Then you could see tables of what you listened to most, see what your friends listened to, and get recommendations.

I think what happend is that last.fm failed to get deals with the recording companies, while Spotify succeeded (somehow?).

Nowadays I use Spotify like everyone else, but I feel like last.fm gave me much better recommendations. Probably because it had many many years or listening history.