Have been reasonably happy with Tidal. Running a Volumio streamer on Raspberry Pi with the HiFi digi (toslink) board. Connects to Schiit stack: Modi Multibit to Saga tube pre-amp to Vidar amp. I think this setup is really nice for only ~$1350 USD.
Used to run Spotify through same setup and I think Tidal sounds better on many songs. Really DON'T like the interface to Tidal but am living with it. Have heard good things about Amazon HD music service but they don't have a Volumio plug-in so have not tried.
CheersJB