This article discusses the use of omics studies and data science approaches in the field of food chemistry and nutrition science. It highlights the potential for these technologies to shape a more sustainable future in the Agri-Food industry and calls for multidisciplinary research in this area. The article also introduces a special issue focused on this topic and invites submissions on various related topics.