Trapping sites in single atom (SA) catalysts are critical to the stabilization and reactivity of isolated atoms. Herein, we show that anchoring of Pt SAs on TiO2β nanosheets is strongly aided by lattice incorporated fluorine species. Tailoring the speciation of fluorine on TiO2β nanosheets is a key factor for uniform and stable dispersion of the Pt SAs and high efficiency in Pt SA co-catalyzed photocatalytic H2β production. Fluorine-stabilized uniformly dispersed Pt SAs on the (001) surface of TiO2β can provide a remarkable photocatalytic activity (a H2β production rate of 45.3 mmol hβ1 mgβ1 Pt for 65 mW/cm2 365 nm light). This high (maximized) efficiency can be achieved with a remarkably low loading amount of Pt SAs on TiO2β nanosheets (0.03 wt %), which is far superior to Pt nanoparticles on a TiO2β nanosheet with the same or a higher loading amount. F-stabilized Pt SAs on TiO2β nanosheets also exhibit an excellent stability in long-term photocatalytic reactions