Summary: The aim of this paper is to gather some old and new results on the properties of the power of a distance. The problem of the existence of a Euclidean representation for such a power distance is emphasized. A generalization of Schur’s lemma on the Hadamard product of matrices is given, the last section being devoted to applications, in data analysis, of this results.