Example techniques involve playback of curated playlists based on media preferences. In an example implementation, a playback device receives data representing one or more instructions to play back a particular curated playlist of a streaming audio service and, in response, plays back audio tracks of the particular curated playlist. During playback, when a preference database includes a negative preference for a given audio track, the playback device skips that audio track.