The volume of junk email, often termed "spam," is persisting to hit unprecedented levels. This flood of emails presents a serious risk to both individual users and companies. Cybercriminals utilize increasingly sophisticated techniques, like fraudulent schemes and malware , to bypass filtering systems and deceive recipients into revealing sensitive