Click Fraud
Bots or click farms generate fake clicks on pay-per-click ads, draining advertiser budgets without any real user engagement or conversion intent.
Fraud Type Guide
Ad fraud drains advertising budgets, distorts campaign data, and undermines digital marketing ROI. Learn how it works, the main types, and how to detect it.
Ad fraud encompasses a wide range of deceptive practices designed to exploit the digital advertising ecosystem for illegitimate profit. Fraudsters manipulate ad impressions, clicks, installs, and conversions using bots, malware, device farms, and sophisticated spoofing techniques to siphon money from advertisers who believe they are reaching genuine audiences.
The scale of the problem continues to grow as digital ad spend increases globally. Ad fraud affects every channel — display, video, mobile, social, and programmatic — and every pricing model from CPM and CPC to CPI and CPA. No advertiser is immune, and the sophistication of fraud techniques evolves constantly to stay ahead of basic detection methods.
Understanding the different types of ad fraud and how they operate is the first step toward protecting your campaigns and ensuring that your budget reaches real users who can genuinely engage with your brand.
Ad fraud takes many forms. Here are the most prevalent types that advertisers encounter across their campaigns.
Bots or click farms generate fake clicks on pay-per-click ads, draining advertiser budgets without any real user engagement or conversion intent.
Techniques like ad stacking and pixel stuffing inflate impression counts by serving ads that are never actually seen by users.
Domain spoofing misrepresents low-quality or fraudulent websites as premium publisher inventory, tricking advertisers into paying premium CPMs for worthless placements.
Ad injection uses malware or browser extensions to insert unauthorised ads into web pages, replacing legitimate placements or adding new ones without publisher consent.
Automated scripts and sophisticated bots simulate human browsing behaviour, generating fake traffic that inflates analytics and wastes ad spend across display and video campaigns.
Fraudsters use device farms, click injection, and SDK spoofing to fabricate mobile app installs, claiming attribution credit and CPI payouts for installs they did not generate.
Viewbots artificially inflate video view counts, making it appear that video ads or content received genuine engagement when no real viewer was present.
Fraudsters drop affiliate tracking cookies onto users’ browsers without their knowledge, claiming commission when those users later make a purchase they had no role in driving.
Ad fraud does not just waste budget — it corrupts every aspect of campaign performance measurement and strategic decision-making.
Every fraudulent click, impression, or install represents money paid for non-existent engagement. With fraud rates ranging from 15% to 30% depending on the channel, the financial impact is substantial.
Fraudulent traffic skews key metrics like CTR, conversion rates, and ROAS. Optimisation decisions based on corrupted data lead to worse outcomes over time.
Fraud pollutes attribution models, making it impossible to accurately determine which channels and campaigns are genuinely driving results for your business.
When fraudulent sources appear to perform well, budgets get shifted toward them and away from legitimate channels that actually reach real customers.
Opticks integrates via a lightweight tag — install through Google Tag Manager in under five minutes with no code changes required.
Every click, impression, and session is analysed against 30+ fraud signals in real time, including device fingerprinting, behavioural patterns, and geographic anomalies.
See exactly which campaigns, placements, and traffic sources are sending fraudulent traffic. Drill down by fraud type, geography, device, and time period.
Use Opticks data to optimise your campaigns, exclude fraudulent sources, and ensure your ad budget reaches real users who can convert.
Keep Exploring
See how Opticks detects ad fraud across all your campaigns in real time. No code changes required — install via Google Tag Manager in under five minutes.