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 malfunctions, and maintain acceptable levels of performance under adverse conditions. Employing design patterns su