This protocol details a standardized approach for quantifying acetaldehyde in microbial fermentation samples. Accurately quantifying the concentration of acetaldehyde in biological samples poses challenges, as acetaldehyde is a volatile chemical with a boiling point of 20.2ºC (68.4ºF), and thus readily evaporates at room temperature (20.0-22.0ºC or 68.0-72.0ºF). To quantify acetaldehyde, a hydrazine derivatization reaction is performed immediately upon sampling using 2,4-dinitrophenylhydrazine (2,4-DNPH), which reacts with acetaldehyde in a 1:1 stoichiometric ratio to produce acetaldehyde-2,4-DNPH, a stable product at room temperature that can be quantified using high performance liquid chromatography (HPLC) at an absorbance of 254 nm.