Ad fraud (aka invalid traffic) is when fake views, clicks, or installs make advertisers pay for attention that never came from real people. Think bots, hijacked devices, or shady sites simulating an audience.
Bots & farms: scripts or low-paid crews auto-load pages and tap ads.
Injected ads: malware or rogue extensions swap or stack hidden ads.
Spoofed sources: traffic pretends to be from premium apps/sites.
Wasted budget and skewed reports
Lower ROI and bad targeting decisions
Funds flowing to criminal networks
Sudden spikes from odd places (new sites, countries, devices)
High impressions with near-zero engagement or conversions
Identical click patterns and ultra-short “time on page”
Use allowlists of trusted sites/apps; block the rest
Require MFA/API keys for partners; rotate tokens
Enable fraud filters in your ad platform; review placement reports
Track post-click behavior (bounce, time, events), not just clicks