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