This invention relates to a process for the direct hydrogenation of triglycerides which comprises contacting and reacting one or more triglyceride with hydrogen under liquid phase hydrogenation conditions in the presence of a catalyst comprising a copper compound, a zinc compound, at least one rare earth compound, and, optionally, a compound selected from the group consisting of aluminum, zirconium, magnesium, and mixtures thereof.