Recently a landmark paper was published in A&R studying the results of an emulation trial on SGLT2i (sodium-glucose co-transporter 2 inhibitors) showing benefit in SLE patients with diabetes mellitus (DM), for both renal protection and reducing cardiovascular events, using data from an American large insurance claim database. My colleagues and I were able to write an editorial on this paper and describe emulation trials.