Introduction: From rug pulls and phishing to complex DeFi exploits—crypto scams are evolving fast. This article explores how on-chain analytics can expose fraudulent behavior, enhance investor protection, and support smarter due diligence. Discover essential metrics, real-world use cases, scam typologies, and the growing role of data-driven tools in securing the blockchain ecosystem.