metal atoms are highly desirable for supported noble-metal (NM) catalysts. [2] Single-atom catalyst (SAC), defined as a catalyst composing only isolated singleatom active sites on supports, was first introduced by Zhang and co-workers in 2011. [3] Owing to the single-atom feature of active sites, SACs provide great advantages in minimizing the usage of precious metal with a 100% atom-utilization efficiency, which thus result in an improved catalytic reactivity, and have aroused extensive attention in the field of catalysis over the past few years. [4] Meanwhile, since the electronic properties of active sites greatly depend on the size and shape of metal particles, which then governs the performance of a catalyst, [5] downsizing metal nanoparticles (NPs) to single atom with the decreased low coordination and the quantized orbital of active sites, is recognized as the other important factor in tuning the catalytic performance of SACs. [5,6] However, due to the tendency of aggregation of single atoms during preactivation and under reaction procedures, utilization of metal/support interactions to immobilize single atom on supports plays a crucial role on the stability of SACs, and the development of effective synthesis strategies is indispensable to realize the distribution and chemical bonding of active sites on supports for the further applications of SACs.In particular, high density of active sites with well-defined local coordination structure to give appreciable catalytic activity/ selectivity and long-term stability are the ultimate goals in catalysis. [7] Thus, long-standing interest exists in fabricating heterogeneous catalysts that feature atomically dispersed metal atoms as active sites for catalytic processes. Even though, considerable efforts have been devoted to, and many advances have been achieved in supported NM-SACs for various heterogeneous catalytic applications, inclusive of CO oxidation, selective hydrogenation, water-gas shift, CO 2 reduction, electrocatalysis, and etc. [2b,7b,8] The achievements from recent studies have greatly contributed to the fast development of single-atom catalysis and paves the way for the rational design of efficient SACs in much broader catalytic systems.In this review, we will focus on this new kind of material, with great attention on the geometric and electronic structure of the single atom active sites, as well as its stability on supports. The recently developed strategies for synthesizing SACs with high metal loading and precise structure are also Single-atom catalysts (SACs), with atomically distributed active metal sites on supports, serve as a newly advanced material in catalysis, and open broad prospects for a wide variety of catalytic processes owing to their unique catalytic behaviors. To construct SACs with precise structures and high density of accessible single-atom sites, while preventing aggregation to large nanoparticles, various strategies for their chemical synthesis have been recently developed by improving the distribution and chemical bondi...