually isn\u2019t a shock. I did discover it fascinating that <a href=\"https:\/\/www.searchenginejournal.com\/google-algorithm-history\/freshness-algorithm\/\">freshness signals<\/a> are on the coronary heart of Google\u2019s proprietary secrets and techniques.<\/p>\n<figure id=\"attachment_565712\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/proprietary-quality-and-freshness-473.png\" alt=\"\" width=\"800\" height=\"298\" class=\"size-full wp-image-565712\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/proprietary-quality-and-freshness-473-384x143.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/proprietary-quality-and-freshness-473-425x158.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/proprietary-quality-and-freshness-473-480x179.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/proprietary-quality-and-freshness-473-680x253.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/proprietary-quality-and-freshness-473-768x286.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/proprietary-quality-and-freshness-473.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<p>Once more, right here\u2019s extra on the significance of Google\u2019s proprietary freshness alerts:<\/p>\n<figure id=\"attachment_565721\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/freshness-important-261.png\" alt=\"\" width=\"800\" height=\"518\" class=\"size-full wp-image-565721\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/freshness-important-261-384x249.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/freshness-important-261-425x275.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/freshness-important-261-480x311.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/freshness-important-261-680x440.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/freshness-important-261-768x497.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/freshness-important-261.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<h3>Pages That Are Crawled Are Marked Up With \u2018Proprietary Web page Understanding Annotations\u2019<\/h3>\n<p>Each web page in Google\u2019s index is marked up with annotations to assist it perceive the web page. These embody alerts to determine spam and duplicate pages. I\u2019ve written earlier than about how<span>\u00a0<\/span><a href=\"https:\/\/www.mariehaynes.com\/what-googles-trial-docs-reveal-about-clicks-links-and-other-ranking-signals\/\" target=\"_blank\" rel=\"noopener\">every page in the index has a spam score<\/a>.<\/p>\n<figure id=\"attachment_565710\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/marked-up-annotations-610.png\" alt=\"\" width=\"800\" height=\"145\" class=\"size-full wp-image-565710\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/marked-up-annotations-610-384x70.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/marked-up-annotations-610-425x77.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/marked-up-annotations-610-480x87.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/marked-up-annotations-610-680x123.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/marked-up-annotations-610-768x139.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/marked-up-annotations-610.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<h3>Spam Scores May Be Used To Reverse Engineer Rating Programs<\/h3>\n<p>Google doesn\u2019t need to share data with its opponents on these scores.<\/p>\n<figure id=\"attachment_565713\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/spam-scores-proprietary-202.png\" alt=\"\" width=\"800\" height=\"324\" class=\"size-full wp-image-565713\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/spam-scores-proprietary-202-384x156.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/spam-scores-proprietary-202-425x172.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/spam-scores-proprietary-202-480x194.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/spam-scores-proprietary-202-680x275.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/spam-scores-proprietary-202-768x311.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/spam-scores-proprietary-202.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<p>If the spam scores get out, it might result in extra spamming and extra issue for Google in combating spam.<\/p>\n<figure id=\"attachment_565720\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/fighting-spam-217.png\" alt=\"\" width=\"800\" height=\"300\" class=\"size-full wp-image-565720\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/fighting-spam-217-384x144.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/fighting-spam-217-425x159.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/fighting-spam-217-480x180.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/fighting-spam-217-680x255.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/fighting-spam-217-768x288.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/fighting-spam-217.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<h3>Google Builds The Index Utilizing These Marked-Up Pages<\/h3>\n<p>The pages that Google has added web page understanding annotations on are organized based mostly on how incessantly Google expects the content material will must be accessed and the way contemporary the content material must be.<\/p>\n<figure id=\"attachment_565717\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/building-the-index-41.png\" alt=\"\" width=\"800\" height=\"263\" class=\"size-full wp-image-565717\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/building-the-index-41-384x126.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/building-the-index-41-425x140.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/building-the-index-41-480x158.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/building-the-index-41-680x224.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/building-the-index-41-768x252.