Ad fraud is faking impressions, clicks, or conversions to steal advertising budgets. Fraudsters: bot networks (automated traffic), click farms (humans clicking ads for commission), domain spoofing (fake publisher sites), SDK spoofing (fake app installs). $200B/year stolen globally (10–20% of all ad spend). Affects: advertisers (waste budget), publishers (credibility), platforms (user trust).