Photothermocatalytic (PTC) oxidation is a high‐efficient, low‐temperature, and green approach to eliminate the air pollutant, but its application is drastically restricted by lack of low‐cost, active, and superior water‐resistance catalysts. Herein, the influence of bifunctional copper components on TiO2 is experimentally and theoretically investigated to optimize PTC efficiency for the CO and HCHO oxidation via flame spray pyrolysis. Both the abundant lattice doping and highly dispersed nanocluster modification of hybrid CuO
x
remarkably enhance charge separation, maintain a dynamic Cu+/Cu2+ balance, and decrease oxygen vacancy formation energy. The satisfactory PTC CO and HCHO oxidation on the CuO
x
−TiO2 samples is mainly attributed to higher lattice oxygen activity and less reaction intermediates under irradiation. In addition, the essential synthesis parameters, such as the increasing precursor flux, are assessed to further enhance the PTC performance. Interestingly, photocatalysis effectively removes the surface H2O or hydroxyl group of catalysts, which is responsible for the excellent water vapor stability in the lean CO PTC oxidation.