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