Addressing the ever-growing problem of urban congestion requires innovative strategies. Smart traffic platforms are appearing as a effective instrument to optimize passage and lessen delays. These platforms utilize live data from various inputs, including devices, connected vehicles, and historical data, to dynamically adjust traffic timing, guide