Spam has become a persistent issue for individuals and organizations alike. It consumes valuable time and resources, cluttering inboxes with unwanted emails. To effectively mitigate this ever-growing menace, a multi-faceted method is essential. Security measures play a crucial role in screening spam messages before they reach our inboxes. These sy