The integration of wireless sensor networks (WSNs) and python programming in smart traffic control systems offers significant advantages and holds promise for efficient design and implementation. This paper introduces an intelligent traffic signal control system leveraging WSN technology along with programming language. By monitoring vehicle queue lengths during red cycles, the system optimizes traffic light control for subsequent green cycles. The primary objective is to reduce average waiting times, thereby diminishing queue lengths, and enhancing traffic control methods based on incoming traffic from every direction. Additionally, the framework consists of a mechanism to warn individuals regarding red light crossings, mitigating the risk of accidents stemming from red light violations. Simulation results demonstrating the system's efficacy are presented.