- In the [Multiple wrappers' tutorial](https://simphony.readthedocs.io/en/latest/jupyter/multiple_wrappers.html) connection url with SQLAlchemy uses "postgres" which is deprecated. SQLAlchemy uses "postgresql" instead. - The current format does not encode the url. Passwords with special characters especially `@` breaks the request.