α,β-Unsaturated carbonyl compounds are versatile building blocks in modern organic synthetic chemistry. In recent decades, a variety of approaches have been established to access to these products, such as halogenation-dehydrohalogenation methods, organosulfur methods, organoselenium methods, earth-abundant metal-catalyzed methods, precious metal-catalyzed methods, and metal-free methods, etc. Among them, earth-abundant metal-catalyzed methods (i. e. iron, cobalt, nickel, copper) have always caught chemists’ attentions because they are earth-abundant, inexpensive, and environmentally friendly. Regrettably, few reviews on the earth-abundant metal-catalyzed α,β-dehydrogenation have been summarized so far. In consequence, the aim of this Short Review is to review recent development of earth-abundant metal-catalyzed α,β-dehydrogenation of carbonyl compounds in detail.