Obviously, there's a huge cost associated with the learning curve, but this the part of the reason that Kubernetes is so attractive. It abstracts away the underlying infrastructure, which is nice.

At any kind of scale, though, one is loosely coupled to the cloud provider in any case for things like persistent disk, identity management, etc.