AWS Kinesis and Apache Kafka serve similar streaming needs but differ fundamentally in operational models and cost structures. Kinesis offers managed shards with 1 MB/s write limits per shard, zero infrastructure management, and native AWS integrations (S3, Lambda, Redshift). Kafka provides higher throughput potential (30,000+

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Architecture and Operational ModelsPerformance and Throughput CharacteristicsAWS Integration EcosystemCost Analysis: When Each Makes SenseKey Takeaways

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