With email traps flooded and online communities overrun, the spam surge has become a major challenge. Users are constantly facing an onslaught of unsolicited messages, ranging from annoying advertisements to dangerous fraudulent attempts. This unwelcome tide of spam poses a significant threat to individuals and businesses alike. Tackling this issue