Core concept
Streaming Engine: separates compute from state. Better for streaming.
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How it works
Beam has learning curve. Simpler alternatives (Cloud Run for simple, BigQuery jobs for SQL).
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Trade-offs + gotchas
ETL. Real-time analytics. Stream processing. Anywhere Kafka Streams / Flink used.