Netflix 如何将产品实验与其 AWS 账单关联起来.pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.I N D 3 8 8How Netflix Connects Product Experiments to its AWS BillChris SandenSenior Data ScientistNetflixTushar AroraSenior Data EngineerNetflixManju PrasadSenior

2、Solutions ArchitectAmazon Web Services 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.E X P E R I M E N TSmarter Pre-fetchThe idea:by intelligently pre-fetching assets,we can make Netflix feel faster and more responsive for users.2025,Amazon Web Services,Inc.or its affiliates.All

3、 rights reserved.E X P E R I M E N THidden CostThe idea:by intelligently pre-fetching assets,we can make Netflix feel faster and more responsive for users.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaThe ChallengeOur Framework:A Technical Deep DiveThe Outcome:Transforming

4、 Decisions with DataLessons Learned&RoadmapQ&A 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A Culture ofExperimentationNetflix MembersVersion A(Control)Version B(Treatment)Compare Outcomes 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.The Challenge:Attribut

5、ion 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A Framework for Cost-Aware DecisionsA/B Test OwnersService Owners 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Consumer-Facing SystemsNetflix AWS InfrastructureComputeOfflineOnlineStatefulStatelessData Stora

6、geOfflineNetworkIn scopeOut of scopeOnline 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A Framework for Cost-Aware Experimentation 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.TopicsFramewo