Also include storm in the mix too. Storm 2.0 was released recently. We have been using storm for a long time and we really like its a) Simple programming model b) Support for a wide variety of sources (e.g Kinesis , EventHub) c)Easy troubleshooting We did evaluate Spark streaming (we use Spark for batch workloads and it works well) , but fell back to storm because of the above