Cluster analysis is used to classify network learning behaviors, so as to explore the differences between learning behaviors and learning effects of different types of learners. Taking Database Technology and Application as an example, this paper provides an optimization strategy for the further development of online classroom based on the differences of learners' learning behaviors, online course content organization and course characteristics.