Modern market dynamics are nuanced, demanding cutting-edge analytical techniques. Discarded are the days of traditional methods, relying solely on historical data. Today's businesses must leverage a variety of resources to gain instantaneous insights into consumer patterns. This includes employing big data mining, predictive modeling, and sentiment