As cyber threats escalate , fraudulent site blacklists are becoming a vital defense strategy. These lists, managed by various organizations, identify known malicious websites designed to acquire sensitive credentials. The increasing use of these blacklists helps security software to prevent users from reaching said sites, significantly reducing the