AWS provides the ability to guarantee you don't share physical hardware with other customers with "EC2 Dedicated Instances" (https://aws.amazon.com/ec2/purchasing-options/dedicated-inst...). I'm not familiar enough with other cloud provider offerings to say if they do or do not have similar features.
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