Analytical chemistry tools, such as mass spectrometry, have been increasingly used to answer complex biological questions. For example, metabolomics and stable isotope tracing have revealed key biological molecules and their fluxes in both healthy and diseased conditions, providing potential drug targets. In this seminar, we will discuss how these techniques are used to discover novel biologically important molecules that organisms utilize to maintain whole-body metabolic homeostasis.