This document presents a benchmark suite for evaluating distributed stream processing systems. It discusses the need to process large volumes of real-time data and examines existing stream processing benchmarks. The proposed benchmark suite contains several real-world applications, defines metrics like latency and throughput, and provides results comparing the performance of Storm and Spark on the applications. The conclusion is that the benchmark can help compare different stream processing platforms for specific application types. Future work may include additional applications and platforms.