As cyber threats intensify , deceptive site blacklists are becoming a critical defense strategy. These lists, managed by multiple organizations, flag known dangerous websites designed to obtain sensitive data . The expanding use of these blacklists enables security programs to stop users from reaching such sites, significantly lessening the threat