{"id":22779,"date":"2025-03-03T08:00:00","date_gmt":"2025-03-03T08:00:00","guid":{"rendered":"https:\/\/adstargets.com\/blog\/?p=22779"},"modified":"2025-03-03T07:44:54","modified_gmt":"2025-03-03T07:44:54","slug":"click-fraud-detection","status":"publish","type":"post","link":"https:\/\/adstargets.com\/blog\/click-fraud-detection","title":{"rendered":"Click Fraud Detection: 13 Powerful Ways and More How to Protect Your Ads from Wasting Budget"},"content":{"rendered":"\n<p>If you\u2019re a PPC marketer, chances are you\u2019ve heard of click fraud before. Maybe you\u2019ve even brushed it off as some relic from the early 2000s\u2014something that ad networks have long since taken care of. But here\u2019s the hard truth: click fraud isn\u2019t just alive and well\u2014it\u2019s thriving.<\/p>\n\n\n\n<p>Too many marketers assume that click fraud detection is fully handled by ad platforms, but the reality is far from it. Fraudulent clicks are still burning through ad budgets daily, with some industries losing up to 11% of their ad spend to fake clicks in search campaigns alone. And that\u2019s just the tip of the iceberg\u2014display and <a href=\"https:\/\/adstargets.com\/blog\/the-power-of-ad-retargeting\/\">retargeting campaigns<\/a> see even higher fraud rates.<\/p>\n\n\n\n<p>So, what does this mean for you? If you\u2019re not actively detecting and preventing click fraud, you\u2019re likely throwing money away on bots, competitors, and shady publishers gaming the system. That\u2019s why understanding click fraud detection is no longer optional\u2014it\u2019s essential.<\/p>\n\n\n\n<p>In this post, we\u2019ll break down why click fraud is still a major threat, how it impacts your campaigns, and, most importantly, how to fight back. Stick around, because ignoring this problem could be costing you more than you think.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#What_Exactly_is_Click_Fraud\" >What Exactly is Click Fraud?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#How_Click_Fraud_Wreaks_Havoc_on_Your_Campaigns\" >How Click Fraud Wreaks Havoc on Your Campaigns<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#What_are_the_Different_Types_You_Need_to_Watch_For\" >What are the Different Types You Need to Watch For?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#Whos_Behind_Fake_Clicks\" >Who\u2019s Behind Fake Clicks?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#How_Do_You_Fight_Back\" >How Do You Fight Back?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#Whos_Actually_Stopping_Click_Fraud\" >Who\u2019s Actually Stopping Click Fraud?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#So_Whos_Really_Winning_the_War_Against_Click_Fraud\" >So, Who\u2019s Really Winning the War Against Click Fraud?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#How_to_Spot_Click_Fraud_Before_It_Drains_Your_Ad_Budget\" >How to Spot Click Fraud Before It Drains Your Ad Budget<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#How_to_Protect_Your_Ads_from_Wasting_Budget\" >How to Protect Your Ads from Wasting Budget?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_Exactly_is_Click_Fraud\"><\/span>What Exactly is Click Fraud?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-21.jpg\" alt=\"Click Fraud Detection: What Exactly is Click Fraud?\" class=\"wp-image-22820\" style=\"width:838px;height:auto\" srcset=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-21.jpg 200w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-300x300-4.jpg 300w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-150x150.png 150w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-768x768-4.jpg 768w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n<\/div>\n\n\n<p>Click fraud is a sneaky type of ad fraud where clicks on your ads aren\u2019t coming from real potential customers. Instead, these clicks are driven by bots, competitors, or even shady publishers looking to game the system. The result? Your ad budget gets drained, and you get zero ROI in return.<\/p>\n\n\n\n<p>Click fraud comes in different flavors. Sometimes, it\u2019s a deliberate attack, like a competitor repeatedly clicking your ads just to waste your budget\u2014especially in high-competition niches where every click is pricey. Other times, it\u2019s accidental, caused by automated bots that aren\u2019t even trying to sabotage your campaigns.<\/p>\n\n\n\n<p>For example, search engine crawlers, web scrapers, or <a href=\"https:\/\/wiserbrand.com\/top-15-ppc-tools\/\" target=\"_blank\" rel=\"noopener\">PPC tools<\/a> analyzing keyword data might click on your ads unintentionally, driving up costs without any real conversion intent. Let\u2019s say a <a href=\"https:\/\/adstargets.com\/blog\/best-keyword-research-strategy\/\">keyword research tool <\/a>wants to analyze <a href=\"https:\/\/adstargets.com\/blog\/tiktok-ad-placements\/\">ad placements<\/a>\u2014it might load search results, find the ads, and click them. That\u2019s still click fraud, even if no one meant to harm your campaign.