Online environments, like Twitter, are increasingly becoming a dangerous landscape, fraught with fraudulent schemes aimed at unsuspecting victims. In recent times, Twitter has transformed into the epicenter of deceitful activities, with cybercriminals employing new tactics to exploit its massive user base.