Building robust and resilient software systems demands a meticulous architectural approach that anticipates and mitigates potential failures. Resilience involves the ability of a system to withstand disruptions, recover gracefully from errors, and maintain desired levels of performance during adverse conditions. Utilizing design patterns such as fa