In this study, we found that non‐BM‐derived CD34+ cells function as fibroblast progenitor cells to generate Periostin+ myofibroblasts, which participate in the formation of the adventitial fibrous collar of the aneurysmal aorta, thereby restricting aneurysm development. Here, POSTN is linked to aneurysm.