Addressing the ever-growing problem of urban flow requires advanced approaches. Smart traffic systems are emerging as a effective tool to improve circulation and reduce delays. These platforms utilize real-time data from various sources, including devices, linked vehicles, and previous trends, to adaptively adjust signal timing, redirect vehicles,