Using Postgres Reader Endpoint in Airflow

We have deployed Airflow in AWS using Aurora as the Postgres backend. Aurora provides 2 endpoints, a writer and a reader. The reader distributes queries to read replicas to unload the read/write server. All our connections go to the writer endpoint so the reader is just providing HA but not load sharing. Is there a way to configure Airflow to take advantage of the reader endpoint?