To guarantee robustness and extensibility within a cleanroom setting , prioritize component-based construction. Implement a microservices methodology where self-contained units may be deployed and increased autonomously . In addition, create concise APIs and strict validation routines to avoid propagation of issues. Finally , consider infrastructur