Potassium−selenium (K−Se) batteries attract tremendous attention because of the two-electron transfer of the selenium cathode. Nonetheless, practical K− Se cells normally display selenium underutilization and unsatisfactory rate capability. Herein, we employ a synergistic spatial confinement and architecture engineering strategy to establish selenium cathodes for probing the effect of K + diffusion kinetics on K−Se battery performance and improving the charge transfer efficiency at ultrahigh rates. By impregnating selenium into hollow and solid carbon spheres with similar diameters and porous structures, the obtained parallel Se/C composites possess nearly identical selenium loadings, molecular structures, and heterogeneous interfaces but enormously different paths for K + diffusion. Remarkably, as the solid-state K + diffusion distance is significantly reduced, the K−Se cell achieves 96% of 2e − transfer capacity (647.1 mA h g −1 ). Reversible capacities of 283.5 and 224.1 mA h g −1 are obtained at 7.5 and 15C, respectively, corresponding to an unprecedented high power density of 8777.8 W kg −1 . Quantitative kinetic analysis demonstrated a twofold higher capacitive charge storage contribution and a 1 order of magnitude higher K + diffusion coefficient due to the short K + diffusion path. By combining the determination of potassiation products by ex situ characterization and density functional theory (DFT) calculations, it is identified that the kinetic factor is decisive for K−Se battery performances.