Abstract With the advancement of intelligent campus data acquisition technology, student behavioral are growing in size, variety, and real-time throughput, posing challenges to storage capacity computing power traditional analysis methods. The study focuses on application association rule mining analysis. Data collection, storage, computation, all comprise integral parts a four-layer architectu...