Potential drawbacks of Firebase:

• Aggregation queries are difficult to perform (but same is actually true for any NoSQL database)
• Running cost of a successful project/application may be difficult to anticipate due to the request-based pricing model

Lots of advantages, though. Building realtime apps with Firebase is a breeze...