{"id":909,"date":"2024-10-25T22:00:45","date_gmt":"2024-10-25T22:00:45","guid":{"rendered":"https:\/\/www.twinleon.com\/blog\/?p=909"},"modified":"2024-10-25T22:00:48","modified_gmt":"2024-10-25T22:00:48","slug":"adsense-invalid-traffic-how-to-combat","status":"publish","type":"post","link":"https:\/\/www.twinleon.com\/blog\/en\/adsense-invalid-traffic-how-to-combat\/","title":{"rendered":"AdSense Invalid Traffic: A Comprehensive Guide"},"content":{"rendered":"\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is AdSense?<\/strong><\/h2>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Google AdSense is a program that allows website publishers to monetize their content by displaying ads.[<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAWhgh4xmKT93etQxrcsYtVNzkwgcNYdE-Sevb8xhToQY-atxEpIDM5pxXc8LYkYFGBJInR51R7DIRse-o9sdsBcZCGyGBHxmehc0NvMD3dsI-zRG5ESn17pBgj4xmLA_2w4DjdXIIJmkYEatY1PohjrU_o7TLfUgLCOKbtoy6eAi6Hb0AISMvAH-ng-cVps%3D\" target=\"_blank\" rel=\"noopener\">2<\/a>] However, the success of this program relies on valid ad interactions. Invalid traffic (IVT) threatens this system by artificially inflating ad impressions and clicks, leading to inaccurate revenue calculations and potential account suspension. This detailed guide will explore what constitutes invalid traffic, its causes, detection methods, and preventative measures, including the role of click fraud detection tools like ClickSambo.<\/p>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is Invalid Traffic (IVT)?<\/strong><\/h2>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Invalid traffic encompasses any click or impression that doesn&#8217;t originate from a genuine user interested in the advertised product or service. This includes both accidental clicks and deliberate fraudulent activity.[<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAWhgh4xdyElAvhpPn3napfjsdZKtCdasdBsSdHldUAJptZ0DLWLbUNl5CKJg0WVKMBWxYzzQLXu5z4XcAdR7xtqIKSS0MxRqSlwoFfNTGHyIDEoUp46sxZ9RjeT9xHWEACEan8e2TTbx46X3cL1asRSig-ug\" target=\"_blank\" rel=\"noopener\">1<\/a>][<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAWhgh4z5ePgqDx9G96Os_M0edtRCoFXylieLFTPC2gOgrSreWjOwAlG8Zf69XT3xlPMUZzle2Jb9jlKsBs8tJQdxpUT7g7nEXAopwPsmwQlTx6Foqzxw8rJuZutGWHEg-noS89iTtuFNpPsyXVuByg_5ApfgZeSRzGdCx7D8vU7go-dB5br2Jt9XPNNlTzVeCgq-HYhSzvFxPw%3D%3D\" target=\"_blank\" rel=\"noopener\">4<\/a>] Google defines IVT as any activity that artificially inflates either an advertiser&#8217;s costs or a publisher&#8217;s earnings. This means both publishers and advertisers are equally affected by IVT.<\/p>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Types of Invalid Traffic:<\/strong><\/h3>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-16-1-1024x576.jpg\" alt=\"invalid traffic\" class=\"wp-image-910\" srcset=\"https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-16-1-1024x576.jpg 1024w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-16-1-300x169.jpg 300w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-16-1-768x432.jpg 768w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-16-1-1536x864.jpg 1536w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-16-1-850x478.jpg 850w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-16-1.jpg 1680w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">image created by vertex ai<\/figcaption><\/figure>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>IVT manifests in various forms:<\/p>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Accidental Clicks:<\/strong>\u00a0These occur unintentionally, often due to poorly placed ads that are easily mistaken for website content, such as navigation elements or download buttons.[<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAWhgh4y0ijKjSmTwjGjD_x6iXAfx0rlKo7GazlBs5LRvP4OsxsYmtXuQMV7HjpRGs5yeqtAXvnbxWfXzLZU90sE1HYhw-OPwXwHQnT1vtssTOXk72qzaxY0JZkm1HeOC3DvkCQzzSu1l2-DQzczYtT9Arzj5zTlF-AR-xds%3D\" target=\"_blank\" rel=\"noopener\">3<\/a>] Ads that blend seamlessly with the surrounding website design can also trigger accidental clicks.<\/li>\n\n\n\n<li><strong>Deliberate Click Fraud:<\/strong>\u00a0This involves malicious actors intentionally clicking ads to generate revenue for publishers or inflate costs for advertisers. This is often achieved through automated bots or click farms.<\/li>\n\n\n\n<li><strong>Software-Generated Traffic:<\/strong>\u00a0Bots and other automated tools can simulate human behavior, generating fake clicks and impressions to inflate earnings.<\/li>\n\n\n\n<li><strong>Clicks from Publishers Themselves:<\/strong>\u00a0Publishers clicking their own ads is a clear violation of AdSense policies and is considered IVT.<\/li>\n\n\n\n<li><strong>Repeated Clicks:<\/strong>\u00a0A single user repeatedly clicking the same ad is another indicator of invalid activity.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>How Invalid Traffic Impacts AdSense Accounts:?