Hi awaheed, you can always test locally before uploading to S3. Or you could have a different dev and prod MWAA environment. And yes, to upload a DAG to S3 using AWS CLI, you could use aws s3 cp command. Is it enough to help you? Otherwise you can join Airflow's Slack channel: https://apache-airflow-slack.herokuapp.com/