SIM box fraud poses a substantial challenge to global telecommunication networks, diminishing revenue streams and affecting service quality. To effectively combat this malicious activity, a comprehensive approach is necessary. This encompasses implementing robust countermeasure strategies, such as advanced SIM card verification systems and real-ti