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Data Storage and Management for Big Data · LearnSpace
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Data Storage and Management for Big Data

Курс от Microsoft
Средний≈ 28.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course provides a comprehensive overview of data storage and management approaches for big data. Learners will explore structured, semi-structured, and unstructured data formats, compare SQL and NoSQL database technologies, and implement data lakes and data warehouses. The course includes working with various file formats and understanding the differences between batch and real-time processing approaches. Course Learning Objectives: By the end of this course, you will be able to: - Compare and implement SQL and NoSQL database solutions for different big data scenarios - Work effectively with structured, semi-structured, and unstructured data formats - Design and implement data lakes and data warehouses for big data workloads - Build data pipelines using ETL and ELT approaches with Azure Data Factory - Differentiate between batch and real-time processing methodologies and implement appropriate solutions

Навыки, которые вы освоите

Data StorageData LakesReal Time DataData ManagementAzure Synapse AnalyticsData ArchitectureData Storage TechnologiesNoSQLMicrosoft AzureData PipelinesData GovernanceData ProcessingExtract, Transform, LoadData TransformationData IntegrationData WarehousingDatabase SystemsAnalyticsDatabasesDatabase Management Systems

Программа курса

5 модулей · 101 учебных материалов

01Data Storage Technologies (SQL vs NoSQL)20 материалов

Relational Databases for Big Data

When Relational Databases Hit Their LimitsВидеоRelational Databases in the Big Data EraЧтениеOptimizing SQL Server for Big Data WorkloadsВидеоSQL Performance Optimization and Delta Lake Operations

Учитесь у экспертов

Microsoft

Преподаватель курса

Data Storage and Management for Big Data
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 28.6 ч

5 модулей

Язык: Английский

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

Часть программы вашего университета
Задание
Assessing Your Database Scaling NeedsDIALOGUE
Database Performance Analysis and Lakehouse OperationsЗадание
Relational Database Limitations AssessmentЗадание

NoSQL Database Categories

Breaking Free from TablesВидеоNoSQL Database LandscapeЧтениеMapping Data Patterns to NoSQL TypesВидеоChoosing Your NoSQL StrategyDIALOGUENoSQL Decision FrameworkЗаданиеNoSQL Database Selection AssessmentЗадание

Implementing NoSQL Solutions

Cosmos DB Success StoriesВидеоAzure Cosmos DB Implementation GuideЧтениеBuilding Production-Ready Cosmos DB SolutionsВидеоOptimizing Your Cosmos DB DesignDIALOGUECosmos DB ImplementationЗаданиеCosmos DB Best Practices AssessmentЗаданиеDatabase Technologies Mastery AssessmentЗадание
02Working with Data Formats (Structured, Semi-structured, Unstructured)20 материалов

Structured Data Formats

The Foundation of Data AnalyticsВидеоStructured Data Best PracticesЧтениеProcessing Structured Data with Azure Data FactoryВидеоDesigning Robust Data StructuresDIALOGUEStructured Data PipelineЗадание Structured Data Management AssessmentЗадание

Semi-structured Data Formats

Embracing Flexible Data StructuresВидеоSemi-structured Data Processing TechniquesЧтениеData Format Conversions with Azure Data FactoryВидеоJSON Data TransformationЗаданиеHandling Schema VariabilityDIALOGUEFormat Transformation PipelineЗадание

Unstructured Data and Big Data File Formats

Optimizing for Scale and PerformanceВидеоBig Data File Format OptimizationЧтениеFile Format Performance AnalysisВидеоSelecting Optimal File FormatsDIALOGUEFile Format Performance ComparisonЗаданиеFile Format Optimization AssessmentЗадание
03Data Lakes and Data Warehouses Implementation19 материалов

Data Lake Architecture and Implementation

Building the Foundation for Data-Driven InnovationВидеоData Lake Architecture Best PracticesЧтениеImplementing Data Lake ZonesВидеоPlanning Your Data Lake StrategyDIALOGUEData Lake ImplementationЗаданиеData Lake Design Principles AssessmentЗадание

Data Warehouse Fundamentals

The Art and Science of Dimensional ModelingВидеоDimensional Modeling for Big DataЧтениеDesigning Effective Data Warehouse SchemasВидеоOptimizing Your Warehouse DesignDIALOGUEDimensional Model DesignЗаданиеDimensional Modeling Concepts AssessmentЗадание

Implementing Azure Synapse Analytics

Synapse Analytics in ProductionВидеоAzure Synapse Analytics Best PracticesЧтениеBuilding Production Synapse SolutionsВидеоOptimizing Synapse Performance and CostDIALOGUESynapse Analytics ImplementationЗаданиеSynapse Implementation Best Practices AssessmentЗадание
04Building Data Pipelines (ETL/ELT with Azure Data Factory)21 материалов

ETL vs ELT Approaches

The Great ETL vs ELT DebateВидеоETL vs ELT Strategic Decision FrameworkЧтениеArchitecting ETL and ELT SolutionsВидеоChoosing Your Integration StrategyDIALOGUEETL vs ELT AnalysisЗаданиеData Integration Strategy AssessmentЗадание

Implementing Azure Data Factory

Data Factory as the Integration HubВидеоAzure Data Factory Implementation GuideЧтениеBuilding Your First Data Factory PipelineВидеоAzure Data Factory Pipeline JSONЗаданиеOrganizing Your Data Integration ProjectsDIALOGUEData Factory Pipeline CreationЗаданиеData Factory Fundamentals AssessmentЗадание

Advanced Data Pipeline Features

Production-Ready Pipeline EngineeringВидеоAdvanced Data Factory Pipeline DesignЧтениеEngineering Robust Data PipelinesВидеоAdvanced Data Factory Pipeline ConfigurationЗаданиеDesigning for Reliability and ScaleDIALOGUEAdvanced Pipeline DevelopmentЗадание
05Batch and Real-Time Processing Fundamentals21 материалов

Batch Processing Fundamentals

The Power of Batch Processing at ScaleВидеоBatch Processing Architecture PatternsЧтениеImplementing Batch Processing WorkflowsВидеоOptimizing Batch Processing PerformanceDIALOGUEBatch Processing Solution DesignЗаданиеBatch Processing Design AssessmentЗадание

Real-Time Processing Concepts

The Need for Speed in Data ProcessingВидеоStream Processing Architecture FundamentalsЧтениеDesigning Real-Time Processing SolutionsВидеоBalancing Latency and Throughput RequirementsDIALOGUEReal-Time Architecture AnalysisЗаданиеStream Processing Concepts AssessmentЗадание

Implementing Batch and Streaming Solutions

Bringing Real-Time Processing to LifeВидеоAzure Streaming Services ImplementationЧтениеBuilding Streaming Data SolutionsВидеоEvent Hubs Producer/Consumer ImplementationЗаданиеIntegrating Batch and Stream ProcessingDIALOGUEStreaming Solution ImplementationЗадание
Semi-structured Data Processing AssessmentЗадание
Data Formats Mastery AssessmentЗадание
Data Storage Architecture Mastery AssessmentЗадание
Advanced Pipeline Design AssessmentЗадание
Data Pipeline Engineering Mastery AssessmentЗадание
Streaming Implementation AssessmentЗадание
Processing Models Mastery AssessmentЗадание
Comprehensive Data Storage and Integration Solution - ProjectЗадание