GitHub user Finhallen added a comment to the discussion: Connecting to postgres 
database using Google Secrets Manager

Airflow can pull Postgres credentials directly from Google Secret Manager by 
setting it up as a secrets backend. Instead of manually fetching each 
parameter, you can store the full URI in a secret named like 
airflow-connections-my_postgres, and then simply call 
PostgresHook(postgres_conn_id="my_postgres") in your DAG. This avoids using 
psycopg directly and keeps things clean, similar to how I configured 
https://bsdbrawlapk.com/.

GitHub link: 
https://github.com/apache/airflow/discussions/48713#discussioncomment-14124699

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