It is possible to enable encryption on a VNet so that in-transit traffic between virtual machines within the VNet is encrypted (using DTLS). See MS article here for more info.
It is straightforward to enable, it can be done in different ways e.g. via the portal or via code.
To enable in Azure portal, go to the VNet -> Overview -> Properties tab -> click the Encryption link currently saying 'disabled' -> check the 'enabled' box -> save the changes
To enable it using Azure Verfied Modules, you just add vnetEncryption: true under VNet parameters, see below, or full example on GitHub.
If you look at the final ARM template result in the portal, the following section is added under VNet paramters:
The enforcement flag only allows AllowUnencrypted for now. MS mentions that an option to drop unencrypted traffic will be added later.
Note that there are certain requirements and limitations, for example, certain VM SKUs must be used for this to work, see more here.

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