<\/p>\n\n\n\n<p>It\u2019s estimated that up to 25% of all online ad clicks are fraudulent. And if you\u2019re running display or retargeting ads, that number could be even higher. Some industry experts suggest the issue is much worse than most marketers realize\u2014which is why click fraud detection is critical.<\/p>\n\n\n\n<p>The bottom line? If you\u2019re not actively detecting and preventing click fraud, you\u2019re probably losing money every single day. It\u2019s not just a minor issue\u2014it\u2019s a full-blown threat to your PPC strategy. And in the next section, we\u2019ll dive into exactly how you can fight back and keep your ad budget safe.<\/p>\n\n\n\n<p>What is the Impact of Click Fraud? Why It\u2019s More Than Just Lost Ad Spend<\/p>\n\n\n\n<p>Click fraud isn\u2019t just an inconvenience\u2014it\u2019s a money pit that drains your ad budget, distorts your data, and messes with your entire PPC strategy. And if you\u2019re not using click fraud detection, you\u2019re basically burning cash without even realizing it.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_Click_Fraud_Wreaks_Havoc_on_Your_Campaigns\"><\/span>How Click Fraud Wreaks Havoc on Your Campaigns<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>At its core, click fraud leads to financial losses. Every fake click eats away at your budget, leaving you with fewer real customers and more wasted spend. But the impact doesn\u2019t stop there\u2014it skews your data, making it nearly impossible to optimize your campaigns properly.<\/p>\n\n\n\n<p><strong>Here\u2019s how things can spiral out of control:<\/strong><\/p>\n\n\n\n<p>\u2705 Wasted Ad Spend \u2013 Your money gets funneled into non-genuine clicks from bots, competitors, and click farms instead of actual potential buyers.<\/p>\n\n\n\n<p>\u2705 Lower Conversion Rates \u2013 Fake clicks mean fewer real people are engaging with your ads, tanking your overall performance metrics.<\/p>\n\n\n\n<p>\u2705 Corrupted Data \u2013 If bots and fake users are clicking your ads, your audience insights become unreliable. Now, you\u2019re making decisions based on bad data.<\/p>\n\n\n\n<p>\u2705 Broken Remarketing Strategies \u2013 If your remarketing list is full of bot traffic, you\u2019ll end up wasting even more budget targeting fake users instead of real potential customers.<\/p>\n\n\n\n<p>\u2705 Lost Revenue and Opportunity Costs \u2013 It\u2019s not just about the money you lose on fake clicks; it\u2019s also about the real sales and leads you could have generated with that budget.<\/p>\n\n\n\n<p>The Industry-Wide Problem: Billions Lost to Click Fraud<\/p>\n\n\n\n<p>To put this into perspective, click fraud is expected to cost businesses over $20 billion annually\u2014and that number keeps growing. And that\u2019s just the direct cost of fraudulent clicks. The indirect costs\u2014like the time wasted cleaning up bad data, lost conversions, and distorted performance reports\u2014make the problem even worse.<\/p>\n\n\n\n<p>So, if you\u2019re running PPC campaigns without click fraud detection strategies or tools, you\u2019re basically flying blind. You need a solid strategy to spot, block, and prevent fraudulent clicks before they drain your ad budget and tank your marketing performance.<\/p>\n\n\n\n<p>The good news? You can fight back. In the next section, we\u2019ll dive into how to detect and eliminate click fraud to protect your ad spend and maximize real conversions. Stay tuned.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_are_the_Different_Types_You_Need_to_Watch_For\"><\/span>What are the Different Types You Need to Watch For?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-22.jpg\" alt=\"What are the Different Types You Need to Watch For?\" class=\"wp-image-22822\" style=\"width:838px;height:auto\" srcset=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-22.jpg 200w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-300x300-5.jpg 300w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-150x150.png 150w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-768x768-5.jpg 768w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n<\/div>\n\n\n<p>Not all click fraud is created equal. Some attacks are straight-up malicious, while others are just collateral damage from bots doing their thing. But no matter the type, every fake click drains your ad budget and messes with your campaign data. That\u2019s why click fraud detection is critical if you don\u2019t want your hard-earned marketing dollars going down the drain.<\/p>\n\n\n\n<p>Let\u2019s break down the four main types of click fraud you should know about:<\/p>\n\n\n\n<p><strong>#1. Malicious Click Fraud (The Budget Killer)<\/strong><\/p>\n\n\n\n<p>This is the type of click fraud that\u2019s straight-up nasty. A competitor (or some other bad actor) intentionally clicks your ads to burn through your budget and push their own ads higher in the rankings. Their goal? Make you waste money and lose sales.