加速DATALAKE在流媒体&机器学习用例中的采用.pdf

1、2024 Databricks Inc.All rights reserved1ACCELERATING ADOPTION ACCELERATING ADOPTION OF DATALAKEOF DATALAKEFOR STREAMING/ML USE FOR STREAMING/ML USE CASESCASESJune 2024June 20242024 Databricks Inc.All rights reserved22024 Databricks Inc.All rights reservedOur mission is to grow and empower Our missio

2、n is to grow and empower local economieslocal economies3MissionMission2024 Databricks Inc.All rights reserved4Doordash MarketplaceDoordash MarketplaceRestaurant Delivery Restaurant Delivery&Pickup&PickupDashPass DashPass MembershipMembershipConvenience&Convenience&Grocery Grocery B2B B2B Fulfillment

3、Fulfillment2024 Databricks Inc.All rights reservedData warehouse to Datalake JourneyChallenges with AdoptionAccelerator strategyAccelerator Tools Deep-diveAI Accelerator Deep-diveConclusion5AgendaAgenda2024 Databricks Inc.All rights reservedComparatively very easy to use Primarily used in Analytics/

4、Reporting/ExperimentationFully Managed solution end to endGreat interactive query performance Exposes various underlying technologiesEvolution started with ML/DS and Real-time usecasesDecoupled Storage and ComputeGreat data processing capabilities on large amounts of dataData WarehouseData Warehouse

5、Data Lake Data Lake 6Journey Data Warehouse to Datalake Journey Data Warehouse to Datalake Common Industry trend is to scale data based decision making while reducing costs2024 Databricks Inc.All rights reserved7Journey Current stateJourney Current stateData Warehouse Data Lake Analytics,Reporting a

6、nd ExperimentationData Science,Advanced ML,Real TimeData Copies back and forth for common Analytics and DS/ML sourcesTime consuming and cost prohibitive2024 Databricks Inc.All rights reserved8Journey next stopJourney next stop-Data Lakehouse Data Lakehouse Not EitherNot Either-Or,But BothOr,But Both