Here, we analyze the function of Lrp1 in osteoblasts in vivo by genetic means and demonstrate that osteoblast Lrp1 protects against osteoporosis by limiting a novel PDGF–RANKL signaling axis in osteoblast-to-osteoclast communication. Here, LRP1 is linked to osteoporosis.