With email traps flooded and online communities overrun, the spam surge has become a major problem. Users are constantly waging war an onslaught of unsolicited messages, spanning from pesky advertisements to dangerous scamming attempts. This unwelcome tide of spam poses a significant threat to individuals and businesses alike. Combatting this issue