Can Genymotion Desktop run Google Play (Play Store) in a virtual machine?

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No. Genymotion Desktop itself is not supported inside a virtual machine, so you cannot run it there to use Google Play Store. On supported physical workstations, Google Play Store is available, but you must install Google Play services with the Google Play widget first: Genymotion Desktop and How to connect a virtual device to a proxy?