AWS 上实时数据分析的架构模式.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 2 2Architectural patterns for real-time data analytics on AWSShakhi HaliShe/HerPrincipal Product ManagerKalyan JanakiHe/HimSenior Big Data Analytics Speciali

2、st 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaWhy real-time analytics and data streaming?Architectural patterns Q&A and Next Steps 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Data helps us answer questions and make decisionsClient ExperienceTransa

3、ction InformationUser BehaviorBusiness PerformanceDaily dashboard review by analystsEnd user reviewMonthly research by PM and UX teamsWeekly review of KPI reports 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Traditional data approaches can fall shortClient Experience DegradesAn

4、alysts roll back releaseEnd user notices and reports transactionshoursminutesUser Behavior ChangesBusiness Performance DecreasesPMs plan product updatesManagers adjust work to addressweeksdaysFraudulent Transactions Begin 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Data stream

5、 processing lets you act in real timeClient Experience DegradesUser Behavior ChangesBusiness Performance DecreasesFraudulent Transactions BeginAnomaly alerts,automated responsessecondsReal time data pipelineAI/ML model inference/trainingReal time dashboards,humans in the loop 2025,Amazon Web Service

6、s,Inc.or its affiliates.All rights reserved.Modern data streaming architecture I N G E S T,P R O C E S S A N D A N A L Y Z E H I G H V O L U M E S O F H I G H-V E L O C I T Y D A T A F R O M V A R I O U S S O U R C E S I N R E A L T I M ESourceDevices or applications that produce real-timedata at hi