Orienting the migration of photogenerated electrons to the target active single atoms instead of dissipation at inert sites is crucial to improve the photocatalytic activity of single‐atom catalysts, but remains a challenge. Herein, it is demonstrated that the strong interaction between Ru single atoms and the second coordination sphere significantly enriches photogenerated electrons at Ru active sites and boosted N2 photofixation activity. The extra RuCo coordination from the strong interaction with the second coordination sphere is observed over CoO‐supported Ru single atoms (RuO+Co/CoO) relative to the weakly interacting ones (RuO/CoO). For N2 photofixation, RuO+Co/CoO exhibits an ammonia production rate of 306 µmol gcat.−1 h−1 without any sacrificial agents at room temperature, which is 4.6 times that of RuO/CoO. Mechanistic studies reveal that RuCo coordination in RuO+Co/CoO serves as an additional photoelectron transfer channel. Such channel promotes the accumulation of photoelectrons that excite from O to Co atoms on Ru active sites, facilitating the photoreduction of N2 into NH3 process. The concept of the second coordination sphere modulation offers a powerful platform toward rational design of highly efficient single‐atom catalysts for N2 fixation and beyond.