Abstract In this essay we discuss different mathematical representation of phenotypes, focusing on morphometric landmark based data. We examine the main characteristics of linear distances, Procrustes shape representations, and local shape deformations, paying special attention to how they relate do the study of variation, which is critical in an evolutionary context.