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Horizon Cloud on Azure Next-Gen Edge Setup: "deployment failed" error

Recently whilst deploying a new Horizon Cloud on Azure Next-Gen Edge (using an AKS cluster as opposed to a single Edge VM) the deployment failed after about 20 minutes with a pretty useless "deployment failed" error. The activity logs with Horizon Cloud didn't tell anything more and a retrying the deployment did not work either. As far as we knew, all the documented pre-requisites were in place. 

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