SIM box fraud poses a substantial threat to global telecommunication networks, undermining revenue streams and compromising service quality. To effectively combat this harmful activity, a comprehensive approach is required. This encompasses implementing robust countermeasure strategies, such as advanced SIM card verification systems and real-time