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.
Learners will implement automated data quality tests directly into data models using SQL-based validation frameworks.
涵盖的内容
3个视频1篇阅读材料2个作业
显示有关单元内容的信息
3个视频•总计13分钟
Why Data Quality Automation Prevents Million-Dollar Mistakes•2分钟
Essential Components of Automated Data Quality Testing•5分钟
Building Automated dbt Tests for Customer Data Models•6分钟
1篇阅读材料•总计12分钟
Implementing dbt Tests for Production Data Models•12分钟
2个作业•总计24分钟
Implement Comprehensive dbt Test Suite for Sales Data Model•18分钟
Automated Data Quality Testing Validation•6分钟
Module 2: Analyze Validation Failures to Pinpoint Root Cause
第 2 单元•小时 后完成
单元详情
Learners will systematically investigate data quality failures using data lineage, system logs, and analytical techniques to identify underlying causes.
涵盖的内容
1个视频1篇阅读材料2个作业
显示有关单元内容的信息
1个视频•总计7分钟
Data Lineage Analysis for Failure Investigation•7分钟
1篇阅读材料•总计12分钟
Systematic Approaches to Data Quality Failure Investigation•12分钟
2个作业•总计27分钟
Conduct Root Cause Analysis for Production Data Quality Failure•20分钟
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