The growing volume of spam represents a significant threat to digital users globally. Initially a small issue, spam has evolved into a elaborate industry, utilizing cutting-edge techniques to bypass defenses and contact unsuspecting individuals. These emails often promis forbidden goods or services, or attempt fake schemes, creating a risk of data