Learn what tooling works best for your next data transformation project. Compare the most common real-time engines - ksqlDB, Spark, Flink, and Kafka Streams. See them side-by-side, each chewing through a common data set with working code examples. In this talk we demonstrate the unique approach each of these powerful tools takes to solving data filtering, enrichment, and windowed aggregation.