Dask offers a level of simplicity that makes distributed computing accessible to a broad scientific community. Because of this simplicity users often overlook some key features of the various Dask schedulers. We will present an outline of the types of schedulers and their uses. We will then focus on AARNet’s SWAN environment, which provides a user with a single large node with 36 cores with 256 Gb