The reductive aldol reaction (RAR) is an important carbon-carbon bond-forming reaction. Several methods have been developed with the RAR as the key step to access complex molecular frameworks. An overview of the literature pertaining to the metal-free reductive aldol chemistry is presented. The RARs facilitated by boranes, phosphine oxides, and phosphines is deliberated in a comprehensive manner. The scope, limitations, mechanistic insights and applications of these methods are also discussed.