I can see from the AWS console that my RDS instance is being backed up once a day. From the FAQ I understand that it is being backup on S3. But when I use the console to view my S3 buckets, I don't see the RDS backup.
So:
OK - I see it under the DB snapshots, Automated Snapshots (Had it selected to Manual Snapshots and hence could not see it)