Amazon Web Services (AWS) has integrated formal methods, particularly TLA+ and the P programming language, into their development practices to ensure system correctness and improve performance. By evolving their software testing strategies and adopting lightweight formal methods, AWS has successfully enhanced both developer efficiency and the reliability of their services. The introduction of tools like PObserve and the Fault Injection Service (FIS) further bridges the gap between design-time validation and production implementation.