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 escalating menace, a multi-faceted approach is crucial. Operators must integrate robust security measures throughout their networks to uncover and prevent SIM