The relentless surge of spam poses a substantial obstacle to online services. Spammers employ devious methods to circulate their unsolicited emails, often seeking to scam unsuspecting users. To effectively combat this menace, a multi-faceted approach is crucial. This includes implementing robust systems to identify spam, educating users about fraud