<\/p>\n\n\n\n<p>It\u2019s dirty, but it happens all the time\u2014especially in industries with sky-high CPCs (think legal, finance, and SaaS). And without click fraud detection, you won\u2019t even realize it\u2019s happening until your ad spend is already toast.<\/p>\n\n\n\n<p><strong>#2. Passive Click Fraud (The Unintentional Budget Drain)<\/strong><\/p>\n\n\n\n<p>Not all click fraud is done with bad intentions. Some of it happens simply because your ads get caught in the crossfire of automated bots, scrapers, and fraud rings.<\/p>\n\n\n\n<p>Take web scrapers, for example. These bots crawl search results to grab landing page data and ad placements. But in the process, they click on your PPC ads\u2014costing you money with zero ROI.<\/p>\n\n\n\n<p>Or think about shady ad networks running fraud rings\u2014displaying your ads on fake sites just to rack up fake impressions and clicks for payouts. They\u2019re not specifically out to get you\u2014they\u2019re just gaming the system. But either way, your budget suffers.<\/p>\n\n\n\n<p><strong>#3. Manual Click Fraud (The Hands-On Attack)<\/strong><\/p>\n\n\n\n<p>This is the old-school version of click fraud, where real people (yep, actual humans) manually click your ads over and over again to mess with your campaigns.<\/p>\n\n\n\n<p>It\u2019s rare (less than 5% of all click fraud), but when it happens, it\u2019s usually tied to malicious intent\u2014like a competitor trying to bleed you dry. Because it requires actual effort, most fraudsters automate their scams instead.<\/p>\n\n\n\n<p><strong>#4. Automated Click Fraud (The Silent Threat)<\/strong><\/p>\n\n\n\n<p>This is where things get scary. Over 95% of all click fraud is automated, meaning bots and botnets are doing the dirty work at scale.<\/p>\n\n\n\n<p><strong>These bots can:<\/strong><\/p>\n\n\n\n<p>#1. Click your ads thousands of times in minutes<\/p>\n\n\n\n<p>#2. Simulate user behavior to avoid detection<\/p>\n\n\n\n<p>#3. Operate 24\/7, constantly draining your budget<\/p>\n\n\n\n<p>And the worst part? Most advertisers don\u2019t even know it\u2019s happening until their campaigns are already wrecked.<\/p>\n\n\n\n<p><strong>How to Fight Back Against Click Fraud<\/strong><\/p>\n\n\n\n<p>If you\u2019re running PPC campaigns, click fraud detection isn\u2019t optional\u2014it\u2019s a must-have. The right tools can help you:<\/p>\n\n\n\n<p>\u2705 Identify suspicious activity before it tanks your ROI<\/p>\n\n\n\n<p>\u2705 Block fraudulent clicks from draining your budget<\/p>\n\n\n\n<p>\u2705 Protect your ad campaigns from automated and manual attacks<\/p>\n\n\n\n<p>At the end of the day, click fraud isn\u2019t going anywhere. But with the right click fraud detection strategies in place, you can stop fraudsters in their tracks and make sure your ad spend actually brings in real customers\u2014not bots.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Whos_Behind_Fake_Clicks\"><\/span>Who\u2019s Behind Fake Clicks?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-23.jpg\" alt=\"Who\u2019s Behind Fake Clicks?\" class=\"wp-image-22824\" style=\"width:840px;height:auto\" srcset=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-23.jpg 200w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-300x300-6.jpg 300w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-150x150.png 150w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-768x768-6.jpg 768w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n<\/div>\n\n\n<p>If you\u2019ve ever looked at your PPC campaign data and thought, Something doesn\u2019t add up, chances are click fraud is in play. Fake clicks can come from multiple sources, but a handful of bad actors are responsible for most of the damage.<\/p>\n\n\n\n<p>Let\u2019s break it down.<\/p>\n\n\n\n<p><strong>#1. Malicious Publishers (The Click Farm Hustlers)<\/strong><\/p>\n\n\n\n<p>These guys run shady websites packed with low-quality display ads. Their goal? Manipulate ad networks by faking traffic and automating clicks to cash in on ad payouts. They often use:<\/p>\n\n\n\n<p>\u2714 Click farms (where real people are paid pennies to click ads all day)<\/p>\n\n\n\n<p>\u2714 Bots (to scale up fraudulent clicks faster than humans ever could)<\/p>\n\n\n\n<p>\u2714 Traffic spoofing (to make it look like real users are engaging with the ads)<\/p>\n\n\n\n<p>They don\u2019t care about your ad spend. They just want to milk the system for profit.<\/p>\n\n\n\n<p><strong>#2. Competitors (The PPC Snipers)<\/strong><\/p>\n\n\n\n<p>Some competitors play dirty. Instead of outbidding you fair and square, they\u2019d rather drain your ad budget with fake clicks so your campaigns shut down early. This is common in high-competition industries where clicks can cost $50+ per click (looking at you, legal and finance sectors).