The Rosenmund reduction selectively converts acyl chlorides into aldehydes. This reaction employs palladium on barium sulfate (Pd-BaSO$_4$) as a catalyst, which is partially poisoned to inhibit the over-reduction of the aldehyde to an alcohol. This controlled catalysis ensures the selective production of aldehydes from acyl chlorides when reacted with hydrogen gas. Consequently, Pd-BaSO$_4$ serves as a catalyst for the selective reduction of acyl chlorides to aldehydes.