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/building-the-index-41.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<h3>Solely A Fraction Of Pages Make It Into Google\u2019s Index<\/h3>\n<p>Google argues that giving opponents a listing of listed URLs will allow them to \u201cforgo crawling and analyzing the bigger net, and to as an alternative focus their efforts on crawling solely the fraction of pages Google has included in its index.\u201d Constructing this index prices Google in depth money and time. They don\u2019t need to give that away without spending a dime.<\/p>\n<figure id=\"attachment_565711\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/pages-indexed-by-google-148.png\" alt=\"\" width=\"800\" height=\"456\" class=\"size-full wp-image-565711\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/pages-indexed-by-google-148-384x219.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/pages-indexed-by-google-148-425x242.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/pages-indexed-by-google-148-480x274.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/pages-indexed-by-google-148-680x388.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/pages-indexed-by-google-148-768x438.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/pages-indexed-by-google-148.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<h2>The Function Of Person Information In Google\u2019s Rating Programs<\/h2>\n<p><strong>That is probably the most fascinating half. I really feel that we don&#8217;t pay sufficient consideration to Google\u2019s use of consumer information.\u00a0<\/strong>(Keep tuned to my<span>\u00a0<\/span><a href=\"https:\/\/www.youtube.com\/@Marie_Haynes\" onclick=\"javascript:window.open('https:\/\/www.youtube.com\/@Marie_Haynes', '_blank', 'noopener'); return false;\" target=\"_blank\" rel=\"noopener\">YouTube channel<\/a><span>\u00a0<\/span>as I\u2019m quickly about to launch a really fascinating video with my ideas on how user-side information is so vital \u2013 probably the MOST vital think about Google\u2019s rating programs.)<\/p>\n<h3>Person Information Is Used To Construct GLUE And RankEmbed Fashions<\/h3>\n<p><a href=\"https:\/\/www.mariehaynes.com\/what-googles-trial-docs-reveal-about-clicks-links-and-other-ranking-signals\/#:~:text=4.%20Glue%20is%20a%20query%20log%20that%20records%20the%20activity%20of%20searchers\" target=\"_blank\" rel=\"noopener\">Google Glue is a huge table of user activity<\/a>. It collects the textual content of the queries searched, the consumer\u2019s language, location and machine kind, and knowledge on what appeared on the SERP, what the consumer clicked on or hovered over, how lengthy they stayed on a SERP, and extra.<\/p>\n<p>RankEmbed BERT is much more fascinating. RankEmbed BERT is among the deep studying programs that underpins Search. Within the<span>\u00a0<\/span><a href=\"https:\/\/thecapitolforum.com\/wp-content\/uploads\/2023\/10\/101823-USA-v-Google-PM.pdf\" onclick=\"javascript:window.open('https:\/\/thecapitolforum.com\/wp-content\/uploads\/2023\/10\/101823-USA-v-Google-PM.pdf', '_blank', 'noopener'); return false;\" target=\"_blank\" rel=\"noopener\">Pandu Nayak<\/a><span>\u00a0<\/span>testimony, we realized that RankEmbed BERT is utilized in reranking the outcomes returned by conventional rating programs.<span>\u00a0<\/span><strong>RankEmbed BERT is educated on click on and question information from precise customers<\/strong>.<\/p>\n<p>The AI programs behind search are regularly studying to enhance upon presenting searchers with satisfying outcomes. Google seems to be at what they&#8217;re clicking on and whether or not they return to the SERPs or not. Google additionally runs dwell experiments that take a look at what searchers select to click on on and keep on. These actions assist prepare RankEmbed BERT. It&#8217;s additional fine-tuned by rankings from the standard raters. I will probably be publishing extra on this quickly.<span>\u00a0<\/span><strong>The take-home level I need to hammer on is that consumer satisfaction is by far crucial factor we ought to be optimizing for!<\/strong><\/p>\n<p>From the Liz Reid doc we&#8217;re analyzing right now, we are able to see that consumer information is used to coach, construct, and function RankEmbed fashions.<\/p>\n<figure id=\"attachment_565714\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-data-in-glue-and-rankembed-251.png\" alt=\"\" width=\"800\" height=\"255\" class=\"size-full wp-image-565714\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-data-in-glue-and-rankembed-251-384x122.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-data-in-glue-and-rankembed-251-425x135.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-data-in-glue-and-rankembed-251-480x153.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-data-in-glue-and-rankembed-251-680x217.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-data-in-glue-and-rankembed-251-768x245.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-data-in-glue-and-rankembed-251.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<p>As soon as once more, we be taught that the consumer information that&#8217;s used to coach these fashions contains question, location, time of search, and the way the consumer interacted with what was exhibited to them.<\/p>\n<figure id=\"attachment_565715\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-interactions-815.png\" alt=\"\" width=\"800\" height=\"181\" class=\"size-full wp-image-565715\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-interactions-815-384x87.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-interactions-815-425x96.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-interactions-815-480x109.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-interactions-815-680x154.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-interactions-815-768x174.