SIM box fraud poses a substantial threat to telecommunications providers globally, resulting in substantial revenue losses. To effectively address this complex issue, a multi-faceted revenue assurance approach is block spam calls essential. This involves implementing robust technical solutions to detect and prevent fraudulent activity, coupled with