Information on COVID-19 rapidly emerged and expanded at the onset of the pandemic. As of May 2020 it included 17,998 publications. Over 1,500 of those publications addressed rheumatic disease-related topics. The purpose of this review is to identify specific threats to the validity of the COVID-19 literature and to recommend resources for practicing rheumatologists and their patients.