Open-source ad fraud detection for small businesses using machine learning. Detect click fraud and bot traffic from Google Ads, Facebook Ads, and other platforms. Completely free.

ClickSentinel is a traffic intelligence SaaS that combines click tracking, fraud signals, SEO audits, and Google Search Console data in one dashboard.

SOC-style phishing incident investigation analyzing a multi-vector job scam campaign. Performed email header analysis, URL inspection, and IOC extraction; mapped attack techniques to MITRE ATT&CK and documented findings with remediation and responsible disclosure.

DataCops vs Fraud Blocker

Best PPC fraud protection

Best Google Ads fraud protection

DataCops vs TrafficGuard

Integral Ad Science (IAS) — global ad verification and measurement (NASDAQ: IAS)

HUMAN Security — bot mitigation + ad fraud (formerly PerimeterX)

Best click fraud protection 2026

DataCops vs Lunio

DataCops vs ClickGUARD

DataCops vs ClickCease

DataDome — real-time bot + fraud protection

Best IVT detection

Best invalid traffic detection