A catalyst for hydrogenation of unsaturated hydrocarbons comprising catalytically active amounts of palladium on a support, wherein the support is a shaped body with a trilobal cross-section, wherein lobes of the trilobal shaped body are provided with openings passing therethrough and wherein a ratio between a length and a diameter of the trilobal shaped bodies is from about 2:1 to about 4:1.