Abstract The directional migration of S‐vacancy is beneficial to the separation of photogenerated carriers and the transition of electrons in semiconductors. In this study, Bi x /Bi 2−x S y @carboxylic‐cellulose (CC) photocatalyst with bionic chloroplast structure is obtained by electron beam irradiation to induce S‐vacancy in Bi 2 S 3 @CC. The results of CO 2 photoreduction experiments demonstrate that the reduction rate of CO 2 to CH 3 OH by Bi x /Bi 2‒x S 2.89 @CC‐450 samples is 10.74 µmol·g −1 ·h −1 , and the selectivity is 92.82%. The results show that the inward migration behavior of the borderline S‐vacancy (b‐S v ) induces the redistribution of electrons in Bi x /Bi 2−x S y @CC. The Bi° clusters in Bi x /Bi 2−x S y @CC is conducive to adsorb CO 2 , and the internal S‐vacancy (i‐S v ) is conducive to adsorb CH 3 OH, which accelerate the transfer of gas‐phase products to realize the controllable conversion of CO 2 and photoreduction products at the gas–liquid–solid three‐phase interface. This study provides a new idea for the development and utilization of green photocatalysts in clean energy.