Addressing the ever-growing problem of urban traffic requires advanced approaches. Smart traffic solutions are arising as a powerful tool to optimize movement and lessen delays. These platforms utilize real-time data from various inputs, including sensors, linked vehicles, and historical patterns, to adaptively adjust light timing, redirect vehicle