In the ever-evolving e-commerce landscape, customers expect versus occasional payment experience. With the projection of global e-commerce revenues hitting $7 trillion by the year 2025, retail business does experience intense competition. Consumers have grown to expect lightning-fast checkouts, one-click payments, mobile wallet transactions, and zero downtime even during large sale events like Black Friday or Cyber Monday. Any glitch, crash, or lag at the last mile of transaction is now capable of triggering cart abandonment, lost revenue, and tarnish the reputation of a brand. From the app-based business perspective, it is a matter of millions in investment to arrive at a sturdy, scalable checkout system. Payment gateways integration must be strong and secure and should facilitate thousands of concurrent transactions with not a single lag or failure. Engineering had since become focused on ensuring the apps remain stable during seasonal shopping peaks.