There are exponentially many p-partitions but only polynomially many nested p-partitions. In this paper we consider these notions in d-dimensional Euclidean spaces and give a general condition on the cost structure for which an optimal shape-partition is always nested. We illustrate applications of our results to some clustering problems, generalize some known results in this way, and propose some open problems.