Organizations and business ventures develop online services to build a strong user base for their products. In this paper, a key concept associated with these online services is described. This concept is user engagement. This paper explores user engagement from the perspective of two algorithms, k-means and Kernel k-means. It also explores patterns of user engagement and explains them according to their categories respectively.