Spelling fixes for the docs

By using plural I wanted to do emphasis in "many options", I should use this:

"By default it uses an in-memory SQLite database as storage engine, but `any other SQLAlchemy supported databases can"

Also if we modify it, we need to check the link `any other SQLAlchemy supported databases`_ (at the end of the file)