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/user-interactions-815.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<p>That is speaking in regards to the actions that customers take from inside the Google Search outcomes. What I actually need to know is how a lot of a job Chrome information makes use of. Does Google take a look at whether or not individuals are participating together with your pages, filling out your types, making your recipes, and extra? I feel they do. The<a href=\"https:\/\/storage.courtlistener.com\/recap\/gov.uscourts.dcd.223205\/gov.uscourts.dcd.223205.1436.0_4.pdf\" onclick=\"javascript:window.open('https:\/\/storage.courtlistener.com\/recap\/gov.uscourts.dcd.223205\/gov.uscourts.dcd.223205.1436.0_4.pdf', '_blank', 'noopener'); return false;\" target=\"_blank\" rel=\"noopener\"><span>\u00a0<\/span>judgment summary of this trial<\/a><span>\u00a0<\/span>hints that Chrome information is used within the rating programs, however not quite a lot of element is shared.<\/p>\n<figure id=\"attachment_565719\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/chrome-popularity-data-464.png\" alt=\"\" width=\"800\" height=\"613\" class=\"size-full wp-image-565719\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/chrome-popularity-data-464-384x294.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/chrome-popularity-data-464-425x326.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/chrome-popularity-data-464-480x368.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/chrome-popularity-data-464-680x521.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/chrome-popularity-data-464-768x588.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/chrome-popularity-data-464.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<h3>Google Says That If Somebody Had The Glue And RankEmbed Person Information, They May Prepare An LLM With It<\/h3>\n<p>This consumer information is the important thing to Google\u2019s success.<\/p>\n<figure id=\"attachment_565716\" class=\"wp-caption aligncenter\" style=\"width: 800px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/build-llm-with-google-user-data-347.png\" alt=\"\" width=\"800\" height=\"314\" class=\"size-full wp-image-565716\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/build-llm-with-google-user-data-347-384x151.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/build-llm-with-google-user-data-347-425x167.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/build-llm-with-google-user-data-347-480x188.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/build-llm-with-google-user-data-347-680x267.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/build-llm-with-google-user-data-347-768x301.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/build-llm-with-google-user-data-347.png 800w\" data-sizes=\"auto, (max-width: 800px) 100vw, 800px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Marie Haynes<\/figcaption><\/figure>\n<p>It\u2019s worthwhile studying the entire<span>\u00a0<\/span><a href=\"https:\/\/www.courtlistener.com\/docket\/18552824\/1471\/2\/united-states-of-america-v-google-llc\/\" onclick=\"javascript:window.open('https:\/\/www.courtlistener.com\/docket\/18552824\/1471\/2\/united-states-of-america-v-google-llc\/', '_blank', 'noopener'); return false;\" target=\"_blank\" rel=\"noopener\">declaration from Liz Reid<\/a>.<\/p>\n<p><strong>Extra Assets:<\/strong><\/p>\n<hr\/>\n<p><em>This submit was initially printed on <a href=\"https:\/\/www.mariehaynes.com\/user-data-in-google-ranking-systems\/\" target=\"_blank\" rel=\"noopener\">Marie Haynes Consulting<\/a>.<\/em><\/p>\n<hr\/>\n<p><em>Featured Picture: N Universe\/Shutterstock<\/em><\/p>\n<\/div>\n<iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/www.searchenginejournal.com\/user-data-is-important-in-googles-ranking-systems-liz-reids-appeal-declaration\/565707\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>I discovered some fascinating issues within the newest doc within the DOJ vs. Google trial. Google has appealed the ruling that claims they should give&#8230;<\/p>\n","protected":false},"author":1,"featured_media":111697,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-111696","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>User Data Is Important In Google\u2019s Ranking Systems. What We Learned From Liz Reid\u2019s Appeal Declaration - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. 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Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mailinvest.blog\/index.php\/2026\/01\/23\/user-data-is-important-in-googles-ranking-systems-what-we-learned-from-liz-reids-appeal-declaration\/\" \/>\n<meta property=\"og:site_name\" content=\"mailinvest.blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/freelanceracademic\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-23T16:39:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-23T16:40:15+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mailinvest.blog\/wp-content\/uploads\/2026\/01\/user-data-228.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1600\" \/>\n\t<meta property=\"og:image:height\" content=\"840\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin@mailinvest.blog\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin@mailinvest.blog\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/23\\\/user-data-is-important-in-googles-ranking-systems-what-we-learned-from-liz-reids-appeal-declaration\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/23\\\/user-data-is-important-in-googles-ranking-systems-what-we-learned-from-liz-reids-appeal-declaration\\\/\"},\"author\":{\"name\":\"admin@mailinvest.blog\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/person\\\/012701c4c204d4e4ebd34f926cfd31a4\"},\"headline\":\"User Data Is Important In Google\u2019s Ranking Systems. 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