Provided herein are methods and compositions for limiting development of and/or treating diabetes, involving compounds of formula A-B, wherein A is a pancreatic β cell targeting moiety, and B is an inhibitor of expression and/or activity of Apolipoprotein CIII (apoCIII), protein kinase A (PKA), Src kinase, and/or β1 integrin.