Lurking hidden within the online realm, the influence of a scammer stretches far beyond their direct victims. Their manipulation leaves behind a trail that can disrupt lives and breach trust in platforms. Users who fall to these schemes often experience financial hardship, emotional distress, and a sense of powerlessness. Beyond the direct