Exemplary method, system, and computer program product embodiments for priority based depopulation of ranks in a computing storage environment are provided. In one embodiment, by way of example only, multiple ranks selected for depopulation are prioritized. The highest priority rank of the multiple ranks is depopulated to a target rank. Additional system and computer program product embodiments are disclosed and provide related advantages.