Twitter is hard to scale, you have to make trade-offs all over the place.

AFAIK that's not the case of Shazam where a read-only database would be enough. Sure eventually you have to manage multiple versions of your app and be able to gradually update your DB, but that's still simple stuff compared to the problem of how to make money.