The future of online gambling is increasingly tied to the rise of machine learning-based threat detection. As the industry grows, so do the risks posed by deceptive transactions, illicit fund flows, credential theft, and minor exploitation. Traditional security systems based on rule-based scripts and offline inspections are no longer sufficient