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Automate, Analyze, and Validate Data Quality · LearnSpace
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Automate, Analyze, and Validate Data Quality

Курс от Coursera
Продвинутый≈ 3.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Data quality failures cost organizations millions in bad decisions and lost trust. This advanced course transforms you into a data quality architect who can prevent these failures before they happen. This Short Course was created to help data engineers and analysts accomplish bulletproof data validation automation that catches issues before they impact business decisions. By completing this course, you'll be able to embed automated quality checks directly into your data pipelines, systematically diagnose validation failures to their root cause, and build reusable SQL frameworks that scale across your entire data ecosystem. By the end of this course, you will be able to: - Apply automated data quality tests to data models - Analyze validation failures to pinpoint the root cause - Create a reusable SQL validation framework based on table statistics This course is unique because it focuses on building systematic, code-based validation solutions rather than manual testing approaches, giving you the skills to automate data governance at enterprise scale. To be successful in this project, you should have a background in SQL, data pipeline concepts, and database system fundamentals.

Навыки, которые вы освоите

Statistical AnalysisSQLData ValidationMetadata ManagementData ModelingData GovernanceRoot Cause AnalysisData IntegrityData PipelinesVerification And ValidationAnalytical SkillsFailure AnalysisData QualityScalability

Программа курса

3 модулей · 20 учебных материалов

01Module 1: Apply Automated Data Quality Tests to Data Models7 материалов
Why Data Quality Automation Prevents Million-Dollar MistakesВидеоEssential Components of Automated Data Quality TestingВидеоImplementing dbt Tests for Production Data ModelsЧтениеBuilding Automated dbt Tests for Customer Data ModelsВидео

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Преподаватель курса

Automate, Analyze, and Validate Data Quality
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 3.4 ч

3 модулей

Язык: Английский

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

Часть программы вашего университета
Implementing Production-Ready Data Quality Testing StrategiesDIALOGUE
Implement Comprehensive dbt Test Suite for Sales Data ModelЗадание
Automated Data Quality Testing ValidationЗадание
02Module 2: Analyze Validation Failures to Pinpoint Root Cause5 материалов
Why Root Cause Analysis Prevents Recurring Data Quality FailuresDIALOGUESystematic Approaches to Data Quality Failure InvestigationЧтениеData Lineage Analysis for Failure InvestigationВидеоConduct Root Cause Analysis for Production Data Quality FailureЗаданиеRoot Cause Analysis Methodology ValidationЗадание
03Module 3: Build SQL Validation Frameworks Using Metadata & Table Statistics8 материалов
Why Reusable Validation Frameworks Scale Data Quality Across OrganizationsВидеоMetadata-Driven SQL Validation Framework ArchitectureЧтениеBuilding SQL Validation Templates Using Database MetadataВидеоCreating Automated SQL Validation Framework with Statistical AnalysisВидеоBuild Enterprise SQL Validation Framework with Statistical ThresholdsЗаданиеExtend a SQL Validation Framework with Null Pattern and Accepted Value TemplatesЛабораторнаяSQL Validation Framework Fundamentals Knowledge CheckЗаданиеSQL Validation Framework Mastery AssessmentЗадание