Lin et al. show that small extracellular vesicles derived from SIRT2-deficient hepatocytes inhibit osteoclast differentiation from mouse and human bone-marrow-derived monocytes and alleviate bone loss in mouse models of osteoporosis. Here, SIRT2 is linked to osteoporosis.