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Data Modeling & Warehousing Fundamentals in Data Engineering · LearnSpace
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Data Modeling & Warehousing Fundamentals in Data Engineering

Курс от Coursera
Начальный≈ 11.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

You'll learn the essential skills needed to design, build, and maintain robust data warehouses that power business intelligence and analytics. Through hands-on practice, you'll learn to create star schema data models that enable self-service reporting, apply database normalization techniques while preserving query performance, and use advanced SQL window functions for complex analytical calculations. You'll also gain expertise in configuring database replication for high availability and implementing incremental loading strategies to efficiently update large datasets. This comprehensive course integrates fundamental data engineering concepts with practical implementation skills, preparing you to build scalable data infrastructure that supports enterprise analytics. By combining data modeling theory with real-world database administration techniques, you'll develop the versatile skill set that data engineering professionals need to create reliable, performant data systems that drive business insights and decision-making across organizations.

Навыки, которые вы освоите

Star SchemaDatabase DesignData WarehousingDatabase ManagementSQLPerformance TuningExtract, Transform, LoadDatabase SoftwareRelational DatabasesDatabase DevelopmentDatabase TheoryDatabase Architecture and AdministrationData IntegrationBusiness IntelligenceData ModelingData InfrastructureData Architecture

Программа курса

11 модулей · 69 учебных материалов

01Star Schema Fundamentals7 материалов
Discovering Your Data Modeling Journey and BI GoalsDIALOGUEDimensional Modeling Principles and Star Schema ComponentsЧтениеIdentifying Business Processes and Defining Model GrainВидеоFact and Dimension Table Design Patterns Чтение

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Professionals from the Industry

Преподаватель курса

Data Modeling & Warehousing Fundamentals in Data Engineering
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Обучение на Coursera

≈ 11.6 ч

11 модулей

Язык: Английский

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

Часть программы вашего университета
Creating Star Schema Relationships and Surrogate KeysВидео
Star Schema Design for Self-Service AnalyticsЛабораторная
Star Schema Design Knowledge Check Задание
02BI Model Implementation6 материалов
Exploring Your BI Modeling Implementation StrategyDIALOGUEImplementing Slowly Changing Dimensions and Advanced Design PatternsЧтениеDocumenting Data Models for Business Intelligence SuccessВидеоImplement Complete Star Schema with DocumentationЗаданиеImplementation Strategy Knowledge CheckЗаданиеStar Schema Design Mastery AssessmentЗадание
03Database Normalization Fundamentals5 материалов
Exploring Your Database Design ChallengesDIALOGUERecognizing Normalization Opportunities in Business DatabasesЧтениеStep-by-Step Database Normalization ProcessВидеоIdentifying and Planning Database Normalization ImprovementsЗаданиеDatabase Normalization Knowledge CheckЗадание
04Performance Optimization Implementation7 материалов
Why Performance Matters in Normalized DatabasesВидеоStrategic Indexing and Query Optimization for Normalized DatabasesЧтениеIndex Types and Performance Impact in Database SystemsВидеоImplementing Performance-Optimized Database NormalizationВидеоApplying Performance Optimization to Your Normalized DatabasesDIALOGUEPerformance Optimization Knowledge CheckЗаданиеDatabase Normalization Mastery AssessmentЗадание
05 Apply SQL Window Functions - Foundation6 материалов
Why Window Functions Transform Data Engineering AnalyticsВидеоIntroduction to Window Functions and the OVER() ClauseВидеоWindow Function Syntax and Essential ComponentsЧтениеPARTITION BY and ORDER BY FundamentalsВидеоExploring Window Function Query PatternsDIALOGUEWindow Function Fundamentals AssessmentЗадание
06Compute Rolling and Rank-Based Metrics - Application & Assessment7 материалов
Real-World Impact of Advanced Window FunctionsВидеоRolling Calculations and Frame SpecificationsВидеоRanking Functions and Practical ApplicationsЧтениеAdvanced Window Functions Mastery Check - Your Implementation Confidence AssessmentDIALOGUEAdvanced Analytics with Window FunctionsЗаданиеAdvanced Window Functions AssessmentЗаданиеSQL Window Functions Mastery AssessmentЗадание
07Database Replication Fundamentals6 материалов
Why Database Replication Saves Your Business From DisasterВидеоUnderstanding Streaming Replication and Physical Replication Slots ВидеоPostgreSQL Replication Components and Architecture Deep DiveЧтениеConfiguring Physical Replication Slots Step-by-StepВидеоEvaluating Your Replication Strategy DIALOGUEDatabase Replication Fundamentals Knowledge CheckЗадание
08 Implementation & Monitoring5 материалов
Planning Your High Availability Implementation DIALOGUEAdvanced Replication Configuration and Performance OptimizationЧтениеMonitoring Replication Health with pg_stat_replicationВидеоImplementation and Monitoring Mastery Check ЗаданиеProduction Database High Availability Implementation Задание
09Incremental Load Strategies - Foundation8 материалов
Why Incremental Loading Transforms Data EngineeringВидеоCore Concepts of Incremental LoadingВидеоStaging Table Architecture and PatternsЧтениеBusiness Key Selection and Matching LogicВидеоPodcast: MERGE Statement Mastery for Incremental LoadingЧтениеIncremental Loading Scenario AnalysisDIALOGUEIncremental Loading Foundation AnalysisЗаданиеIncremental Loading Foundation Knowledge CheckЗадание
10MERGE Statement Implementation - Core Application & Assessment7 материалов
Professional Implementation Context and Enterprise PatternsЧтениеProduction Patterns and Advanced MERGE TechniquesВидеоEnterprise Workflow Integration and Best PracticesЧтениеComplete Incremental Loading Implementation WalkthroughВидеоProduction Implementation Strategy AnalysisDIALOGUEMERGE Implementation Knowledge CheckЗаданиеIncremental Loading Mastery AssessmentЗадание
11Project: Data Modeling and Warehousing Fundamentals for Data Engineering5 материалов
Why This Project MattersЧтениеProject RequirementsЧтениеAssignment: Enterprise Data Warehouse ImplementationЧтениеGraded Quiz: Data Modeling and Warehousing Fundamentals for Data EngineeringЗаданиеSolution KeyЧтение