As cyber threats escalate , fraudulent site blacklists are becoming a key defense approach . These lists, compiled by several organizations, identify known dangerous websites designed to acquire sensitive credentials. The increasing use of these blacklists helps security software to prevent users from reaching such sites, significantly reducing the