SIM box fraud presents a significant threat to the telecommunications industry. These illicit devices reroute international calls through local networks, Telecom Signaling depriving telecom operators of revenue and impacting call quality. Combating this sophisticated crime requires a multi-layered approach that encompasses technological solutions,