Spam remains a ongoing problem on the internet, relentlessly bombarding inboxes with unsolicited messages. These annoying emails, notifications, and pop-up ads frequently offer dubious products or seek to deceive users into sharing personal data . Despite years of efforts by protection companies and messaging providers, spammers discover inventive