When you create a new Android Virtual Device (AVD) and in my case I used one with Play Store support.
In the Verify Configuration screen, click on [Advanced Options] and you should see:
And make sure that Camera Back is set to ‘VirtualScene’.
As documented in Step 5 of ARCore – Create a virtual device with AR support
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