Achieving hemostasis in penetrating and irregular wounds is challenging because the hemostasis factor cannot arrive at the bleeding site, and substantial bleeding will wash away the blood clot. Since the inherently gradual nature of blood clot formation takes time, a physical barrier is needed before blood clot formation. Herein, we report an ultra‐light and shape memory hemostatic aerogel consisting of oxidized bacterial cellulose (OBC) and platelet extracellular vesicles (pVEs). The OBC‐pVEs aerogel provides a physical barrier for the bleeding site by self‐expansion, absorbing the liquid from blood to concentrate platelets and clotting factors and accelerating the clot formation by activating platelets and transforming fibrinogen into fibrin. In the rat liver and tail injury models, the blood loss decreased by 73% and 59%, and the bleeding times were reduced by 55% and 62%, respectively. OBC‐pVEs aerogel has also been shown to accelerate wound healing. In conclusion, this work introduces an effective tool for treating deep, non‐compressible, and irregular wounds and offers valuable strategies for trauma bleeding and wound treatment.This article is protected by copyright. All rights reserved