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Can you change the private IP address of an EC2 instance while it is in running or in a stopped state?

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No, it cannot be changed. When an EC2 instance is launched, a private IP address is assigned to that instance at the boot time. This private IP address is attached to the instance for its entire lifetime and can never be changed.

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