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Probably a silly question, but the RDS instance has been provisioned with a public IP address, and it's the public IP address that you're trying to connect to?
The route table points to an internet gateway.
It's associated with 3 subnets.
The route table needs to be associated to all three subnets. Do all three subnets each have a route table with a route to the Internet Gateway?
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Thank you for the insight. The issue was that the subnets were connected to the internet. Only a EC2 machine was connected directly to the internet, and I thought that since the RDS database was connected to the EC2 machine, it made it accessible from the internet (in reality it didn't).