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When creating a connection in glue that requires access to an RDS on a VPC you will need to set a subnet that’s routable to the RDS instance.
For this you need to define the subnet and security group for the glue job. Have you enabled outbound rules on this security group?
The RDS instance also has a security group which will need to allow inbound access from the glue job.
Both subnets the glue job and Rds instance is hosted on requires routes to be able to route traffic to one another.
Also ensure no NACLs block access either.
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Changed my RDS instance type to a non-ARM processor and created a new connection with the same configuration and it worked.
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Ya, I have done all that. It was just failing intermittently yesterday. I created new connections with the same configuration and changed my RDS instance type to non-ARM processor then it started working.