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Managing Data as a Product: Scalable Data Architectures · LearnSpace
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Managing Data as a Product: Scalable Data Architectures

Курс от Packt
Средний≈ 19.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course provides essential skills for modernizing data architectures by adopting a data-as-a-product approach. It emphasizes building modular, scalable systems to enhance data management and unlock greater value from data assets. Throughout the course, you will learn to design, implement, and manage data products in a distributed environment, ensuring sustainable growth and scalability. By focusing on practical, real-world applications, the course empowers learners to overcome the challenges of traditional monolithic data platforms. What sets this course apart is its combination of theory and hands-on activities. You will not only grasp key concepts but also develop actionable strategies to modernize your data architecture effectively. Real-world case studies and best practices will guide you through the process. This course is ideal for data engineers, architects, and leaders looking to enhance their data strategies and modernize their organization’s data management. A solid understanding of core data engineering principles is recommended. This course is based on material written by an expert author, bringing the depth of a book into a more engaging, interactive format. The core content is delivered through clear, structured text you can read at your own pace, supported by short videos and quizzes to highlight key ideas and test your understanding. By combining the strengths of book learning with interactive assessments, you get the best of both worlds: the depth and clarity of an author’s expertise, plus the flexibility to revisit, practice, and reinforce concepts whenever you need.

Навыки, которые вы освоите

Data ArchitectureData ManagementData StrategyProduct AutomationInformation ArchitectureData ModelingData PipelinesScalabilityInteroperabilityOrganizational StructureSemantic WebSoftware ArchitectureAI IntegrationsMaintainabilityDistributed ComputingAI EnablementContinuous DeploymentGenerative AIData AnalysisCI/CD

Программа курса

12 модулей · 126 учебных материалов

01From Data as a Byproduct to Data as a Product11 материалов

Lesson 1

Course OverviewВидеоFrom Data as a Byproduct to Data as a Product - Overview VideoВидеоIntroductionЧтениеData WarehouseЧтение

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Packt - Course Instructors

Преподаватель курса

Managing Data as a Product: Scalable Data Architectures
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Обучение на Coursera

≈ 19.9 ч

12 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Венгерский

Часть программы вашего университета
DWH Versus Data LakeЧтение
Understanding Why Monolithic Data Platforms FailЧтение
Failure LoopsЧтение
Exploring Why We Need to Manage Data as a ProductЧтение
Data Is Everybody's BusinessЧтение
Data Product ThinkingЧтение
Data Management and System Complexity FundamentalsЗадание
02Data Products11 материалов

Lesson 1

Data Products - Overview VideoВидеоIntroductionЧтениеWhy Do We Need Pure Data Products?ЧтениеPure Data Product DefinitionЧтениеThe Rise of Data-Driven ApplicationsЧтениеPractice: Analyze Data Product Trade-offsDIALOGUERelevanceЧтениеComposabilityЧтениеInput PortsЧтениеClassifying Pure Data ProductsЧтениеData Product FundamentalsЗадание
03Data Product-Centered Architectures7 материалов

Lesson 1

Data Product-Centered Architectures - Overview VideoВидеоIntroductionЧтениеSocio-technical ArchitectureЧтениеPractice: Design a Socio-technical Data SystemDIALOGUEDissecting the Architecture's Operational PlaneЧтениеData Transformation EnablingЧтениеData Product-Centered Architectures OverviewЗадание
04Identifying Data Products and Prioritizing Developments11 материалов

Lesson 1

Identifying Data Products and Prioritizing Developments - Overview VideoВидеоIntroductionЧтениеConnecting Problem and Solution SpacesЧтениеIdentifying SubdomainsЧтениеIdentifying Bounded ContextsЧтениеPractice: Map Business Problems to Technical SolutionsDIALOGUEMapping Business CapabilitiesЧтениеTurning Business Strategy Into Actionable Business CasesЧтениеAnalyzing Processes with Event StormingЧтениеManaging the Data Product PortfolioЧтениеStrategic Alignment of Data and Business CapabilitiesЗадание
05Designing and Implementing Data Products11 материалов

