As a data-driven sports analyst raised in LA with deep roots in both basketball analytics and soccer fandom, I've seen how fake giveaways—like 'Real Madrid wins iPhone 16' or 'Arsenal wins 3 squirrels'—are poisoning community trust. These scams exploit fan emotion, violate fairness norms, and drown authentic engagement. I’ve analyzed millions of posts; here’s how to fix it.