Discover Expert Tips and Strategies

Practical tips on spotting click fraud, protecting your ad budget on Google Ads and Meta, and getting more from every campaign — from the team that analyzes this traffic every day.

Click Spam & Ad Stacking: Is Invisible Fraud Draining Your Ad Budget?

Özgül Yavuz Kaddoura

Click Spam & Ad Stacking: Is Invisible Fraud Draining Your Ad Budget?

Click spam steals credit for real conversions, and ad stacking charges you for ads no one sees. Learn how both work and how to protect your ad budget.

Click Fraud Statistics 2026: Ad Fraud Costs, Bot Traffic and Invalid Clicks

Özgül Yavuz Kaddoura

Click Fraud Statistics 2026: Ad Fraud Costs, Bot Traffic and Invalid Clicks

Over half of all web traffic is now automated, and a large share of it is malicious. See the latest click fraud and ad fraud statistics for 2026, and how to protect your budget.

What Is Click Fraud and How to Protect Your Ads?

Özgül Yavuz Kaddoura

What Is Click Fraud and How to Protect Your Ads?

Click fraud is the practice of clicking on pay-per-click ads with no intention of buying, using bots, click farms or competitors. Learn the types, warning signs and how to protect your budget.

What Is Ad Stacking? Uncover & Prevent Invisible Ad Fraud

Özgül Yavuz Kaddoura

What Is Ad Stacking? Uncover & Prevent Invisible Ad Fraud

Ad stacking layers several ads in a single slot, so you pay for ads no one can see. Learn how it works and how to protect your campaigns.

How User Behavior Data Unmasks Fake Clicks and Fraudsters in E-commerce

Özgül Yavuz Kaddoura

How User Behavior Data Unmasks Fake Clicks and Fraudsters in E-commerce

Learn how user behavior data, from navigation paths to typing patterns, helps you spot e-commerce fraudsters and fake traffic that basic checks miss.

Google Cracks Down on Massive 'Vapor Threat' Ad Fraud Scheme Following IAS Report

Özgül Yavuz Kaddoura

Google Cracks Down on Massive 'Vapor Threat' Ad Fraud Scheme Following IAS Report

Google removed more than 180 apps from the Play Store after Integral Ad Science (IAS) uncovered Vapor Threat, a large-scale mobile ad fraud scheme. Learn how it worked and what it means for your ad bu...

How to Detect Click Fraud: A Step-by-Step Guide for Google Ads and Meta Ads

Özgül Yavuz Kaddoura

How to Detect Click Fraud: A Step-by-Step Guide for Google Ads and Meta Ads

Learn how to detect click fraud in your Google Ads and Meta Ads campaigns, from the warning signs in your data to the tools that block bots and competitor clicks.

Sophisticated Click Fraud: How Advanced Bots Evade Detection

Özgül Yavuz Kaddoura

Sophisticated Click Fraud: How Advanced Bots Evade Detection

Sophisticated invalid traffic looks like real visitors and slips past basic filters. Learn how these attacks work and how to detect and block them.

Fake Clicks: Causes, Detection Methods and Prevention Strategies

Özgül Yavuz Kaddoura

Fake Clicks: Causes, Detection Methods and Prevention Strategies

Fake clicks drain ad budgets and distort your data. Learn where they come from, how click farms and bots hide in your campaigns, and how to detect and prevent them before they waste your spend.

What Is Web Analytics? How Is Click Analytics Implemented?

Özgül Yavuz Kaddoura

What Is Web Analytics? How Is Click Analytics Implemented?

Web analytics shows how many people visit your site, but not whether each ad click is real. Learn how click analytics works and how to spot bot traffic in your data.

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Ads PPC Fraud Marketing Teams Bot Traffic Click Fraud Ad Fraud Types Campaign Management Google Ads Management Conversion Optimization

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