We consider the problem of approximating a probability measure defined on a metric spaceby a measure supported on a finite number of points. More specifically we seek theasymptotic behavior of the minimal Wasserstein distance to an approximation when thenumber of points goes to infinity. The main result gives an equivalent when the space is aRiemannian manifold and the approximated measure is absolutely continuous and compactlysupported.