Addressing the ever-growing problem of urban flow requires innovative methods. Smart traffic solutions are appearing as a promising tool to enhance passage and reduce delays. These platforms utilize real-time data from various sources, including devices, connected vehicles, and past trends, to adaptively adjust signal timing, redirect vehicles, and