Can VMs from the pool of Azure Batch service be joined to on-premises Active Directory while executing the jobs so that they can access on-premises resources and data stores?
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I believe this is possible by bringing your own Azure Virtual Network (i.e., you specify the virtual network to deploy your pool to) and using a VPN Gateway. Specifically, ARM VNet site-to-site or Classic VNet site-to-site depending upon if you have a ARM VNet with a VirtualMachineConfiguration Batch pool or a Classic VNet with a CloudServiceConfiguration Batch pool, respectively.

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