Aldehydes are more reactive than carboxylic acids and hence, can get over-reduced to alcohol in the presence of strong reducing agents. Therefore, carboxylic acids areinefficient in preparing aldehydes using LAH.

Carboxylic acid derivatives like acid chlorides and esters are more easily reducible than the corresponding acids. The derivatives reduce in the presence of mild reducing agents to give aldehydes. Aldehydes can also be prepared by Rosenmund reduction, that is, the reduction of acid chloride via hydrogenation over a poisoned catalyst. Catalytic poisoning inhibits the over-reduction of aldehydes. A Grignard reagent reduces an acid chloride to tertiary alcohol via a ketone intermediate. The reaction can be stopped at the ketone stage using a milder reducing agent like the Gilman reagent (R₂CuLi). Aryl ketones can be prepared by Friedel–Crafts acylationin which acid chloride is treated with benzene and AlCl₃.

Another carboxylic acid derivative, an ester, can be reduced to an aldehyde using DIBAL-H at dry ice temperature to give an aldehyde. Ketones cannot be prepared directly from esters because ketones are more reactive than esters and tend to over-reduce to tertiary alcohol.