ad-fraud

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.

Best invalid traffic detection

DataCops vs TrafficGuard

DataCops vs Lunio

DataCops vs ClickGUARD

Best PPC fraud protection

Transparent traffic intelligence for the open web. Classifies humans vs AI crawlers / search / spam from your own access logs, estimates ad-revenue impact, and generates CoMP/EU AI-act robots.txt + disclosures. Zero-dependency Node engine, self-hosted API, browser demo.

DataCops vs Fraud Blocker

Best Google Ads fraud protection

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.

Best click fraud protection 2026

Technical analysis of multi-network ad monetization patterns on argentinaout.com

DataCops vs ClickCease

PerimeterX (HUMAN Security) — independent third-party profile of a public API surface, by API Evangelist. PerimeterX was a bot mitigation and application security company that in 2022 merged with White Ops to form HUMAN Security; the PerimeterX products (Bot Defender, Account Defender, Credential Intelligence, Code Defender) now ship under HUMAN's

Integral Ad Science — independent third-party profile of a public API surface, by API Evangelist. Integral Ad Science (NASDAQ: IAS) is a New York-based global ad verification and digital media measurement company. IAS provides technology and data that measures the quality, viewability, ad fraud, brand safety and suitability, contextual targeting, a

HUMAN Security — independent third-party profile of a public API surface, by API Evangelist. HUMAN Security (formerly PerimeterX) is an application security company focused on stopping automated abuse: sophisticated bots, account takeover, fake account creation, scraping, ad fraud, client-side supply-chain attacks, and transaction fraud.

Best IVT detection

DataDome — independent third-party profile of a public API surface, by API Evangelist. DataDome is a real-time bot and online fraud protection platform that inspects every web, mobile, and API request and decides — within milliseconds — whether it should be allowed, challenged, or blocked.