I am using an iPhone 7 with iOS 11.1.
it seems there is a bug in the last version of Spotify. When I use the search tab to find a song, go to another app and then go back to Spotify, I can see the search results but the app menu at the bottom of the screen has disappeared. The only way for me to get it back and use the app is to kill it.
All the best