Abstract Flexible Sb 2 Se 3 solar cells have emerged as a promising photovoltaic technology for lightweight, portable, and wearable energy applications. However, simultaneously achieving excellent structural flexibility and high efficiency remains challenging due to the inherent brittleness of critical functional layers and stringent absorber layer requirements. Herein, a synergistic strategy integrating mechanical and optoelectronic engineering to overcome these limitations is reported. Analytical modeling combined with finite‐element method simulation precisely guides device structure optimization by tuning the polyimide (PI) substrate thickness to shift the mechanical neutral plane toward the center of the brittle Mo electrode layer, significantly reducing bending‐induced strain and enhancing mechanical durability. Concurrently, the structurally optimized configuration facilitates the formation of high‐quality Sb 2 Se 3 absorber films with compact grains, preferred [hk1] orientation, and reduced defect densities, boosting charge‐carrier transport and photovoltaic performance. As a result, the flexible PI‐based devices achieve a record efficiency of 8.59%, an outstanding power‐per‐weight ratio of 1.82 W g −1 , and exceptional stability under significant bending and repeated deformation. Moreover, the successful demonstration of large‐area flexible modules integrated into wearable electronics and unmanned aerial vehicles underscores the practical feasibility and application potential of mechanically and optoelectronically co‐engineered flexible Sb 2 Se 3 solar cells.