The high overpotential of the oxygen evolution reaction (OER) and the strong corrosion of the anode are the main problems currently faced by the zinc hydrometallurgical process. This study achieved the successful in situ synthesis of titanium dioxide nanotubes doped by Al and V on a TC4 alloy. Subsequently, a composite electrode, TC4/AVTN-7/PbO2-ZrO2-Co3O4, was prepared utilizing composite electrodeposition. An investigation was conducted on the phase composition, surface morphology, electronic structure, and electrochemical performance of the composite electrode. The results indicate that Al and V co-doped TiO2 nanotube arrays (NTAs) maintain their intact tubular morphology. The doping of Al and V reduced the band gap width of TiO2 from 3.13 eV to 2.84 eV, making it easier for valence band electrons to transition to the conduction band, forming hole-electron pairs, and effectively enhancing the conductivity of the intermediate layer. The TC4/AVTN-7/PbO2-ZrO2-Co3O4 showed an overpotential (η) of 660 mV at 50 mA cm-2 in an electrolyte with 50 g L-1 Zn2+ and 150 g L-1 H2SO4. Compared to TC4/AVTN-7/PbO2, its η value is decreased by 243.32 mV. At a high current density of 2 A cm-2, the accelerated corrosion life reached 39 hours in 1.5 M H2SO4 medium. In long-term zinc electrowinning simulation tests, TC4/AVTN-7/PbO2-ZrO2-Co3O4 exhibited excellent stability. Compared with traditional lead-silver alloy anodes, the cell voltage and power consumption of TC4/AVTN-7/PbO2-ZrO2-Co3O4 decreased to 2.82 V and 2649.46 kWh t-1 Zn-1, respectively, demonstrating significant energy-saving benefits.