Using the Internet to conduct web-based teaching is getting more and more popular, it draws attention and promotion by many international and domestic educational institutions; e-learning becomes the major trend of future learning. The issue concerning the relationship between online learning behavior and learning performance is a focal point among the researches. This paper analyzes the data recorded by system log and learners’ comments from a course conducted in a cyber university with an enrollment of 74 students. By adopting both qualitative and quantitative analysis, we have explored learners’ learning behavior type and online learning behavior in relation to learning performance. From the learning behavior model perspective, the results show that learners have four different kinds of learning characteristics, persistent learning type, non-persistent learning type, aggressive active learning type and reluctant silent learning type. From the interaction (online activities) point of view, the learners can be divided into aggressive interaction type, non-active interaction type, merely asking type and merely answering type. The research results also show the online course has achieved a promising good learning performance and online learning behavior and activities do have a strong relationship with learning performance. That is, the higher the learners participate in the online learning activities the higher scores they get.