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I suggest to check this blog, it explains the packet flow and how the Source IP gets changed at each hop. See the below statement and the diagram along with the table showing packet flow.
AWS NAT Gateways performs Port Address Translation. AWS NAT Gateways performs source-NAT, and translates the IP address of the source with its private IP address. Then, the Internet Gateway (IGW) translates the private IP address of the NAT Gateway to the Elastic IP address associated with the NAT Gateway
To add some explanation to the above blog, when the packet reaches NAT-GW, The NAT-GW translates the source IP address to its private IP address then it forwards the packet to IGW. When the packet reaches the IGW, it performs another source IP translation where it uses the EIP, that's associated with the NAT-GW, as the packet source IP.
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