Do I need to set up multiple private links with different private endpoints to connect from my Azure VM to say an Azure Storage account or Azure SQL DB or only one private link will do and I can use that private link with multiple Azure PaaS Services that are serviced by Private Link?
Using one private link to connect to various Azure PaaS Services
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You have to create different private endpoint connections for different Azure PaaS Services. Also, private endpoints must be deployed in the same region as the virtual network.
Here are some key details about private endpoints:
Reference: https://learn.microsoft.com/en-us/azure/private-link/private-endpoint-overview