<\/p>\n\n\n\n<p>That said, competitor-driven click fraud is only about 13% of all cases, despite what some \u201cclick fraud experts\u201d may claim. Most fraudulent clicks actually come from automated sources rather than direct competitor sabotage.<\/p>\n\n\n\n<p><strong>#3. Disgruntled Employees and Customers (The Revenge Clickers)<\/strong><\/p>\n\n\n\n<p>Not super common, but it happens. An angry ex-employee or a bitter customer decides to take matters into their own hands and repeatedly clicks your paid ads to \u201cget back\u201d at your business.<\/p>\n\n\n\n<p>Petty? Yes.<\/p>\n\n\n\n<p>Effective? Barely.<\/p>\n\n\n\n<p>Annoying? Absolutely.<\/p>\n\n\n\n<p>While click fraud detection tools can catch bot-driven fraud easily, human-driven rage-clicking can be trickier to spot. But if you notice a sudden spike in repeat clicks from a single IP, you might have a revenge clicker on your hands.<\/p>\n\n\n\n<p><strong>#4. Affiliates (The Ad Auction Manipulators)<\/strong><\/p>\n\n\n\n<p>In industries where affiliate payouts depend on traffic and conversions, some sneaky affiliates resort to click fraud to push competitors out of the auction. The logic? If you\u2019re gone, they get more traffic and bigger commissions.<\/p>\n\n\n\n<p><strong>This type of click fraud is more common in:<\/strong><\/p>\n\n\n\n<p>\ud83d\udccc E-commerce (affiliate marketers boosting their own traffic)<\/p>\n\n\n\n<p>\ud83d\udccc Lead-gen sites (fraudsters inflating numbers to game the system)<\/p>\n\n\n\n<p>\ud83d\udccc Black-hat CPA networks (fake clicks = more payouts)<\/p>\n\n\n\n<p><strong>#5. Scrapers &amp; Data Harvesting Bots (The Silent Budget Killers)<\/strong><\/p>\n\n\n\n<p>Not every bot clicking your ads is trying to commit click fraud\u2014some are just scraping data. But whether it\u2019s intentional or not, every click costs you money.<\/p>\n\n\n\n<p><strong>Scraping bots usually:<\/strong><\/p>\n\n\n\n<p>#1. Collect ad data for market research<\/p>\n\n\n\n<p>#2. &nbsp;Analyze landing pages to see where ads lead<\/p>\n\n\n\n<p>#3. Spy on competitors to find trends<\/p>\n\n\n\n<p>They aren\u2019t trying to steal your budget, but they still rack up ad spend with zero chance of conversion\u2014making click fraud detection critical for filtering out non-human traffic.<\/p>\n\n\n\n<p><strong>#6. Malicious Bots (The Cybercriminal Tools)<\/strong><\/p>\n\n\n\n<p>These bots aren\u2019t just about click fraud\u2014they\u2019re part of a much bigger problem. Cybercriminals use them to:<\/p>\n\n\n\n<p>#1. Bypass CAPTCHAs and fool ad networks<\/p>\n\n\n\n<p>#2. Exploit browser vulnerabilities to commit large-scale fraud<\/p>\n\n\n\n<p>#3. Hijack accounts for fake transactions and chargeback fraud<\/p>\n\n\n\n<p>Some of these advanced botnets are built specifically to simulate human behavior, making them harder to detect\u2014but not impossible.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_Do_You_Fight_Back\"><\/span>How Do You Fight Back?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-85.jpg\" alt=\"How Do You Fight Back?\" class=\"wp-image-22825\" style=\"width:838px;height:auto\" srcset=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-85.jpg 200w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-300x300-10.jpg 300w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-150x150.png 150w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-768x768-8.jpg 768w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n<\/div>\n\n\n<p><a href=\"https:\/\/adstargets.com\/blog\/click-fraud-detection-guide\/\">Click fraud detection<\/a> is your first line of defense. With the right tools, you can:<\/p>\n\n\n\n<p>\u2705 Block fake clicks before they cost you money<\/p>\n\n\n\n<p>\u2705 Identify unusual patterns &amp; suspicious behavior<\/p>\n\n\n\n<p>\u2705 Filter out bots, scrapers, and fraudulent traffic<\/p>\n\n\n\n<p>At the end of the day, click fraud isn\u2019t just about losing ad spend\u2014it\u2019s about protecting your data, your business, and your bottom line. If you\u2019re running PPC campaigns, investing in click fraud detection isn\u2019t optional\u2014it\u2019s a must.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Whos_Actually_Stopping_Click_Fraud\"><\/span>Who\u2019s Actually Stopping Click Fraud?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Click fraud is a massive headache for advertisers, and you\u2019d think ad networks would be on the front lines, fighting tooth and nail to stop it. And while they do something, their efforts aren\u2019t always as aggressive as you\u2019d hope.<\/p>\n\n\n\n<p>Ad Networks: The \u201cWe\u2019ll Look Into It Later\u201d Approach<\/p>\n\n\n\n<p>Ad networks like Google Ads and Microsoft Ads have a vested interest in stopping click fraud\u2014after all, if advertisers keep wasting money on fake clicks, they\u2019ll eventually pull their budgets. But let\u2019s not forget:<\/p>\n\n\n\n<p>\ud83d\udccc Their entire business model relies on selling clicks.<\/p>\n\n\n\n<p>\ud83d\udccc The more clicks they sell, the more money they make.