Hi future me. Just leaving this here as a reminder, but the MySql commands to setup a new database are...
# mysql -p
create database my_db;
grant usage on my_db.* to my_user@localhost
identified by 'my_passwd';
grant all privileges on my_db.* to my_user@localhost;