SIM box fraud poses a substantial risk to global telecommunication networks, eroding revenue streams and impacting service quality. To effectively combat this devious activity, a comprehensive approach is required. This involves implementing robust security strategies, such as advanced SIM card verification systems and real-time detection of fraud