Wasserstein metrics provide an extremely flexible tool to quantify convergence of probability measures, and hence to quantify equidistribution results in number theory. We will present the basic definitions and formal properties of these metrics, and illustrate their applicability with quantitative versions of the equidistribution theorems of Deligne and Katz for families of exponential sums over finite fields. (Joint work with T. Untrau)