Tried Dash lately and was pleasantly surprised. We didn't leave much time at all for the dashboard section, but we were able to pick it up and hack something together in the little bit of time we had left.
A particularly useful example of Bokeh is the dashboard which gives visibility into how Dask is running your distributed compute job [1].
[1] https://docs.dask.org/en/latest/diagnostics-distributed.html