As cyber threats escalate , phishing site blacklists are becoming a key defense strategy. These lists, maintained by multiple organizations, identify known dangerous websites designed to steal sensitive credentials. The increasing use of these blacklists enables security software to stop users from visiting such sites, significantly minimizing the