dask-ms is a data access layer that presents Measurement Set v2.0 data to developers as xarray datasets of dask arrays. It supports the CASA Data Table System, Zarr and Apache Arrow formats, but abstracts them away from the developer at the xarray dataset level. It therefore serves as a basis for writing distributed PyData Radio Astronomy applications.