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In diesem Kurs gibt es 3 Module
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.
Das ist alles enthalten
3 Videos1 Lektüre2 Aufgaben
Infos zu Modulinhalt anzeigen
3 Videos•Insgesamt 13 Minuten
Why Data Quality Automation Prevents Million-Dollar Mistakes•2 Minuten
Essential Components of Automated Data Quality Testing•5 Minuten
Building Automated dbt Tests for Customer Data Models•6 Minuten
1 Lektüre•Insgesamt 12 Minuten
Implementing dbt Tests for Production Data Models•12 Minuten
2 Aufgaben•Insgesamt 24 Minuten
Implement Comprehensive dbt Test Suite for Sales Data Model•18 Minuten
Automated Data Quality Testing Validation•6 Minuten
Module 2: Analyze Validation Failures to Pinpoint Root Cause
Modul 2•1 Stunde abzuschließen
Moduldetails
Learners will systematically investigate data quality failures using data lineage, system logs, and analytical techniques to identify underlying causes.
Das ist alles enthalten
1 Video1 Lektüre2 Aufgaben
Infos zu Modulinhalt anzeigen
1 Video•Insgesamt 7 Minuten
Data Lineage Analysis for Failure Investigation•7 Minuten
1 Lektüre•Insgesamt 12 Minuten
Systematic Approaches to Data Quality Failure Investigation•12 Minuten
2 Aufgaben•Insgesamt 27 Minuten
Conduct Root Cause Analysis for Production Data Quality Failure•20 Minuten
Root Cause Analysis Methodology Validation•7 Minuten
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