Recent advances in the metal-catalyzed radical-type transformation of unactivated alkyl halides with C–C bond formation under photoinduced conditions are summarized. Usually, a broad reaction scope is observed including tertiary, secondary, and primary alkyl halides, with good functional group compatibility.

An efficient visible-light-induced decarboxylative C3-difluoroarylmethylation of quinoxalin-2(1H)-one with potassium 2,2-difluoro-2-arylacetate in water at room temperature was developed.

Excessive accumulation of nitrate in the environment will affect human health. To combat nitrate pollution, chemical, biological, and physical technologies have been developed recently. The researcher favors electrocatalytic reduction nitrate reaction (NO3RR) because of the low post‐treatment cost and simple treatment conditions. Single‐atom catalysts (SACs) offer great activity, exceptional selectivity, and enhanced stability in the field of NO3RR because of their high atomic usage and distinctive structural characteristics. Recently, efficient transition metal‐based SACs (TM‐SACs) have emerged as promising candidates for NO3RR. However, the real active sites of TM‐SACs applied to NO3RR and the key factors controlling catalytic performance in the reaction process remain ambiguous. Further understanding of the catalytic mechanism of TM‐SACs applied to NO3RR is of practical significance for exploring the design of stable and efficient SACs. In this review, from experimental and theoretical studies, the reaction mechanism, rate‐determining steps, and essential variables affecting activity and selectivity are examined. The performance of SACs in terms of NO3RR, characterization, and synthesis is then discussed. In order to promote and comprehend NO3RR on TM‐SACs, the design of TM‐SACs is finally highlighted, together with the current problems, their remedies, and the way forward.