One‐pot synthesis of sustainable primary amines by catalytic reductive amination of bio‐based carbonyl compounds with NH₃ and H₂ is emerging as a promising and robust approach. The primary amines, especially furfuryl amine (FUA) derived from furfural (FUR), with a wide range of applications from pharmaceuticals to agrochemicals, have attracted much attention due to their versatility. This Review is majorly comprised of two segments on the reductive amination of FUR to FUA, one with precious (Ru, Pd, Rh) and the other with non‐precious (Co, Ni) metals on different supports and in various solvent systems in the presence of NH₃ and H₂. The active metal sites generated on multiple supports are accentuated with experimental evidence based on CO‐diffuse reflectance infrared Fourier‐transform spectroscopy, H₂ temperature‐programmed reduction, X‐ray photoelectron spectroscopy, and calorimetry. Moreover, this Review comprehensively describes the role of acidic and basic support for the metal on the yield of FUA. Overall, this Review provides an insight into how to design and develop an efficiently robust catalyst for the selective reductive amination of a broad spectrum of carbonyl compounds to corresponding amines.