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 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 40% 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 E-commerce Fraudsters

Özgül Yavuz Kaddoura

How User Behavior Data Unmasks E-commerce Fraudsters

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 The Definitive Guide to Protecting Your Ad Spend

Özgül Yavuz Kaddoura

How to Detect Click Fraud The Definitive Guide to Protecting Your Ad Spend

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 Detection and Prevention

Özgül Yavuz Kaddoura

Sophisticated Click Fraud Detection and Prevention

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

Unlike bots, click farms rely on real people. Workers click on ads manually, often switching between many devices over long periods. Because the activity is human, basic filters often fail to catch it...

What is Web Analytics? How is Click Analytics Implemented?

Özgül Yavuz Kaddoura

What is Web Analytics? How is Click Analytics Implemented?

Fake clicks from bots, click farms and competitors drain ad budgets and distort your data. Learn where they come from, how to spot them and how to stop them.

Fake Clicks from the Data Center: Threats and Precautions

Özgül Yavuz Kaddoura

Fake Clicks from the Data Center: Threats and Precautions

Protecting ads from fake clicks and bots with a visualized shield, ClickSambo.com

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