In this review, we focus on the regulatory mechanisms of NLRP3 inflammasome in diabetes and the recent advances of natural compounds derived from herbal medicine in the management of diabetes and diabetic complications via inhibiting NLRP3 inflammasome. The gene discussed is NLRP3; the disease is diabetes mellitus.