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