The surging amount of spam represents a significant challenge to digital users everywhere. Initially a limited irritation, spam has evolved into a sophisticated industry, employing cutting-edge techniques to bypass defenses and target unsuspecting people. These emails often offer illicit goods or services, or attempt deceptive schemes, creating a r