Interesting ... By simple file storage do you mean blob storage? Something like this azure sample doesn't work beyond 100 MB?
Yes, something like that will generally work. But anything over a certain size must be broken up into chunks before the BLOB service will accept it. Even the tools you can install the Visual Studio will not accept larger file sizes. Very non-intuitive.