<\/p>\n\n\n\n<p>\ud83d\udccc They aren\u2019t exactly rushing to reduce clicks\u2014even the fraudulent ones.<\/p>\n\n\n\n<p>Instead, their approach to click fraud detection is mostly reactive. They analyze traffic after the fact, and if they decide some of it was fraudulent, they\u2019ll refund you\u2026 eventually. But here\u2019s the catch:<\/p>\n\n\n\n<p>By the time you get your \u201crefund\u201d, your PPC campaign has already been skewed.<\/p>\n\n\n\n<p>That fraudulent user is now in your remarketing funnel, messing with your audience data.<\/p>\n\n\n\n<p>Fake leads are cluttering up your CRM and throwing off your conversion tracking.<\/p>\n\n\n\n<p>It\u2019s like getting mugged, filing a police report, and then weeks later, the cops hand you back a portion of what you lost\u2014except by then, the damage is already done.<\/p>\n\n\n\n<p><strong>Who\u2019s Actually Fighting Click Fraud?<\/strong><\/p>\n\n\n\n<p>Since ad networks aren\u2019t exactly leading the charge, companies that specialize in click fraud detection\u2014like Lunio, CHEQ, and ClickCease\u2014have stepped up to do the job properly. These platforms focus on proactive fraud prevention by:<\/p>\n\n\n\n<p>\u2714 Blocking fraudulent clicks before they even happen<\/p>\n\n\n\n<p>\u2714 Analyzing traffic patterns in real-time to weed out bots, click farms, and suspicious activity<\/p>\n\n\n\n<p>\u2714 Preventing fake users from getting into your remarketing funnel, so they don\u2019t mess up your campaign data<\/p>\n\n\n\n<p>While Google and Microsoft do a decent job at flagging obvious fraud (like mass bot clicks), they don\u2019t catch everything. Dedicated click fraud detection tools, on the other hand, provide an extra layer of protection that helps advertisers actually keep their ad spend safe and effective.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"So_Whos_Really_Winning_the_War_Against_Click_Fraud\"><\/span><strong>So, Who\u2019s Really Winning the War Against Click Fraud?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>At the end of the day, click fraud is an arms race. Ad networks, fraud detection platforms, and cybercriminals are all constantly evolving their tactics. But if you\u2019re running PPC campaigns, the worst thing you can do is assume Google Ads has your back completely.<\/p>\n\n\n\n<p>Because while they might give you a refund here and there, they\u2019re never going to stop click fraud at its root. If you really want to keep your campaigns clean and profitable, you\u2019ll need click fraud detection that works before the damage is done.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_to_Spot_Click_Fraud_Before_It_Drains_Your_Ad_Budget\"><\/span>How to Spot Click Fraud Before It Drains Your Ad Budget<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-24.jpg\" alt=\"How to Spot Click Fraud Before It Drains Your Ad Budget\" class=\"wp-image-22827\" style=\"width:840px;height:auto\" srcset=\"https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-24.jpg 200w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-300x300-7.jpg 300w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-150x150.png 150w, https:\/\/adstargets.com\/blog\/wp-content\/uploads\/2025\/02\/image-1-768x768-7.jpg 768w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n<\/div>\n\n\n<p>Now that you know how click fraud can sneak into your ad campaigns and mess with your data, let\u2019s talk about how you can identify it before it drains your budget. While automated click fraud detection tools are your best bet for real-time protection, there are also manual methods you can use to spot suspicious activity.<\/p>\n\n\n\n<p>Here are some of the most effective ways to detect click fraud and prevent it from messing up your campaign performance.<\/p>\n\n\n\n<p><strong>#1. Check Your Conversion Rates for Red Flags<\/strong><\/p>\n\n\n\n<p>One of the biggest signs of click fraud is unusual conversion behavior. If your conversion rates are acting weird, it\u2019s time to dig deeper. Here\u2019s what to check:<\/p>\n\n\n\n<p>\u2714 Compare conversion rates across different campaigns. If one campaign has sky-high conversions, but those conversions aren\u2019t turning into actual revenue or leads, you could be dealing with fake interactions.<\/p>\n\n\n\n<p>\u2714 Look for sudden spikes and drops. If your conversion rate jumps from 3% to 20% and then crashes back down within a few days, that\u2019s not normal behavior\u2014it could be fraudulent activity.<\/p>\n\n\n\n<p>\u2714 Compare against industry benchmarks. If your numbers are way off from industry averages, you need to investigate. A massive boost in conversions with zero real impact on sales or engagement is a classic click fraud indicator.<\/p>\n\n\n\n<p><strong>#2. Analyze Click Patterns &amp; IP Addresses<\/strong><\/p>\n\n\n\n<p>If your clicks are coming from the same IP addresses over and over again, red flag! Legitimate traffic should be diverse, with clicks coming from different locations and devices.