Electrochemical CO2 reduction reaction(e-CO2RR) is a promising and facile method to achieve carbon-neutral economy and sustainable development due its simple device and capability to consume renewable energy to produce high value-added chemicals. However, e-CO2RR suffers from low selectivity and low current density because of its sluggish kinetics and the weak activity of the catalysts. Hence, single-atom catalysts are one of the most ideal materials for e-CO2RR by virtue of its maximum atom utilization and well-defined catalytic active sites. Single atoms derived from transition metal and main group metal are comprehensively reviewed. Heteroatom coordination, dual-atom site, metal-support interactions, spatial confinement and molecular bridging to tailor the microenvironment of single atom to realize a better catalytic performance are also included. Single-atom catalysts extremely accelerate electrocatalytic CO2 reduction kinetics, which is ascribed to its unique electronic structure and enormous intrinsic highly active sites, indicating its state-of-the-art merits and broad application prospects. Reductive products that involve multi-electrons are desired for single-atom catalysts. Finally, research trends and hotspots in this field are also discussed.