SIM box fraud poses a substantial risk to global telecommunication networks, diminishing revenue streams and impacting service quality. To effectively combat this harmful activity, a comprehensive approach is necessary. This involves implementing robust countermeasure strategies, such as sophisticated SIM card verification systems and real-time an