You may use stream-oriented systems to parallel process real-time, time-sensitive data. You might also use data stream processing for bulk operations with time-insensitive operations, like data analysis and persistence operations. At Conductor, we use Kangaroo for bulk data stream processing, and we’re open sourcing it for you to use. Why Data Stream Processing with Kafka Wasn’t WorkingLast year,