How does Database scaling work with horizontal scaling?

Today horizontal scaling was introduced, and it works on a test server I have. But, I don't have a database attached to it yet. What assumptions can we make about database scaling? In particular Postgres, MySQL, and MongoDB. If I were to blind guess: there is no database horizontal scaling at all. MongoDB could replicate and have eventual consistency...