To maintain robustness and scalability within a cleanroom facility, prioritize decoupled design . Utilize a service-oriented methodology where independent units are able to be deployed and increased separately. In addition, create explicit boundaries and well-defined testing processes to prevent propagation of errors . Ultimately, assess automated