Cutaneous drug-induced lupus erythematosus (CDILE) is a lupus-like syndrome related to drug exposure which typically resolves after drug discontinuation. It can present as a systemic or a sole cutaneous form and different drugs may be associated with each form. CDILE pharmacoepidemiology is constantly changing. Indeed, older drugs primarily associated with systemic CDILE are no longer prescribed and new drugs associated with either cutaneous or systemic CDILE have emerged. The present study discusses the clinical and laboratory aspects of CDILE and the postulated pathogenesis, and it provides an update on implicated drugs. We performed a literature review to single out the new drugs associated with CDILE in the past decade (January 2010–June 2020). Among 109 drugs reported to induce CDILE in 472 patients, we identified anti-TNFα, proton-pump inhibitors, antineoplastic drugs, and, in particular, checkpoint inhibitors, as emerging drugs in CDILE. Most of the published studies are cases reports or small case series, and further larger studies as well as the development of validated classification criteria are needed to better understand and characterize their implication in CDILE.