Having all this data at hand has allowed us to create better algorithms for waiting for AWS resources. For example, when we create an instance, we know there isn’t any point in checking until around 20 seconds as it is the earliest we see a newly created instance running, and after 90 seconds it is highly unlikely it will ever run, so we can focus the waiting and polling around the sweet spot on the curve.