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 the catalyst comprises palladium crystallites after catalyst reduction, wherein a ratio between a BET sur