Sequential normalization strategy for urine metabolomics by UHPLC-QTOF-MS is proposed. Pre-acquisition sample normalization enhanced the analytical conditions. Post-acquisition data normalization corrected the unwanted variance in the dataset. Sequential normalization significantly improved kidney failure patient stratification.