Replacing traditional oxygen evoltion reaction (OER) with biomass oxidation reaction (BOR) is an advantageous alternative choice to obtain green hydrogen energy from electrocatalytic water splitting. Herein, a novel of extremely homogeneous Ni3S2 nanosheets covered TiO2 nanorod arrays are in situ growth on conductive Ni foam (Ni/TiO2@Ni3S2). The Ni/TiO2@Ni3S2 electrode exhibits excellent electrocatalytic activity and long‐term stability for both BOR and hydrogen evolution reaction (HER). Especially, taking glucose as a typical biomass, the average hydrogen production rate of the HER‐glucose oxidation reaction (GOR) two‐electrode system reached 984.74 µmol h−1, about 2.7 times higher than that of in a common HER//OER two‐electrode water splitting system (365.50 µmol h−1). The calculated power energy saving efficiency of the GOR//HER system is about 13% less than that of the OER//HER system. Meanwhile, the corresponding selectivity of the value‐added formic acid produced by GOR reaches about 80%. Moreover, the Ni/TiO2@Ni3S2 electrode also exhibits excellent electrocatalytic activity on a diverse range of typical biomass intermediates, such as urea, sucrose, fructose, furfuryl alcohol (FFA), 5‐hydroxymethylfurfural (HMF), and alcohol (EtOH). These results show that Ni/TiO2@Ni3S2 has great potential in electrocatalysis, especially in replacing OER reaction with BOR reaction and promoting the sustainable development of hydrogen production.