Building robust and resilient software systems requires a meticulous architectural approach that anticipates and mitigates potential failures. Resilience encompasses the ability of a system to tolerate disruptions, recover gracefully from errors, and maintain satisfactory levels of performance under adverse conditions. Leveraging design patterns in