A method of orchestrated shuffling of data in a non-uniform memory access device that includes a plurality of processing nodes includes running an application on a plurality of threads executing on the plurality of processing nodes and identifying data to be shuffled from source threads running on source processing nodes among the processing nodes to target threads executing on target processing nodes among the processing nodes. The method further includes generating a plan for orchestrating the shuffling of the data among the all of the memory devices associated with the threads and shuffling the data among all of the memory devices based on the plan.