SIM box fraud presents a significant threat to global telecommunications networks, illegally diverting revenue and undermining the financial stability of operators. To effectively combat this growing menace, a multi-faceted approach is vital. Service providers must deploy robust security measures within their networks to uncover and prevent SIM box