We study breaking of integrability by a finite density of dilute impurities, specifically the emerging diffusive transport. Provided the distance between impurities (localized perturbations) is large one would expect that the scattering rates are additive and therefore the resistivity is proportional to the number of impurities (so-called Matthiessen's rule). We show that this is in general not the case. If transport is anomalous in the original integrable system without impurities, diffusion constant in the non-integrable system gets a nontrivial power-law dependence on the impurity density, with the power being determined by the dynamical scaling exponent of anomalous transport. We also find a regime in which, counterintuitively, adding more impurities to an already diffusive system increases transport rather than decreasing it.