Abstract: This study investigates the effectiveness of advanced data mining techniques in improving the efficiency, accuracy, and decision-making processes within large-scale databases. Traditional data mining methods often struggle to handle the vast amounts of data generated by modern industries, leading to scalability issues and suboptimal decision-making.