Connect to AWS RDS via airflow in docker using database credentials

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I tried to connect to rds via Airflow to fetch some data from the database, however, I'm kinda got stuck. The database credentials I have is host, user, password, and dbname. So, is it possible for me to get the data using boto3 or something else? Much appreciated

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