Organic solar cells (OSCs) are still suffering from the low light utilization and unstable under ultraviolet irradiation. To tackle these challenge s, we design and synthesize a non‐fused acceptor based on 1‐(2‐butyloctyl)‐1H‐pyrrole as π‐bridge unit, denoted as GS70, which serves as active layer in the front‐cell for constructing tandem OSCs with a parallel configuration. Benefiting from the well‐complementary absorption spectra with the rear‐cell, GS70‐based parallel tandem OSCs exhibit an improved photoelectron response over the range between 600‐700 nm, yielding a high short‐circuit current density of 28.4 mA cm−2. The improvement in light utilization translates to a power conversion efficiency of 19.4%, the highest value among all parallel tandem OSCs. Notably, owing to the intrinsic stability of GS70, the manufactured parallel tandem OSCs retain 84.9% of their initial PCE after continuous illumination for 1000 hours. Overall, this work offers novel insight into the molecular design of low‐cost and stability non‐fused acceptors, emphasizing the importance of adopting a parallel tandem configuration for achieving efficient light harvesting and improved photostability in OSCs.