Addressing the ever-growing problem of urban flow requires innovative strategies. Smart traffic solutions are arising as a effective instrument to enhance passage and lessen delays. These platforms utilize live data from various inputs, including sensors, connected vehicles, and previous patterns, to adaptively adjust light timing, redirect vehicle