Lesson 1

Designing and Implementing Data Products - Overview VideoВидеоIntroductionЧтениеUnderstanding the Data Product Global EcosystemЧтениеUnderstanding Data Product InternalsЧтениеManaging Data Product MetadataЧтениеIntroducing the Data Product Descriptor SpecificationЧтениеPractice: Design a Data Product DescriptorDIALOGUEDescribing Interface Components in DPDSЧтениеDescribing Internal Components in DPDSЧтениеProcessing DataЧтениеData Product Design and Implementation FundamentalsЗадание
06Operating Data Products in Production12 материалов

Lesson 1

Operating Data Products in Production - Overview VideoВидеоIntroductionЧтениеInfrastructure as CodeЧтениеAutomating Integration TestsЧтениеUnderstanding CDЧтениеPractice: Design a Data Product Deployment PipelineDIALOGUEDefining the Deployment PipelineЧтениеGoverning Data ProductsЧтениеImplementing Computational PolicyЧтениеObserving Data ProductsЧтениеControlling Data ProductsЧтениеOperating Data Products in ProductionЗадание
07Automating Data Product Lifecycle Management9 материалов

Lesson 1

Automating Data Product Lifecycle Management - Overview VideoВидеоIntroductionЧтениеUnderstanding Platform Value EnginesЧтениеLeveraging Platform Value EnginesЧтениеPractice: Analyze XOps Value EnginesDIALOGUEBoosting Developer ExperienceЧтениеDefining Data Product Modules and BlueprintsЧтениеSupporting Computational Policy and Ontology DevelopmentЧтениеData Product Lifecycle and XOps FundamentalsЗадание
08Moving through the Adoption Journey11 материалов

Lesson 1

Moving through the Adoption Journey - Overview VideoВидеоIntroductionЧтениеPreparing for the AssessmentЧтениеUnderstanding the WhyЧтениеSetting the FoundationЧтениеPractice: Plan a Lighthouse Data Product InitiativeDIALOGUEDefining Key Governance PoliciesЧтениеEnabling the EnablersЧтениеDealing with Legacy SystemsЧтениеPlanning the Execution with EDGEЧтениеNavigating the Adoption JourneyЗадание
09Team Topologies and Data Ownership at Scale12 материалов

Lesson 1

Team Topologies and Data Ownership at Scale - Overview VideoВидеоIntroductionЧтениеUnderstanding Team TypesЧтениеCollaborationЧтениеMapping the Organizational ArchitectureЧтениеPractice: Designing a Data Team StructureDIALOGUEData Product TeamsЧтениеPlatform TeamsЧтениеDefining Management TeamsЧтениеUnderstanding When to DecentralizeЧтениеMoving toward decentralizationЧтениеTeam Topologies and Data Ownership at ScaleЗадание
10Distributed Data Modeling14 материалов

Lesson 1

Distributed Data Modeling - Overview VideoВидеоIntroductionЧтениеData Modeling ProcessЧтениеOperational and Analytical Data Modeling MethodologiesЧтениеCentralized Dimensional ModelingЧтениеDistributed Dimensional ModelingЧтениеData Vault ModelingЧтениеReflect: Choose Your Data ArchitectureDIALOGUEManaging Hubs and Links as a ServiceЧтениеJoin TrapsЧтениеPuppini BridgeЧтениеExploring Distributed Conceptual ModelingЧтениеFrom String to ThingsЧтениеData Modeling Fundamentals in Distributed SystemsЗадание
11Building an AI-Ready Information Architecture10 материалов

Lesson 1

Building an AI-Ready Information Architecture - Overview VideoВидеоIntroductionЧтениеInformation PlaneЧтениеEnterprise OntologyЧтениеPractice: Design a Mini-OntologyDIALOGUEFederated Modeling TeamЧтениеKnowledge Graph ArchitecturesЧтениеKnowledge-Driven Data ManagementЧтениеBoosting Generative AI with Domain KnowledgeЧтениеBuilding an AI-Ready Information ArchitectureЗадание
12Bringing It All Together7 материалов

Lesson 1

Bringing It All Together - Overview VideoВидеоIntroductionЧтениеData Management Is Not Just About DataЧтениеBe Optimistic, Not NaïveЧтениеPractice: Applying Data-as-a-Product PrinciplesDIALOGUEBe a Change Agent, Not a Change ManagerЧтениеNavigating Complexity in Modern OrganizationsЗадание