<\/strong><\/h3>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-12-1024x576.jpg\" alt=\"adsense accounts\" class=\"wp-image-912\" srcset=\"https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-12-1024x576.jpg 1024w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-12-300x169.jpg 300w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-12-768x432.jpg 768w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-12-1536x864.jpg 1536w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-12-850x478.jpg 850w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-12.jpg 1680w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Invalid traffic poses significant risks to AdSense publishers:<\/p>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Revenue Loss:<\/strong>\u00a0While initially seemingly beneficial, IVT ultimately leads to revenue loss. Google&#8217;s systems detect and filter IVT, resulting in a reduction or even complete nullification of earnings associated with fraudulent activity.<\/li>\n\n\n\n<li><strong>Account Suspension:<\/strong>\u00a0Persistent or significant IVT can lead to account suspension. Google takes a serious view of IVT and will take action against accounts engaging in, or facilitating, such activities.<\/li>\n\n\n\n<li><strong>Reputational Damage:<\/strong>\u00a0Association with IVT can damage a publisher&#8217;s reputation, making it difficult to secure future advertising partnerships.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:43px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Detecting and Preventing Invalid Traffic:<\/strong><\/h2>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Preventing IVT is crucial for maintaining a healthy AdSense account. Here are some key strategies:<\/p>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ad Placement:<\/strong>\u00a0Ensure ads are clearly distinguishable from website content.[<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAWhgh4y0ijKjSmTwjGjD_x6iXAfx0rlKo7GazlBs5LRvP4OsxsYmtXuQMV7HjpRGs5yeqtAXvnbxWfXzLZU90sE1HYhw-OPwXwHQnT1vtssTOXk72qzaxY0JZkm1HeOC3DvkCQzzSu1l2-DQzczYtT9Arzj5zTlF-AR-xds%3D\" target=\"_blank\" rel=\"noopener\">3<\/a>] Avoid placing ads near navigation elements, download buttons, or other interactive components that might lead to accidental clicks.[<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAWhgh4y0ijKjSmTwjGjD_x6iXAfx0rlKo7GazlBs5LRvP4OsxsYmtXuQMV7HjpRGs5yeqtAXvnbxWfXzLZU90sE1HYhw-OPwXwHQnT1vtssTOXk72qzaxY0JZkm1HeOC3DvkCQzzSu1l2-DQzczYtT9Arzj5zTlF-AR-xds%3D\" target=\"_blank\" rel=\"noopener\">3<\/a>]<\/li>\n\n\n\n<li><strong>Ad Design:<\/strong>\u00a0Design ads that are visually distinct from website content.[<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAWhgh4y0ijKjSmTwjGjD_x6iXAfx0rlKo7GazlBs5LRvP4OsxsYmtXuQMV7HjpRGs5yeqtAXvnbxWfXzLZU90sE1HYhw-OPwXwHQnT1vtssTOXk72qzaxY0JZkm1HeOC3DvkCQzzSu1l2-DQzczYtT9Arzj5zTlF-AR-xds%3D\" target=\"_blank\" rel=\"noopener\">3<\/a>] Use contrasting colors and clear calls to action to minimize confusion.<\/li>\n\n\n\n<li><strong>Regular Monitoring:<\/strong>\u00a0Closely monitor your website&#8217;s traffic and AdSense performance. Look for unusual spikes in clicks or impressions that don&#8217;t align with your typical traffic patterns.<\/li>\n\n\n\n<li><strong>Google Analytics:<\/strong>\u00a0Utilize Google Analytics to identify unusual traffic patterns. The bot filtering setting in Google Analytics Admin can help identify and filter out bot traffic.<\/li>\n\n\n\n<li><strong>AdSense Policies:<\/strong>\u00a0Strictly adhere to Google AdSense policies.[<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAWhgh4xmKT93etQxrcsYtVNzkwgcNYdE-Sevb8xhToQY-atxEpIDM5pxXc8LYkYFGBJInR51R7DIRse-o9sdsBcZCGyGBHxmehc0NvMD3dsI-zRG5ESn17pBgj4xmLA_2w4DjdXIIJmkYEatY1PohjrU_o7TLfUgLCOKbtoy6eAi6Hb0AISMvAH-ng-cVps%3D\" target=\"_blank\" rel=\"noopener\">2<\/a>] Understanding and following these policies is the first step in preventing IVT.<\/li>\n\n\n\n<li><strong>Click Fraud Detection Tools:<\/strong>\u00a0Employ specialized tools like <a href=\"https:\/\/www.clicksambo.com\/Home\" target=\"_blank\" rel=\"noopener\">ClickSambo<\/a> to detect and prevent click fraud. These tools offer automated bot detection and blocking capabilities, providing an additional layer of protection.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:45px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>ClickSambo and its Role in Combating Invalid Traffic:<\/strong><\/h2>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-19-1-1024x576.jpg\" alt=\"adsense monitoring\" class=\"wp-image-914\" srcset=\"https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-19-1-1024x576.jpg 1024w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-19-1-300x169.jpg 300w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-19-1-768x432.jpg 768w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-19-1-1536x864.jpg 1536w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-19-1-850x478.jpg 850w, https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-19-1.jpg 1680w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>ClickSambo is a click fraud detection and prevention tool that uses advanced algorithms to identify and block invalid traffic. Its automated bot detection feature automatically identifies and blocks bots attempting to generate fraudulent clicks, significantly reducing the risk of IVT. This proactive approach helps publishers protect their AdSense revenue and maintain account health. By integrating ClickSambo, publishers add an extra layer of defense against the financial and reputational damage caused by IVT.