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The convergence of digital wallets and traditional credit systems has redefined modern commerce, transforming a simple purchase into a complex interaction of security, rewards, and financial strategy. Integrating a credit card with PayPal represents more than just a convenient checkout option; it is a sophisticated method of layering consumer protections while optimizing personal capital. The Architecture of Digital Intermediation PayPal's Advanced Fraud Detection Using Machine Learning