使用 Amazon SageMaker Unified Studio 实现用于分析的数据管道.pdf

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1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A N T 3 0 3Implement data pipelines for analytics using SageMaker Unified StudioAditya Challahe/himSenior Solutions ArchitectAmazon Web ServicesChinmayi Narasimhadev

2、arashe/herSenior Solutions Architect Data and AIAmazon Web Services 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaChallenges of building data pipelinesWhy Sagemaker Unified Studio?Zero-ETL/Federated Query/Catalog FederationCommon Use cases-Whiteboarding 2025,Amazon Web Ser

3、vices,Inc.or its affiliates.All rights reserved.By a show of handswho builds,operates,or maintainsdata pipelines?2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.High costAdvanced features(centralized data catalog&streaming data)require separate licenses.Require multiple solutionsM

4、ultiple solutions to get the job done?On-premises ETL tools complex to install,manage,and scaleData pipelines How do we do run them nowUsers with varying technical abilities interact with data 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.How are we solving thisfor our customers

5、?2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Open Data LakehouseData&AI GovernanceSQL analyticsAmazon RedshiftData processingAmazon EMRAWS GlueAmazon AthenaModel developmentAmazon SageMaker AIGen AI App developmentAmazon BedrockStreamingAmazon MSKAmazon KinesisBusiness intelli

6、genceAmazon QuickSightSearch analyticsAmazon OpenSearch ServiceC O M I N G S O O NC O M I N G S O O NC O M I N G S O O NUnified Studio 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.SQL analyticsAmazon RedshiftAmazon AthenaData processingAmazon EMRAWS GlueModel developmentAmazon