Chemists learn the most important transformations of the carboxylic acid functionality (COOH) from as early as the first semester of their studies. Carboxylic acids are not only safe to store and handle, but also broadly accessible with great structural diversity either from commercial sources or by means of a large variety of well-known synthesis routes. Consequently, carboxylic acids have long been recognized as a highly adaptable starting material in organic synthesis. A large body of reactions of carboxylic acids are based on catalytic decarboxylative conversions, in which the COOH group of carboxylic acids is catalytically replaced without trace by extrusion of CO2 chemo- and regioselectively. Within the last two decades, the area of catalytic decarboxylative transformations has expanded significantly by utilizing various classes of carboxylic acids as the substrate, including (hetero)aromatic acids, alkyl acids, α-keto acids, α,β-unsaturated acids and alkynoic acids. A literature survey reveals that compared to aromatic acids, the number of original research papers on decarboxylative reactions of α-keto acids, α,β-unsaturated acids and alkynoic acids has been rising every year lately, particularly within past five to six years. The prime aim of the current review is to give an overview of the decarboxylative transformations of α-keto acids, α,β-unsaturated acids and alkynoic acids that have been developed since 2017. The article focuses on the decarboxylative functionalizations that occur in the presence or absence of transition metal catalysts and/or under photoredox catalysis.