That may have been true 5 years ago, but a lot of the newer services require developers to just read the documentation, not have a serious amount of background

That may have been true 5 years ago, but a lot of the newer services require developers to just read the documentation, not have a serious amount of background in the setup of the service they are using. Look at things like ECS and Lambda for compute, SQS for messaging etc.