Fatty acid methyl esters (FAMEs) represent a versatile class with compounds widely employed in diverse analytical applications. Their distinct chemical properties facilitate their use as biomarkers, fuel sources, and substrates. Characterization of FAMEs often involves techniques such as gas chromatography coupled with mass spectrometry (GC-MS) and