Unexpected problems might arise while creating a music app with React Native, particularly when react-native-track-player is used for audio playback. "Player not initialized" is a common problem that usually occurs when the TrackPlayer is not correctly configured before attempting playback. Developers can guarantee seamless playback by putting initialization checks in place and overseeing TrackPlayer's lifespan.