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In this blog, we will show how Spark SQL's APIs can be leveraged to consume and transform complex data streams from Apache Kafka. Using these simple APIs, you can express complex transformations like exactly-once event-time aggregation and output the results to a variety of systems. Apache Kafka, Apache Spark, Computer Science Programming, Sql, Big Data, Data Science, Software Development, Sports And Politics, Real Time
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Processing Data in Apache Kafka with Structured Streaming

In this blog, we will show how Structured Streaming can be leveraged to consume and transform complex data streams from Apache Kafka. Together, you can use Apache Spark and Kafka to transform and augment real-time data read from Apache Kafka and integrate data read from Kafka with information stored in other systems.
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