I guess it depends on what Azure services they are give you access to. It certainly is possible to create a base Linux (e.g. Ubuntu) VM and install Julia manually.
Azure also offers data science VMs with Julia and Jupyter pre-installed. I believe that they are also Virtual Desktops for Windows and Linux.
I have not used Azure, but I’ve done homework on it. I currently use Google Cloud.