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If the Azure virtual network has at least two DCs that are similarly configured, you can place the VMs that run those DCs in an availability set for improved fault tolerance.
To create the VMs by using Windows Power Shell instead of the Azure portal, see Use Azure Power Shell to create and preconfigure Windows-based Virtual Machines.
To create VMs to host the application server role, repeat the steps in Create a Windows virtual machine with the Azure portal as needed.
To create the VMs by using Microsoft Power Shell instead of the Azure portal, see Use Azure Power Shell to create and configure Windows-based Virtual Machines. Virtual Machine Name: Type a single label name (such as App Server1). This user will be a member of the local Administrators group on the VM.
New Password/Confirm: Type a password Cloud Service: Choose Create a new cloud service for the first VM and select that same cloud service name when you create more VMs that will host the application.
If you need a refresher on AD DS installation, see Install Active Directory Domain Services (Level 100) or Install a Replica Windows Server 2012 Domain Controller in an Existing Domain (Level 200).
You will need this name to sign in to the VM for the first time.