深入了解 SageMaker Unified Studio 中的数据处理.pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A N T 3 4 0Deep dive into data processing in SageMaker Unified StudioRavi Kumar Singh(he/him)Sr.Product Manager,DBS EMRAWSSantiago Abarca(he/him)Sr.Data Strategy SAAWS 2025,Amazon Web Services,Inc.or its affiliates.All rights reserv

2、ed.Agenda1.What customers are telling us?Challenges with Data Processing2.How Amazon SageMaker Unified Studio can help?3.Lets whiteboard 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Challenges with Data Processi

3、ng 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Our customers have invested in varied data sources and toolsAmazon SageMaker AID A T A S O U R C E SC A T A L O GT R A N S F O R MM LS T O R EM A N U F A C T U R I N G U S E C A S EQ U E R YAmazon RedshiftAmazon AthenaAmazon EMRAW

4、S Glue3P applicationsData Market PlaceAWS Glue Data CatalogData Lake(RAW)RefinedData ScienceTelematicsManufacturingVehiclesFinanceCustomer experienceProduct qualityData scientistsBusiness analystsData engineersData stewardsData owners 2025,Amazon Web Services,Inc.or its affiliates.All rights reserve

5、d.What do we hear from customers?Fragmented GovernanceComplex ToolsetData Silos 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Organizations want a unified experienceLeverage the same rich set of services without switching between toolsDevelopment ExperienceData GovernanceData Ma

6、nagement 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Our Vision with Amazon SageMaker Unified Studio 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Open LakehouseData&AI GovernanceSQL analyt