Problem Statement
A new Cloud Service is deployed, but when you create a Virtual Machine your VNET and subnets are not available.
Resolution
After creating the Cloud Service, refresh your Azure Classic Portal and then create the Virtual Machine. You will then have access to the VNETs and subnets within your region.