<\/p>\n\n\n\n<p>\u2714 Check your logs for repeat offenders. If you see the same IP or device clicking your ads non-stop, it\u2019s time to block them.<\/p>\n\n\n\n<p>\u2714 Look for unnatural geographic trends. Are your local ads suddenly getting tons of traffic from another country? Could be click fraud\u2014especially if those clicks aren\u2019t converting.<\/p>\n\n\n\n<p>\u2714 Bot-like behavior\u2014such as clicking at the same time every day or bouncing immediately\u2014could indicate automated fraud.<\/p>\n\n\n\n<p><strong>#3. Monitor CTR (Click-Through Rate) Spikes<\/strong><\/p>\n\n\n\n<p>A CTR that\u2019s too high can be just as suspicious as one that\u2019s too low. If you see insanely high CTRs but no actual engagement, you\u2019re likely dealing with click fraud.<\/p>\n\n\n\n<p>\u2714 Normal CTRs range from 2% to 6% for most industries. If yours is suddenly 20% or more, something\u2019s off.<\/p>\n\n\n\n<p>\u2714 High CTR with low time on site? Bots and fraudsters are clicking your ad but bouncing immediately. That\u2019s not legit traffic.<\/p>\n\n\n\n<p><strong>#4. Review Your Bounce Rate &amp; Session Duration<\/strong><\/p>\n\n\n\n<p>If click fraud is eating up your ad budget, you\u2019ll likely see spikes in bounce rate and drop-offs in session duration.<\/p>\n\n\n\n<p>\u2714 High bounce rate (90%+)? Fake clicks. Real users don\u2019t click an ad and leave instantly without doing anything.<\/p>\n\n\n\n<p>\u2714 Average session duration of under 3 seconds? That\u2019s a major red flag\u2014real customers actually spend time browsing.<\/p>\n\n\n\n<p><strong>#5. Compare Mobile vs. Desktop Clicks<\/strong><\/p>\n\n\n\n<p>Some click fraud rings use bot farms that primarily operate on mobile devices. If you notice an unnatural spike in mobile traffic without an increase in engagement, you might have fraudulent clicks coming from click farms.<\/p>\n\n\n\n<p>\u2714 Did your mobile CTR suddenly double or triple? Time to investigate.<\/p>\n\n\n\n<p>\u2714 Low engagement from mobile users? Bots might be draining your ad spend.<\/p>\n\n\n\n<p><strong>#6. Use Click Fraud Detection Software<\/strong><\/p>\n\n\n\n<p>If you really want to stay ahead of click fraud, you need a dedicated fraud detection tool like Lunio, ClickCease, or CHEQ. These tools:<\/p>\n\n\n\n<p>\u2714 Automatically detect and block fraudulent clicks<\/p>\n\n\n\n<p>\u2714 Identify suspicious patterns in real-time<\/p>\n\n\n\n<p>\u2714 Save you money by preventing fraudsters from wasting your budget<\/p>\n\n\n\n<p>Manual detection is great for spotting obvious fraud, but advanced click fraud detection software ensures fraudsters never get a chance to click in the first place.<\/p>\n\n\n\n<p>Click fraud isn\u2019t going anywhere\u2014it\u2019s a multi-billion dollar problem, and fraudsters are getting smarter by the day. That\u2019s why proactively monitoring your campaigns and using click fraud detection software is critical if you want to protect your ad spend, data, and business growth.<\/p>\n\n\n\n<p>\u2714 Regularly audit your campaign metrics. Look for unusual spikes and patterns.<\/p>\n\n\n\n<p>\u2714 Block suspicious IPs and bot traffic. Don\u2019t let fraudsters keep draining your budget.<\/p>\n\n\n\n<p>\u2714 Invest in automated protection. AI-powered click fraud detection stops threats before they happen.<\/p>\n\n\n\n<p>Don\u2019t wait until your PPC budget is wasted\u2014start taking click fraud seriously now.<\/p>\n\n\n\n<p><strong>#7. Watch Your Conversion Rates Like a Hawk<\/strong><\/p>\n\n\n\n<p>Click fraud doesn\u2019t just show up in click spikes\u2014it messes with your conversion rates too. Here\u2019s what to check:<\/p>\n\n\n\n<p>Compare conversion rates across campaigns. If one campaign is pulling in a sky-high conversion rate but not bringing in actual revenue, you might be seeing fake conversions.<\/p>\n\n\n\n<p>Look at historical trends. A campaign that swings from a 3% to 20% conversion rate and back to 3% within a few days? That\u2019s a red flag.<\/p>\n\n\n\n<p>Check industry averages. If your numbers look way off compared to standard benchmarks, start digging deeper.<\/p>\n\n\n\n<p><strong>#8. Expected CTR in Quality Score Can Give It Away<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/digitaladvertisinghub.com\/google-ads-targeting\/\" target=\"_blank\" rel=\"noopener\">Google Ads<\/a> has a sneaky little feature called &#8220;Expected CTR&#8221; in its Quality Score metric. If one keyword has an &#8220;Above Average&#8221; expected CTR while similar ones in the same campaign are &#8220;Below Average,&#8221; that\u2019s weird.<\/p>\n\n\n\n<p>Why? Because click fraud artificially inflates CTR. Google sees the high engagement and assumes that keyword is a superstar, even if it\u2019s just bot traffic or a competitor burning your ad spend.