Being able to critically evaluate modern cohort studies is important when being presented with claims based on observational evidence. In this review article, key aspects of the cohort design are presented using an example of a cohort study investigating the association between the use of SGLT2 inhibitors and gout. We describe the active comparator, new user design, modern methods used to address confounding, how to identify the most common sources of bias, and how to interpret study results appropriately.