Architecting a robust and scalable Shifter ecosystem necessitates adherence to fundamental design principles. These guidelines ensure interoperability, extensibility, and resilience within the system. Prioritizing modularity allows for independent development and evolution of components, fostering a dynamic and adaptable ecosystem. Explicit interfa