Continuous delivery should work with preview versions like .NET 2.1 preview
There is an option by using extension to use .NET 2.1 preview for app services but the same/similar option should be there for continuous delivery in build agents as well to test .NET 2.1 preview etc. with CI.
Can you help understand if this is related to DevTest Labs?
If so, what is your scenario?