Constructing vacancy-decorated heterojunction photocatalysts is a feasible strategy for highly efficient photooxidation of toluene to benzaldehyde. However, poor interface interaction and vacancy-triggered mismatched redox kinetics seriously impede photocatalytic activity improvement. Herein, a chemically bonded Cs 3 Bi 2 Br 9−x @AgBr core−shell heterojunction with unified adsorption-redox sites is fabricated via an in-situ lightassisted Ag + insertion method. Experiments and theoretical calculations demonstrate that the type-II band alignment with interfacial Bi−Br−Ag bonds boosts the charge separation. Moreover, because of the greater oxygen adsorption energy and the steric-hindrance effect of the AgBr shell, the preferred adsorption site of O 2 is modulated from Br vacancy (V Br , trapping holes) to its corresponding reduction site (AgBr, gathering electrons), thereby ensuring V Br -enhancing toluene adsorption/oxidation on Cs 3 Bi 2 Br 9 . Therefore, Cs 3 Bi 2 Br 9−x @AgBr exhibits an improved benzaldehyde production rate of 5.61 mmol g −1 h −1 (selectivity: 91%), outperforming pure Cs 3 Bi 2 Br 9 by a factor of 6. This work underlines the importance of the rational design of vacancydecorated heterointerface and redox sites at the atomic level in photocatalysis.