@jsolson agreed on your points although I will say from experience that cloud dataflow doesn&#x27;t work well with most bioinformatic workflows though unless one wanted to rewrite the tools from scratch. You end up fighting the system too much to make it work. Perhaps as the space evolves beyond the software wild west it is now this will change, I hope so.