Fatty acid methyl esters (FAMEs) represent a versatile class in compounds widely employed in diverse analytical applications. Their distinct chemical properties facilitate their use as biomarkers, fuel sources, and substrates. Characterization of FAMEs relies on techniques such as gas chromatogra