Gas Chromatography-Mass Spectrometry (GC-MS) allows the determination and characterization of 22 compounds from olive fruits, leaves and stems belonging to monosaccharides, disaccharides, trisaccharides, sugar carboxylic acids and alcohols, cyclic polyols and derived compounds.