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Using KSQL Stream Processing & Real-Time Databases to Analyze Kafka Streaming Data [A How-To Guide] Using Kql Stream Processing and Real-time Data Store options, there are more ways than ever to build a real-time analytics application around streaming data in Kafka. With all of these stream processing options, though, also comes questions for when each should be used and what their pros and cons are. We’ll discuss what a sample architecture might look like for each of these use-cases.