Fatty acid methyl esters (FAMEs) represent a versatile class with compounds widely employed in numerous analytical applications. Their distinct chemical properties facilitate their use as biomarkers, fuel sources, and research tools. Characterization of FAMEs frequently utilizes techniques such as gas chromatography coupled with mass spectrometry (