For more than 15 years, our team based at CEA Saclay has been developing innovative methods and software in metabolomic data science for health. Our know-how and the digital ecosystem we have built cover all steps from signal processing of mass spectrometry data, machine learning, feature selection, data integration, annotation and up to reproducible workflow management.