When multiple AVS private clouds will be deployed, consider following the Microsoft Cloud Adoption Framework enterprise-scale pattern for deploying shared identity, management, connectivity, and AVS landing zone subscriptions.
In this model, additional private clouds connect to the connectivity subscription as spokes and access centralized infrastructure services over the high-speed Azure backbone.
Using an on-premises data center to host shared infrastructure services is possible but recommended against unless warranted by specific customer requirements.