Protect your app installs and SDK integrations from sophisticated mobile spoofing and bot installs.
The mobile app market is growing rapidly, and so is mobile ad fraud. Fake app installs generated by bots and click farms pose an increasing threat to your user acquisition campaigns.
Book a DemoClickSambo is the leading mobile fraud prevention solution that protects your app install campaigns from fraudulent activity, ensuring you acquire real users, not just fake downloads.
Fraudsters employ several common ad fraud tactics to exploit mobile companies, and steal your ad spend. One method is Click Injection, where clicks are inserted before an organic install, stealing credit for a user you would have acquired anyway—this form of mobile click fraud is difficult to detect. Another common tactic is click fraud, which involves flooding ad networks with large amounts of fake clicks. Scammers use automated bots that simulate real user activity to inflate click counts. A high volume of fraudulent installs can also be generated through Device Emulation, involving running multiple virtual devices on one physical device. Finally, they engage in Attribution Manipulation, hijacking attribution links to claim credit for installs driven by other sources, often by exploiting reporting lags within mobile ad network companies.
Calculate My True CPI
The impact of mobile fraud is far beyond the immediate ad budget, creating serious problems that undermine an app's long-term success. The hidden cost of mobile click fraud begins with distorted data caused by fraud skewing important metrics such as CPI (Cost per Install) and ROAS (Return on ad spend). This inaccurate data leads to poor decision-making, resulting in funds being misallocated to fake channels rather than genuine ones. Domain reputation and App Store rankings suffer; fake downloads from bots lead to low engagement and high customer churn rates. This undermines user trust and sends a low-quality signal, causing a drop in organic search rankings and a loss of valuable organic traffic.
Estimate My Hidden Fraud Tax
Our AI-powered platform provides robust fraud detection in real-time, protecting your budget and maximizing your ROI. Our ad fraud detection tools analyze hundreds of factors to identify and block fake installs, while Customizable Rules allow you to tailor the solution with control over click thresholds and other detection parameters. You gain essential insights on your traffic, campaign performance, and mobile click fraud activity.
Verify My Smart Bidding Data
When a bot or click farm "installs" your app, your ad platform (Meta, Google, or Apple Search Ads) marks it as a "Conversion." Because these platforms use Machine Learning, they immediately start looking for more users just like that bot.
This creates a destructive Fraud Feedback Loop:
Fake Conversion: A bot triggers an install or "Add to Cart" event.
Algorithm Hijack: The ad network thinks it found a high-value user.
Budget Misallocation: Your budget is automatically shifted away from real humans and toward fraudulent sources.
Data Corruption: Your LTV (Lifetime Value) and Retention metrics collapse, making scaling impossible.
Mobile Ad Spend Saving Calculator
ClickSambo provides robust fraud detection in real-time, protecting your budget and maximizing your ROI.
ClickSambo analyzes hundreds of factors to identify and block fake installs.
Tailor ClickSambo with control over click thresholds, geographic and other detection rules.
Gain clear insights into your traffic, campaign performance, and mobile click fraud activity on your app install campaigns
Robust protection for Google Ads, with support for other mobile ad network companies coming soon.
Our expert team is available to help you combat ad fraud, securing your mobile app campaigns.
The global impact of mobile ad fraud is staggering. Don't let scammers drain your ad spend budget.
Wasted on Global Ad Fraud
$40 billionAvg. Ad Budget Lost
28%Faked App Installs
1 in 5Signal Spoofing Impact (2026)
9% of sophisticated traffic now mimics encrypted Sandbox signalsProtect your app installs and SDK integrations from sophisticated mobile spoofing and bot installs.
Mobile ad fraud is a type of click fraud perpetrated by malicious individuals who steal your marketing budget through fake app downloads. This is done through bot farms, click farms, or device emulation, often across multiple mobile ad network companies.
It wastes your advertising budget, corrupts your data, can damage your brand reputation, and negatively impacts your app store ranking.
Signs include high install rates with low engagement and suspicious attribution data.
Both are forms of mobile click fraud. Click Injection is highly targeted; fraudsters 'inject' a click just before an app opens, stealing credit for an imminent organic install. Click Spamming is a volume game; it's flooding the ecosystem, including mobile ad network companies, with massive, untargeted fake clicks hoping to randomly match a real install.
It begins to show in the results immediately. ClickSambo begins detecting and blocking mobile click fraud the moment it is implemented. Most clients see a noticeable improvement in key metrics and a reduction in wasted spend within the first 24-48 hours. The financial benefits of superior fraud detection are realized right away.