Despite decades of attempts to eliminate it, spam remains a ubiquitous online pest. This unwanted mail, ranging from offers to harmful schemes, continues to overwhelm inboxes and congest online platforms. Sophisticated techniques employed by spammers constantly evolve , making it a perpetual battle for security against this irritating digital nuisa