As cyber threats intensify , phishing site blacklists are becoming a key defense strategy. These lists, managed by multiple organizations, flag known dangerous websites designed to steal sensitive information . The increasing use of these blacklists assists security software to block users from visiting said sites, significantly minimizing the risk