Recommending 4 Billion Ideas to 250 Million Users in Real Time

While most other recommender systems have a small pool of possible candidates (like 100,000 film titles on a movie review site), Pinterest has to recommend from a catalog of more than 4 billion ideas. To make it happen, we built Pixie, a flexible, graph-based system for making personalized recommendations in real-time.