CPC Campaign Fraud: How to Detect, Prevent, and Audit Invalid Traffic
The definitive guide to click fraud, bots, self-clicks, incentivized traffic, suspicious patterns, and creator campaign governance.
Read article →Quick checklist: IP cooldown, paused campaigns, exportable logs—minimum rules before scaling CPC.
Invalid clicks aren't only malicious fraud—often they're double taps, light bots, or tests from your own team. Clear rules reduce noise and protect honest creators.
Require exportable logs and share rules in the brief. Transparency builds trust with creators and finance. Pharoll's anti-fraud policy documents platform behavior—use it as an internal reference.
Real CPC is only credible with valid clicks. Without filtering, renewals rely on inflated numbers and the channel loses budget next year. See how to measure ROI and go deeper in the complete guide.
Review persistent outliers with the creator before ending the partnership—it may be the wrong audience, format, or incentive design. For operational setup, explore for brands and pricing.
The definitive guide to click fraud, bots, self-clicks, incentivized traffic, suspicious patterns, and creator campaign governance.
Read article →A checklist to align brand, creator, and platform—message, KPI, timeline, and content rules.
Read article →ROI formulas, CPC vs CPA vs CPM, attribution, analytics, and reporting—the definitive guide to measuring creator campaign performance.
Read article →Measure creator campaigns like paid media
Unique links per creator, valid clicks, CSV exports, and CPC you can defend with finance.