To ensure robustness and extensibility within a controlled setting , focus on decoupled design . Adopt a microservices approach where self-contained modules may be released and scaled independently . Moreover , define explicit APIs and strict validation routines to avoid spreading of errors . Ultimately, consider configuration management for repeat