Tantalum nitride (Ta3N5) has emerged as a promising photoanode material for photoelectrochemical (PEC) water splitting. However, the inefficient electron‐hole separation remains a bottleneck that impedes its solar‐to‐hydrogen conversion efficiency. Herein, we demonstrate that a core–shell nanoarray photoanode of NbNx‐nanorod@Ta3N5 ultrathin layer enhances light harvesting and forms a spatial charge‐transfer channel, which leads to the efficient generation and extraction of charge carriers. Consequently, an impressive photocurrent density of 7 mA cm−2 at 1.23 VRHE is obtained with an ultrathin Ta3N5 shell thickness of less than 30 nm, accompanied by excellent stability and a low onset potential (0.46 VRHE). Mechanistic studies reveal the enhanced performance is attributed to the high‐conductivity NbNx core, high‐crystalline Ta3N5 mono‐grain shell, and the intimate Ta−N−Nb interface bonds, which accelerate the charge‐separation capability of the core–shell photoanode. This study demonstrates the key roles of nanostructure design in improving the efficiency of PEC devices.