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What is the flavor of the database on AWS? Did you create it as a public database or inside a VPC? From where are you trying to access the database? Without knowing these it will be hard to tell the root cause. You can look at the following AWS Support Knowledge Center article to get some guidance to debug the issue - https://aws.amazon.com/premiumsupport/knowledge-center/rds-connectivity-instance-subnet-vpc/
my database flavor is Maria db and it is created inside a vpc. I tested a connection by PHP storm taking care to select Maria db
Does you database security group allow traffic from the IP you are connecting from?