SIM box fraud poses a substantial threat to global telecommunication networks, diminishing revenue streams and affecting service quality. To effectively combat this devious activity, a comprehensive approach is essential. This encompasses implementing robust security strategies, such as refined SIM card verification systems and real-time analysis