In this paper, we define non-linear versions of Banach-Mazur distance in the contact geometry set-up, called contact Banach-Mazur distances and denoted by d CBM . Explicitly, we consider the following two set-ups, either on a contact manifold W × S 1 where W is a Liouville manifold, or a closed Liouville-fillable contact manifold M. The inputs of d CBM are different in these two cases. In the former case the inputs are (contact) star-shaped domains of W × S 1 which correspond to the homotopy classes of positive contact isotopies, and in the latter case the inputs are contact 1-forms of M inducing the same contact structure. In particular, the contact Banach-Mazur distance d CBM defined in the former case is motivated by the concept, relative growth rate, which was originally defined and studied by Eliashberg-Polterovich. The main results are the large-scale geometric properties in terms of d CBM . In addition, we propose a quantitative comparison between elements in a certain subcategory of the derived categories of sheaves of modules (over certain topological spaces). This is based on several important properties of the singular support of sheaves and Guillermou-Kashiwara-Schapira's sheaf quantization.