Various catalysts have been explored for the OCM process, including lanthanum oxide, magnesium oxide, and rare earth oxides, often doped with promoters such as alkali or alkaline earth metals. These catalysts work by facilitating the activation of methane and the selective formation of C2 products while minimizing unwanted oxidation to CO2.