<\/p>\n\n\n\n<p><strong>#9. Check Form Submissions, User Accounts &amp; Comments<\/strong><\/p>\n\n\n\n<p>Click fraud isn\u2019t just about clicks\u2014it can also show up in weird user behavior:<\/p>\n\n\n\n<p><strong>Fake form submissions<\/strong>. If you suddenly get a flood of sign-ups with gibberish names and emails, that&#8217;s a sign.<\/p>\n\n\n\n<p><strong>Dormant user accounts<\/strong>. A bunch of new accounts, but no real engagement? Yep, that\u2019s suspicious.<\/p>\n\n\n\n<p><strong>Spammy comments<\/strong>. If comment spam increases when your PPC traffic spikes, bots might be running the show.<\/p>\n\n\n\n<p><strong>Match these spikes against your ad activity<\/strong>. If they align, click fraud could be lurking.<\/p>\n\n\n\n<p><strong>#10. Smart Campaigns: Handle with Care<\/strong><\/p>\n\n\n\n<p>Google\u2019s Smart Campaigns sound great\u2014until they aren\u2019t. Studies show that Smart Campaigns see 31% more click fraud than standard campaigns, and Smart Display is even worse (80% higher fraud levels!).<\/p>\n\n\n\n<p>If you\u2019re using Smart Campaigns and suspect foul play, set up a standard campaign to A\/B test against it. This will help you figure out if automation is exposing you to more fraudulent clicks.<\/p>\n\n\n\n<p><strong>#11. Audit Your Display Placements<\/strong><\/p>\n\n\n\n<p>Running display ads? Congrats\u2014you\u2019re a prime target for click fraud. Fraudsters love display campaigns because they\u2019re easy to manipulate.<\/p>\n\n\n\n<p><strong>What you can do:<\/strong><\/p>\n\n\n\n<p>Audit your placements weekly (or daily!). Any site with an unusually high CTR (3%+ on display ads is suspicious) should be reviewed.<\/p>\n\n\n\n<p>Use an exclusion list. Start with a pre-built blacklist of low-quality sites (some lists have 60,000+ bad placements).<\/p>\n\n\n\n<p>Consider a whitelist approach. Instead of blocking bad sites, only run ads on placements you\u2019ve personally vetted.<\/p>\n\n\n\n<p><strong>#12. Dig Into Your Server Logs &amp; Track IPs<\/strong><\/p>\n\n\n\n<p>If you\u2019ve spotted click fraud, it\u2019s time to take it next level and check your server logs. Ask your web team or hosting provider for a copy and analyze the traffic coming from PPC campaigns.<\/p>\n\n\n\n<p><strong>Look for:<\/strong><\/p>\n\n\n\n<p>Repeated clicks from the same IP in a clear pattern.<\/p>\n\n\n\n<p>Clicks from similar subnets (IP addresses that only change in the last few digits).<\/p>\n\n\n\n<p>IPs from weird locations\u2014if you&#8217;re targeting U.S. traffic but getting clicks from data centers in another country, that\u2019s a problem.<\/p>\n\n\n\n<p>Suspicious conversions. If an IP completed an action but doesn\u2019t behave like a real customer, it\u2019s likely fraud.<\/p>\n\n\n\n<p>Once you identify shady IPs, you can block them in Google Ads\u2014but keep in mind, you can only exclude 500 IPs at a time.<\/p>\n\n\n\n<p><strong>#13. Automate Click Fraud Detection &amp; Protection<\/strong><\/p>\n\n\n\n<p>Let\u2019s be real\u2014manually tracking click fraud is exhausting. Even if you have a full-time team of analysts, fraudsters are always evolving.<\/p>\n\n\n\n<p>That\u2019s why automated click fraud detection tools exist. Solutions like Lunio, ClickCease, and CHEQ do the heavy lifting for you by detecting <a href=\"https:\/\/adstargets.com\/blog\/the-truth-about-invalid-clicks\/\">invalid clicks<\/a> in real-time and blocking fraudulent traffic before it drains your ad spend.<\/p>\n\n\n\n<p>With automated protection, every dollar you invest in PPC actually goes towards real users, not bots or competitors playing dirty tricks.<\/p>\n\n\n\n<p>Click fraud is a serious problem, but it\u2019s not unbeatable. By monitoring your campaigns, auditing placements, tracking IPs, and leveraging automation, you can take back control and protect your ad budget.<\/p>\n\n\n\n<p>Stay vigilant, tweak your strategy, and make sure every click counts.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_to_Protect_Your_Ads_from_Wasting_Budget\"><\/span>How to Protect Your Ads from Wasting Budget?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Fake clicks are a marketer\u2019s worst nightmare. They burn through your ad spend, mess up your performance data, and give fraudsters an easy payday at your expense. But here\u2019s the good news: you\u2019re not powerless. With the right moves, you can lock down your campaigns, cut out fraudulent clicks, and make sure every dollar works for real customers.<\/p>\n\n\n\n<p>Here\u2019s how to fight back:<\/p>\n\n\n\n<p><strong>#1. Block Suspicious IPs<\/strong><\/p>\n\n\n\n<p>Some bad actors and bots operate from the same IPs over and over. Identify those shady IP addresses and blacklist them in your Google Ads settings. This blocks repeat offenders from seeing (and clicking on) your ads again. The more fake traffic you eliminate, the more your budget gets used on legit prospects.