The volume of unsolicited message is surging at an significant rate, posing a substantial threat to users and companies alike. These unwanted communications often masquerade as authentic correspondence, attempting to fool recipients into sharing personal data or opening malicious links. The strategies employed by spammers are becoming more sophisti