As cyber threats grow, deceptive site blacklists are emerging a critical defense mechanism . These lists, managed by various organizations, flag known malicious websites designed to acquire sensitive information . The rising use of these blacklists assists security tools to block users from visiting such sites, significantly lessening the threat of