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I have done everything correctly till the 4th step as mentioned on this page.
http://docs.amazonwebservices.com/AmazonRDS/latest/GettingStartedGuide/ConnectToDBInstance.html
But I can not telnet nor ping to the Endpoint server mentioned. What else should I check if I want to connect to this mysql server from another AWS EC2 instance?
I guess you haven’t setup RDS security group properly. Add the security group of the ec2 from which you want to access RDS, to the RDS security group for that RDS.
By default RDS security group blocks all connections.