Lurking hidden within the online realm, the shadow of a scammer reaches far beyond their immediate victims. Their deception leaves behind a residue that can undermine lives and weaken trust in platforms. Users who succumb to these plots often experience economic hardship, emotional distress, and a sense of powerlessness. Extending past the