Large stochastic fluctuations due to small death counts limit understanding the true extent of geographic differences in mortality between small areas. We propose a model that borrows strength across age and space to produce reasonable estimates of the age-specific mortality schedule in small populations. We apply our model to mortality data for 50 Spanish provinces.