Lujie Ruan, Dazhong Sun, Jiangping Ma, Pengfei Luo, Yajie Feng, Xiaoxing Wang, Haodi Ran, Li‐Yong Gan, Guoyu Wang, Ji-Yan Dai, Xiaoyuan Zhou
ABSTRACT Piezocatalysis, which converts ubiquitous mechanical energy into chemical fuels, offers a sustainable route for distributed hydrogen production. However, progress in this field has largely been limited to material–level studies, often characterized by weak polarization, insufficient active sites, and a lack of long–term device–level demonstrations. Here, we propose a metal–triggered surface defect strategy that integrates surface metal anchoring with defect formation to simultaneously enhance polarization and increase the density of active sites. Using Au–ZnSnO 3 as a model system, we demonstrate that Au anchoring spontaneously induces Zn vacancy formation, breaking surface symmetry and strengthening the piezoelectric response by more than fivefold. These synergistic effects result in a 3.7‐fold enhancement in the hydrogen evolution rate, placing this material among the top‐performing piezocatalysts. Crucially, integrating the catalyst into a custom‐designed continuous–flow microreactor enables the first demonstration of ultra–long, device–level piezocatalytic hydrogen production for over 158 h, establishing a new benchmark for durability in this field. Experimental and theoretical analyses reveal that Au anchoring reduces the formation energy of Zn vacancies and optimizes hydrogen adsorption energetics, thereby achieving a balance between proton reduction and hydrogen desorption. This work establishes metal–triggered surface defect engineering as a promising design strategy that links structural symmetry with catalytic reactivity in mechanically driven energy conversion systems.