I find the documentation good and some frustratingly vague depending on the service. In AWS everything can be done via code including starting and launching EC2

I find the documentation good and some frustratingly vague depending on the service. In AWS everything can be done via code including starting and launching EC2/lambda. You'll need to look in their sdk documentation and experiment a little to figure out what everything means and in what order you need to make the api requests.