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Fargate isolation is at the cluster level. Apps running in the same cluster may share the underlying infrastructure, apps running in different clusters won't.

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Are they creating separate cluster for each aws account, how the isolation is happening

A customer creates a cluster on their account. You as a customer can create one or more Fargate clusters on your account to launch your containers in.

Is that infrastructure, EC2 instances?

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