Metabolomic data can be collected from various biological samples such as blood, urine, and tissue. Advanced analytical techniques like mass spectrometry (MS) and nuclear magnetic resonance (NMR) spectroscopy are commonly used to identify and quantify metabolites. These techniques provide high-resolution data that can be used to map the metabolic pathways involved in health and disease.