This research presents an innovative approach to association rule mining, leveraging the concept of weightlessness to enhance efficiency in uncovering intricate data patterns. Drawing inspiration from zero gravity environments, our methodology introduces a novel paradigm for mining associations within datasets. By eliminating the traditional computational burdens associated with gravity-bound algorithms, our weightless approach optimizes resource utilization and accelerates the extraction of meaningful patterns. The study showcases the effectiveness of this novel technique through experiments on diverse datasets, demonstrating its potential to revolutionize association rule mining and expedite knowledge discovery.