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I wanted to place my VMs in availability sets. I wanted to know the number of fault domains they are spread across.

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Even though the number of fault domains may get increased up to 20, By default 3 fault domains and 5 update domains are laid out by Azure in the availability set.

While distributing, The azure VMs are spread out into three different racks across the data center.  

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