Apache Spark and Kafka are essential tools in Big Data technologies. Apache Druid is a high performance analytics data store for event-driven data. On my talk I'm going to present how we used these technologies for building realtime analytics on top of billions of served recommendations. I'm going to describe the problems that we encountered and lessons that we've learned.