As cyber threats grow, phishing site blacklists are developing a key defense approach . These lists, managed by multiple organizations, detect known malicious websites designed to acquire sensitive credentials. The expanding use of these blacklists helps security tools to prevent users from visiting said sites, significantly lessening the threat of