Fatty acid methyl esters (FAMEs) represent a versatile class with compounds widely employed in a variety analytical applications. Their unique 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