<\/p>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Invalid traffic poses a considerable threat to the success of AdSense publishers. By understanding the various forms of IVT, implementing preventative measures, and utilizing click fraud detection tools like <a href=\"https:\/\/www.clicksambo.com\/Home\" target=\"_blank\" rel=\"noopener\">ClickSambo<\/a>, publishers can protect their revenue, maintain the health of their AdSense accounts, and ensure the long-term success of their online ventures. Remember that proactive measures are always more effective than reactive solutions. Staying informed about AdSense policies and utilizing available tools is the best way to ensure your AdSense account remains safe and profitable.<\/p>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>For more blog contents, please <a href=\"https:\/\/www.twinleon.com\/blog\/tr\/\">click<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>What is AdSense? Google AdSense is a program that allows website publishers to monetize their content by displaying ads.[2] However, the success of this program relies on valid ad interactions. Invalid traffic (IVT) threatens this system by artificially inflating ad impressions and clicks, leading to inaccurate revenue calculations and potential account suspension. This detailed guide&#8230;<\/p>\n","protected":false},"author":2,"featured_media":911,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[401,1349,1090,403],"tags":[12,1361,1363,437,1367,1353,1355,1357,1359,1365],"class_list":["post-909","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ads-management","category-adsense","category-click-fraud","category-marketing","tag-ai","tag-click-fraud","tag-clicksambo","tag-digitalmarketing","tag-gecersiz-tiklama","tag-google","tag-invalid","tag-invalid-clicks","tag-invalid-traffic","tag-sahte-tiklama"],"rttpg_featured_image_url":{"full":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13.jpg",1680,945,false],"landscape":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-1200x800.jpg",1200,800,true],"portraits":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13.jpg",1680,945,false],"thumbnail":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-150x150.jpg",150,150,true],"medium":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-300x169.jpg",300,169,true],"large":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-1024x576.jpg",640,360,true],"1536x1536":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-1536x864.jpg",1536,864,true],"2048x2048":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13.jpg",1680,945,false],"square":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-1200x945.jpg",1200,945,true],"portrait":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-1200x945.jpg",1200,945,true],"landscape_medium":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-600x400.jpg",600,400,true],"portrait_medium":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-600x900.jpg",600,900,true],"square_medium":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-600x600.jpg",600,600,true],"post-thumbnail":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-300x169.jpg",300,169,true],"draftly-grid":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-350x230.jpg",350,230,true],"draftly-slider":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-850x478.jpg",850,478,true],"draftly-small":["https:\/\/www.twinleon.com\/blog\/wp-content\/uploads\/2024\/10\/Adsiz-tasarim-13-300x180.jpg",300,180,true]},"rttpg_author":{"display_name":"Ozgul Yavuz Kaddoura","author_link":"https:\/\/www.twinleon.com\/blog\/author\/ozgul\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/www.twinleon.com\/blog\/en\/category\/ads-management\/\" rel=\"category tag\">Ads Management<\/a> <a href=\"https:\/\/www.twinleon.com\/blog\/en\/category\/ads-management\/adsense\/\" rel=\"category tag\">Adsense<\/a> <a href=\"https:\/\/www.twinleon.com\/blog\/en\/category\/ads-management\/click-fraud\/\" rel=\"category tag\">Click Fraud<\/a> <a href=\"https:\/\/www.twinleon.com\/blog\/en\/category\/marketing\/\" rel=\"category tag\">Marketing<\/a>","rttpg_excerpt":"What is AdSense? Google AdSense is a program that allows website publishers to monetize their content by displaying ads.[2] However, the success of this program relies on valid ad interactions. Invalid traffic (IVT) threatens this system by artificially inflating ad impressions and clicks, leading to inaccurate revenue calculations and potential account suspension. This detailed guide...","_links":{"self":[{"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/posts\/909","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/comments?post=909"}],"version-history":[{"count":1,"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/posts\/909\/revisions"}],"predecessor-version":[{"id":915,"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/posts\/909\/revisions\/915"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/media\/911"}],"wp:attachment":[{"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/media?parent=909"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/categories?post=909"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.twinleon.com\/blog\/wp-json\/wp\/v2\/tags?post=909"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}