Comment by hinkley

You do have to be careful that all of your data updates are transitive, or you have to hold all of the updates until you can apply them in sequential order. One of my favorite tricks there is to use a throttling or limiting library, start all of the tasks, and then run a for loop to await each answer in order. You still have front-of-line issues but you can make as much forward progress as can be made.