We have experienced some performance regressions with a recent Dask version. (See Dask cluster stays idle for a long time before computing - #3 by stb2145 for a related issue.)
Could you re-try the same thing on https://staging.us-central1-b.gcp.pangeo.io/ and see if the problem persists?