Fatty acid methyl esters (FAMEs) represent a versatile class with compounds widely employed in a variety analytical applications. Their distinct chemical properties facilitate their use as biomarkers, fuel sources, and research tools. Characterization of FAMEs relies on techniques such as gas chroma