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Mobile Advertising Fraud: Types and Intricacies [Part-II]

Updated: Oct 7, 2023


In our previous discussion, we looked into the world of mobile advertising fraud, shedding light on deceptive practices such as Click Spamming, Install Fraud, In-App Ad Fraud and Attribution Fraud. As the digital landscape grows, so do the strategies employed by fraudsters to drain advertising budgets and erode trust in the mobile advertising ecosystem.

In this second part of our exploration into the intricacies of mobile advertising fraud, we will unravel four more insidious schemes that advertisers need to be vigilant about:

  • Click Injection

  • Click Farms

  • Click Hijacking

  • Click Redirection

These tactics, like ad frauds, pose significant threats to user acquisition campaigns, budgets and overall effectiveness of mobile marketing activities.

Let's get into understanding these fraudulent practices in greater detail.

Click Injection

What is Click Injection?

Click Injection is a deceptive practice where fraudsters manipulate the timing of clicks on mobile ads to falsely claim credit for user actions that were not initiated by their engagement with the ad.

How Click Injection Works:

Fraudsters engage in click injection by intercepting a user's legitimate click on an ad and injecting fake clicks just before the authentic one. This manipulation makes it appear as though their interaction led to a desired conversion event.

Key aspects of click injection:

Click injection is a difficult type of mobile ad fraud to detect, as it can be carried out in a very sophisticated manner.

Click injection can have a significant impact on advertisers' campaigns, as it can lead to wasted ad spend and inaccurate performance reporting.

Click injection is a growing problem in the mobile ad industry, as fraudsters continue to develop new techniques to circumvent detection.

Detection and Prevention:

Attribution Time Analysis: Utilise tools like Kochava or AppsFlyer to analyse the time between the click and the conversion for suspicious patterns.

Machine Learning Models: Implement machine learning algorithms with tools like DataVisor or Singular to detect anomalies in click-to-conversion timeframes.

Monitoring Click Sources:Closely monitoring click sources and identifying discrepancies. For example, if a large number of conversions are coming from a new or unfamiliar click source, this could be a sign of click injection.

Click Farms

What are Click Farms?

Click Farms are organised networks of individuals or automated bots employed to generate a high volume of fraudulent clicks on mobile ads.

How Click Farms Work:

Click Farms utilise human clickers or automated bots to repetitively click on mobile ads. This artificially inflates click-through rates, misleading advertisers about the effectiveness of their branding & performance campaigns.

Key Aspects of Click Farms:

Human Clickers: In some instances, individuals, often from economically disadvantaged regions, are hired to manually click on ads, creating fake engagement.

Advanced Bots: Sophisticated automated bots are programmed to mimic human behaviour, making them difficult to distinguish from legitimate user interactions.

The consequences of Click Farms include wasted ad budgets and skewed performance metrics. To counter this threat, advertisers must employ robust fraud detection mechanisms.

Detection and Prevention:

Click Pattern Analysis: Employ advanced analytic tools such as Anura or Fraudlogix to detect abnormal click patterns indicative of Click Farm activity.

IP Address Monitoring: Use IP blocking tools within ad platforms like TrafficGuard, Google Ads or Facebook Ads to monitor and block suspicious IP addresses.

Third-Party Validation Services: Partner with third-party click validation services like Adform, DoubleVerify, and Integral Ad Science to filter out invalid clicks.


Click Hijacking

What is Click Hijacking?

Click Hijacking is a form of mobile advertising fraud where fraudsters divert legitimate clicks away from the intended destination, often leading users to unwanted sites or ads.

How Click Hijacking Works:

Fraudsters manipulate the click path, intercepting legitimate clicks and redirecting them to unintended destinations, usually to monetize or mislead users.

Key Characteristics of Click Hijacking:

Unauthorised Redirection: Users clicking on legitimate ads are redirected to unrelated or potentially harmful sites.

Monetization: Fraudsters profit from user interactions by diverting them to ads or offers they did not intend to engage with.

Click Hijacking not only compromises user experience but also damages advertisers' reputations and ROI.

Detection and Prevention:

Click Path Analysis: Utilise tools like Forensiq or Google Analytics to monitor and analyse the click path to identify unauthorised redirections.

User Complaints: Pay attention to user feedback and complaints about unexpected ad experiences through social listening tools like Brandwatch or Sprout Social.

Implement Secure Links: Use secure and authenticated links provided by tools like Bitly or Rebrandly to reduce the likelihood of click hijacking.

Click Redirection

What is Click Redirection?

Click Redirection involves fraudsters manipulating ad click destinations, leading users to unintended websites or offers, often to generate revenue or inflate traffic to certain sites.

How Click Redirection Works:

Fraudsters manipulate ad click URLs, diverting users away from the intended landing page to destinations that serve their interests.

Key Elements of Click Redirection:

Unauthorised URL Changes: Ad click URLs are altered to redirect users to unintended destinations.

Traffic Generation: Fraudsters use this technique to inflate traffic to specific sites or monetize user interactions.

Click Redirection undermines ad campaign effectiveness and damages user trust.

Detection and Prevention:

URL Integrity Checks: Regularly verify the integrity of ad click URLs using URL validation tools like URLVoid or Google's Safe Browsing API.

User Experience Monitoring: Track user behaviour post-click with user behaviour analytics tools like Mixpanel or Amplitude to identify any unusual redirection patterns.


In the space of digital marketing, Click Injection, Click Farms, Click Hijacking and Click Redirection are challenges that demand vigilant detection and preventive measures. To protect investments, enhance mobile app user acquisition and maintain the integrity of ad campaigns, advertisers must remain proactive, leverage cutting-edge fraud detection technologies and collaborate with trustworthy advertising networks like PixelPulse Digital. By doing so, they can navigate the complex landscape of mobile advertising with precision and unlock its full potential for their advertising budget.



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