Kinshuk Mishra, lead engineer on Spotify's ad targeting infrastructure, will talk about how they approach near-real-time user personalization using a mix of commercial ad tech, open source software, and in-house technology, and give a glimpse into optimizing for experience rather than clicks. You'll learn about Spotify's deployment of Storm, Kafka, and Hadoop.