Traditional validation of a database marketing model uses a hold-out sample consisting of individuals who are not part of the sample used in building the model itself. The validation results are probably biased and incomplete unless a resampling method is used. This chapter points to the weaknesses of the traditional validation, and then presents a boostrap approach for validating response and profit models, as well as measuring the efficiency of the models.