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