In the online world, user engagement refers to the quality of the user experience that emphasizes the phenomena associated with wanting to use an application longer and frequently. This talk looks at the role of Big Data in measuring user engagement. It does so through two case studies on using absence time, within sessions and across sessions. Presentation at "Data-Driven Business Day" at Strata + HW Barcelona 2014.