I write a lot of fiction, and co-host a writing/tech podcast, so a lot of recommendations come from other writers, as well as topics in the podcast. I really dig when someone is so passionate about a book they want to share with a stranger.

Goodreads as well.

I see a LOT of book spam on Twitter and Facebook, none of which I have ever bought. Free download maybe, but no purchase.