Within radial basis functions, handling scale parameters is a well-known and open problem and a proper scaling of the basis function plays a crucial role in applications. A generalization is given in [1] where new transformed kernels based on classical RBFs are defined by using a scale function. In this talk, we show different roles of these variably scaled kernel and we discuss their application for the recovery of functions with particular features such as discontinuities.