Copy Postgres Production RDS Database to Development RDS Instance - postgresql

I'm trying to figure out an efficient way to copy data directly from my AWS RDS Production Postgres Instance to my AWS RDS Development Instance.
Right now I do a pg_dump on my local machine of the production instance. Then do a pg_restore on my local machine to the development RDS instance.
How can I copy the data directly from the Production RDS Postgres Instance to the Development RDS Postgres Instance?

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You'll need to create a snapshot of the source Database, instance or cluster and then create a new database based on that snapshot. You can delete the source database after the snapshot is complete.
aws rds create-db-snapshot
--db-snapshot-identifier mydbsnapshot
--db-instance-identifier mydb
aws rds restore-db-instance-from-db-snapshot
--db-instance-identifier mynewdbinstance
--db-snapshot-identifier mydbsnapshot
http://docs.aws.amazon.com/cli/latest/reference/rds/create-db-snapshot.html
http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_RestoreFromSnapshot.html
http://docs.aws.amazon.com/cli/latest/reference/rds/restore-db-instance-from-db-snapshot.html