如何使用 DATABRICKS 高效扩展数据分析团队.pdf

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1、2024 Databricks Inc.All rights reserved1EFFICIENTLY EFFICIENTLY SCALING YOUR SCALING YOUR DATA TEAMDATA TEAMMike XuMike Xu10 June 202410 June 20242024 Databricks Inc.All rights reserved2Data TeamsData TeamsScaling,Not GrowingA Modern Data CommunityData Mesh,The Pragmatist Way2024 Databricks Inc.All

2、rights reserved2024 Databricks Inc.All rights reservedGROWING A TEAMGROWING A TEAM32024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved4SCALING A TEAMSCALING A TEAM2024 Databricks Inc.All rights reserved5THE DATA SCIENCE UNICORNTHE DATA SCIENCE UNICORNData ScientistsData Sc

3、ientistsML ResearchML ResearchDeploying Models as Deploying Models as ServicesServicesWrangling&Wrangling&Transforming DataTransforming DataDeveloping Apps&Developing Apps&SoftwareSoftwareImplementing Implementing Business LogicBusiness LogicData SpecializationsData SpecializationsEvolving data spec

4、ializationsEvolving data specializations2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reservedORGANIZATION ORGANIZATION COMMUNICATIONCOMMUNICATION6Conways LawConways Law2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reservedCOMMUNICATION WITHOUT DIVERSI

5、TYCOMMUNICATION WITHOUT DIVERSITY7What communication will we get here?What communication will we get here?2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reservedCOMMUNICATING WITH NONCOMMUNICATING WITH NON-DATA TEAMSDATA TEAMS8They may not even care about dataThey may not even

6、 care about data2024 Databricks Inc.All rights reserved9A MODERN DATA A MODERN DATA COMMUNITYCOMMUNITY2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reservedGenerate and/or share dataEnables the sharing and consumption of dataLeverage data to produce insights driven by busines