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 research tools. Characterization of FAMEs relies on techniques such as gas chromatography coupled with mass spectrometry (GC-MS) and inf