Recommendation from friends? Reviews in newspapers/magazines? Seeing people read a certain book on your commute?
For me it's largely reviews in magazines or the weekend papers but I really find the Amazon (People who bought this book also bought...) function very influential. I also rely a lot on staff table picks in two of my most frequented book shops (Daunts and Waterstone's in Piccadilly).
What about you?