Lakehouse architectures are increasingly expected to support real-time analytics, but many struggle with low-latency execution under production workloads. Real-time AI systems require predictable performance under concurrent streaming ingest, strong consistency beyond eventual models, simplified data paths from ingestion to

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What real-time AI workloads actually requireA lakehouse engine designed for low-latency executionReal-time is now the lakehouse expectation

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