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statement developer experience point-in-time queries versioning event-based systems data stores read models data driven culture reliable data flow rapid scale evolution of technology batch-based analytics data serialization optimization multiplayer multi-user crdt department of defense intelligence computing model natural language processing modern ai tts text generation stt nlp canonical stream data domains system tests low-latency distributed caches cache invalidation digital payment engineering platforms web cloud provider messaging messaging api software engineering data landscape modern data flow geospatial use cases custom processing capabilities rebalance protocol reference application interactive query sticky partitioner batch size auto-tuning event implementing event modeling application configuration ml platforms data/ml spark citrix streaming implementation enablement support hashing composite message key keys balance data dev experience lakefs databricks high end tooling 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