“…In that context, research efforts have been undertaken to improve Cu-based catalysts, as well as explore alternative metal-based catalysts such as Ni, Pd, and Au, ,, focusing on understanding the nature of the active sites and the role of additional metals/metal oxides, which is critical to allow for a knowledge-driven catalyst design. For example, Ga-promoted transition metal catalysts, such as Cu–Ga, − Ni–Ga, − and Pd–Ga, − have shown promising activity for the CO 2 hydrogenation to methanol. In these catalysts, Ga was present in the form of an alloy that in many cases ,,, coexisted with oxidized Ga species under reaction conditions.…”