As cyber threats intensify , fraudulent site blacklists are emerging a vital defense mechanism . These lists, managed by several organizations, identify known harmful websites designed to acquire sensitive credentials. The increasing use of these blacklists helps security tools to prevent users from reaching such sites, significantly lessening the