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Building Automated Data Pipelines with Spark,dbt,and Airflow · LearnSpace
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Building Automated Data Pipelines with Spark,dbt,and Airflow

Курс от Coursera
Начальный≈ 11 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

You'll master the art of building production-ready data pipelines that automatically process millions of records. In this hands-on course, you'll design end-to-end workflows that integrate diverse data sources—from databases and APIs to real-time streams—using industry-standard tools like Apache Spark, dbt, and Apache Airflow. You'll learn to create robust data models that preserve historical changes, implement performance optimizations that reduce processing time by 30% or more, and build automated workflows with intelligent retry logic and monitoring alerts. By the end, you'll have created a complete data pipeline system that demonstrates the technical skills data engineering teams need most. You'll know how to unify fragmented data sources, apply advanced transformation techniques, and ensure your pipelines run reliably at scale. This practical experience directly translates to the challenges you'll face as a data engineer, data analyst, or anyone working with large-scale data systems in modern organizations.

Навыки, которые вы освоите

Data PipelinesApache AirflowApache SparkData Flow Diagrams (DFDs)Data TransformationDiagram DesignData ArchitectureData ModelingData MappingData ProcessingData WarehousingDatabase DevelopmentExtract, Transform, LoadService LevelEnterprise SecurityData IntegrationDataflow

Программа курса

11 модулей · 70 учебных материалов

01Understanding Data Flow Diagram Fundamentals7 материалов
Why Data Flow Visualization Drives Engineering SuccessВидеоEssential Components of Professional Data Flow DiagramsЧтениеSystematic Approach to Identifying Sources and DestinationsВидеоTransformation Mapping Principles for Complex Data PipelinesЧтение

Учитесь у экспертов

Professionals from the Industry

Преподаватель курса

Building Automated Data Pipelines with Spark,dbt,and Airflow
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 11 ч

11 модулей

Язык: Английский

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

Часть программы вашего университета
Creating Your First Data Flow DiagramВидео
Planning Your First Data Flow DiagramDIALOGUE
Data Flow Fundamentals Knowledge CheckЗадание
02Creating Comprehensive Data Flow Diagrams 8 материалов
Advancing Your Data Flow Visualization SkillsDIALOGUEAdvanced Diagramming Techniques for Complex Data SystemsВидеоEnterprise Data Flow Best Practices and Industry StandardsЧтениеMapping Complex Multi-System Data PipelinesВидеоValidation and Review Processes for Data Flow DocumentationЧтениеCreate Complete Enterprise Data Flow DiagramЗаданиеAdvanced Data Flow Concepts Knowledge CheckЗаданиеComprehensive Data Flow Mastery AssessmentЗадание
03Modular Pipeline Development - Foundation & Core4 материалов
Fundamentals of Modular Data Pipeline ArchitectureЧтениеOpen Source Tool Ecosystem: Spark, dbt, and Airflow IntegrationВидеоDesigning Component Interfaces and Data ContractsDIALOGUEModular Pipeline Design Fundamentals AssessmentЗадание
04Pipeline Implementation & Integration - Application & Assessment6 материалов
Strategic Value of Modular Pipeline ArchitectureDIALOGUEEnd-to-End Pipeline Integration PatternsЧтениеImplementing Complete Pipeline Integration with Spark, dbt, and AirflowЧтениеEnd-to-End Pipeline Development ProjectЗаданиеModular Pipeline Integration and Coordination QuizЗаданиеComprehensive Modular Pipeline Development AssessmentЗадание
05Connector Configuration Foundations6 материалов
Why Data Source Unification Matters for Enterprise SuccessВидеоUnderstanding Connector Architecture and Integration PatternsЧтениеAirbyte Connector Fundamentals - Your Integration FoundationВидеоProfessional Guide: Configuring Your First Database Connector Step-by-StepЧтениеConnector Planning for Your Work ContextDIALOGUEConnector Configuration Foundation Knowledge Check Задание
06Unified Data Integration Implementation7 материалов
Enterprise Integration Success Stories - Why Multi-Source Unity Matters ВидеоAuthentication and Security Patterns for Production Connectors ЧтениеStreaming and API Connector Configuration MasteryВидеоMulti-Source Data Integration: A How-To GuideЧтениеMulti-Source Integration Strategy DevelopmentDIALOGUEMulti-Source Integration Configuration CheckЗаданиеConnector Configuration Mastery Assessment Задание
07SCD2 Historical Tracking Fundamentals6 материалов
Why SCD2 Matters in Enterprise Data WarehousesВидеоUnderstanding SCD2 Core Components and Business Logic ВидеоSCD2 Implementation Patterns and Data Model DesignЧтениеBuilding Your First SCD2 Table Structure in SQLВидеоAnalyzing Your SCD2 Implementation StrategyDIALOGUESCD2 Fundamentals Knowledge CheckЗадание
08dbt SCD2 Model Implementation8 материалов
dbt SCD2 Mastery Your Implementation Confidence CheckDIALOGUEWhy dbt Transforms SCD2 Implementation for Data TeamsЧтениеdbt Snapshots for Automated SCD2 Change DetectionВидеоdbt SCD2 Implementation Patterns and Production Considerations ЧтениеBuilding Complete dbt SCD2 Model with Validity PeriodsВидеоBuild Production SCD2 Data Model for Product Dimensions Заданиеdbt SCD2 Implementation Knowledge Check ЗаданиеSCD2 Implementation Mastery Assessment Задание
09Workflow Design Principles - Foundation6 материалов
The Cost of Fragile Data PipelinesВидеоApache Airflow Fundamentals for Production WorkflowsВидеоDesign Principles for Robust Data WorkflowsЧтениеBuilding Your First Production-Ready DAG StructureВидеоDesigning Workflow Architecture for Production ResilienceDIALOGUEWorkflow Design Principles AssessmentЗадание
10Production Implementation - Core Application & Assessment7 материалов
When Production Workflows Save Business OperationsВидеоProduction Implementation Patterns and Best PracticesЧтениеImplementing Advanced Production Patterns in AirflowВидеоProduction Pattern Decision FrameworkDIALOGUEBuilding Production-Ready Airflow DAGs with Retry Logic and SLA MonitoringЛабораторнаяProduction Implementation Patterns AssessmentЗаданиеProduction Workflow Mastery AssessmentЗадание
11Project: Building Automated Data Pipelines with Spark, dbt, and Airflow5 материалов
Why This Project MattersЧтениеProject RequirementsЧтениеAssignment: Data Pipeline Automation SystemЧтениеGraded Quiz: Building Automated Data Pipelines with Spark, dbt, and AirflowЗаданиеSolution KeyЧтение