The surging quantity of spam represents a significant threat to online users globally. Initially a minor issue, spam has developed into a complex industry, employing modern techniques to bypass security and target unsuspecting people. These emails often promis illicit goods or services, or attempt fake schemes, creating a risk of financial loss and