As cyber threats intensify , fraudulent site blacklists are emerging a key defense strategy. These lists, maintained by various organizations, identify known dangerous websites designed to obtain sensitive data . The rising use of these blacklists enables security software to stop users from reaching such sites, significantly reducing the threat of