Addressing the ever-growing problem of urban flow requires cutting-edge strategies. Smart congestion solutions are arising as a effective resource to enhance circulation and alleviate delays. These platforms utilize live data from various inputs, including devices, connected vehicles, and previous patterns, to dynamically adjust signal timing, guid