SIM box fraud presents a significant threat to global telecommunications networks, fraudulently diverting revenue and compromising the financial stability of operators. To effectively combat this growing menace, a multi-faceted approach is vital. Operators must implement robust security measures within their networks to detect and mitigate SIM box