The payment fraud ecosystem has industrialized through Malware-as-a-Service e-skimmer kits, automated card testing, and scalable purchase scams. This standardization allows defenders to proactively detect and map fraudulent infrastructure upstream before monetization occurs, rather than relying solely on reactive transaction monitoring.