Is it possible to use a Connection stored in the metadata DB from a python shell

[brki]

Sometimes when I want to investigate something, it's easiest to it in an interactive shell.

In Airflow 2, I could fire up a python shell and run something like:

from airflow.providers.mysql.hooks.mysql import MySqlHook
hook = MySqlHook(mysql_conn_id="my_conn_id")
engine = hook.get_sqlalchemy_engine()
...

But with Airflow 3, I get: airflow.exceptions.AirflowNotFoundException: The conn_id my_conn_id isn't defined

my_conn_id is a Connection defined and stored in my Airflow metadata DB.

Is there a way to make this work with Airflow 3?