As cyber threats escalate , deceptive site blacklists are emerging a critical defense mechanism . These lists, maintained by various organizations, detect known harmful websites designed to steal sensitive credentials. The expanding use of these blacklists assists security programs to stop users from visiting such sites, significantly lessening the