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DATA SCIENCE

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AI Prompt for

Real-time data streaming with Kafka

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Architect a real-time data pipeline using Apache Kafka. Components: 1. Producer sending clickstream events (JSON). 2. Kafka topic with 3 partitions for scalability. 3. Consumer group processing events in parallel. 4. Stream processing with Kafka Streams for aggregations. 5. Sink connector to write to Elasticsearch. Include error handling, exactly-once semantics, and monitoring with Kafka lag metrics.

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