<\/p>\n\n\n\n<p><strong>#2. Use Conversion Tracking\u2014Not Just Clicks<\/strong><\/p>\n\n\n\n<p>Clicks are cool, but conversions tell the real story. Set up conversion tracking to monitor actual actions\u2014purchases, sign-ups, downloads, etc. If you\u2019re getting a flood of clicks but zero meaningful engagement, you might be under attack. Fake clicks don\u2019t convert, so use this data to separate the real from the bogus.<\/p>\n\n\n\n<p><strong>#3. Turn Off Google\u2019s Display Network (For Search Ads)<\/strong><\/p>\n\n\n\n<p>Google sneakily adds the Display Network to Search campaigns by default, and that\u2019s a problem. Display ads are a breeding ground for click fraud, thanks to bots, click farms, and low-quality sites that exist just to milk advertisers dry. To turn it off, go to campaign settings, find &#8220;Networks,&#8221; and uncheck &#8220;Display Network.&#8221; This one move alone can dramatically cut fake clicks.<\/p>\n\n\n\n<p><strong>#4. Stay Away from AI-Driven \u201cSmart\u201d Campaigns<\/strong><\/p>\n\n\n\n<p>Google pushes its automated ad campaigns like Performance Max and Demand Gen, promising \u201ccost-efficient traffic.\u201d But let\u2019s be real\u2014most of that traffic is junk. These campaigns often dump your ads onto cheap, low-quality inventory that attracts click fraud like moths to a flame. If you care about protecting your budget, stick to manual targeting where you control placements.<\/p>\n\n\n\n<p><strong>#5. Monitor Click Data Like a Hawk<\/strong><\/p>\n\n\n\n<p>Set aside time to check your Google Ads performance daily. Sudden spikes in clicks without a matching increase in conversions? That\u2019s a red flag. Keep an eye on CTR (click-through rate), bounce rates, and session durations\u2014high CTR but no engagement usually screams fake clicks. The faster you spot the pattern, the faster you can take action.<\/p>\n\n\n\n<p><strong>#6. Use Click Fraud Detection Tools<\/strong><\/p>\n\n\n\n<p>Manually catching click fraud can feel like playing whack-a-mole. That\u2019s where click fraud detection tools come in. Platforms like Fraud Blocker track suspicious behavior, flag fraudulent sources, and automatically block dodgy clicks before they drain your ad spend. Think of it as a 24\/7 security guard for your campaigns\u2014because fraudsters don\u2019t take breaks.<\/p>\n\n\n\n<p>Click fraud isn\u2019t going anywhere, but that doesn\u2019t mean you have to take the hit. Be proactive. Set up strong defenses, monitor your campaigns, and kick fraudsters to the curb before they eat up your budget. Every click should count\u2014so make sure it&#8217;s coming from a real person, not a bot or a scammer.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Click fraud isn\u2019t just an occasional nuisance\u2014it\u2019s a persistent threat that can quietly drain your ad budget and distort your campaign performance. But now, you know what to look for. From monitoring expected CTR and tracking suspicious user behavior to auditing display placements and analyzing server logs, you have the tools to spot and stop fraudulent activity before it spirals out of control.<\/p>\n\n\n\n<p>While manual detection is a great start, automation is the key to long-term protection. Investing in click fraud detection tools can save you time, money, and frustration, ensuring that every click on your ads comes from a real potential customer\u2014not bots or bad actors gaming the system.<\/p>\n\n\n\n<p>Stay proactive, keep testing, and don\u2019t let fraudsters call the shots. Your ad spend should fuel growth, not waste.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>If you\u2019re a PPC marketer, chances are you\u2019ve heard of click fraud before. Maybe you\u2019ve even brushed it off as some relic from the early 2000s\u2014something that ad networks have long since taken care of. But here\u2019s the hard truth: click fraud isn\u2019t just alive and well\u2014it\u2019s thriving. Too many marketers assume that click fraud [&hellip;]<\/p>\n","protected":false},"author":19,"featured_media":22882,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1309,1308,1310],"class_list":["post-22779","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-promotion-online-advertising","tag-click-fraud","tag-click-fraud-detection","tag-click-fraud-guide"],"_links":{"self":[{"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/posts\/22779","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/comments?post=22779"}],"version-history":[{"count":4,"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/posts\/22779\/revisions"}],"predecessor-version":[{"id":22880,"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/posts\/22779\/revisions\/22880"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/media\/22882"}],"wp:attachment":[{"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/media?parent=22779"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/categories?post=22779"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/adstargets.com\/blog\/wp-json\/wp\/v2\/tags?post=22779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}