https://foojayio.github.io/website/today/author/tim-spann/Articles written by Tim Spann on foojay.io - Friends of OpenJDKHugoen-usWed, 01 Feb 2023 09:09:04 +0000https://foojayio.github.io/website/today/real-time-stream-processing-with-hazelcast-and-streamnative/Wed, 01 Feb 2023 09:09:04 +0000https://foojayio.github.io/website/today/real-time-stream-processing-with-hazelcast-and-streamnative/<h2 id="h2-0-introduction">Introduction</h2> <p>One of the most useful features of real-time stream processing is to combine the strengths and advantages of various technologies to provide a unique developer experience and an efficient way of processing data in real time at scale.</p> <ul> <li><strong>Hazelcast</strong> is a real-time distributed computation and storage platform for consistently low latency queries, aggregation and stateful computation against real-time event streams and traditional data sources.</li> <li><strong>Apache Pulsar</strong> is a real-time multitenant geo-replicated distributed pub-sub messaging and streaming platform for real-time workloads handling millions of events per hour.</li> </ul> <p>However, real-time stream processing is not an easy task, especially when combining multiple live streams with large volumes of data stored in external data storages to provide context and instant results.</p>