Daniel (Weixiang) Wan

Hulu · High-Volume Stream & Batch

Core datasets are published to match each consumer’s analytical needs.

Core data remains in Delta and Hive, with selected outputs published to analytics destinations such as Snowflake. Each delivery path serves a specific consumer, making the production and consumption boundaries clear.

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Delta / HiveCore datasetsAs neededWhen neededSnowflakeOne analytics outletAnalytics consumerOn-demand publishing