Microsoft Azure Stack is a totally new thing, currently in “technical preview” phase. It changes currently model of using Azure. Before it, you could use a lot of Azure features (Management Portal, VMs, Storage, Azure SDK…), but hosted in the Azure cloud within Microsoft data centers.
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