This reprint is a collection of articles belonging to the Special Issue Advances in Metabolic Profiling of Biological Samples of Metabolites . The Special Issue is dedicated to reviews and original articles covering the current methodological and technological advancements in the pre-analytical handling of biological samples, sample preparation protocols, analytical approaches for untargeted and targeted metabolic profiling, and metabolite annotation tools.