With Spotify open, navigate to Spotify > Preferences.
Scroll down and click the Show Advanced Settings button.
Under the Startup and Window Behaviour heading, change the Open Spotify automatically after you log into the computer dropdown to No.
You're all done!
By default, songs on Spotify only stream at about 96kbps. Why? To save Spotify bandwidth and, ultimately, money.