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There are 2 modules in this course
Transform your data engineering expertise with advanced validation and historization techniques that ensure bulletproof data integrity. This course equips you with the critical skills to programmatically verify transformation accuracy through automated checksum validation and build enterprise-grade reusable logic for tracking historical changes in dimensional data.
This Short Course was created to help data management and engineering professionals accomplish reliable, auditable data transformations that maintain complete historical accuracy.
By completing this course, you'll be able to implement automated data validation workflows that catch discrepancies before they impact downstream systems, and architect modular SCD2 logic that can be deployed across multiple dimensional tables with confidence.
By the end of this course, you will be able to:
Evaluate data transformation accuracy by comparing aggregate checksums and flagging discrepancies
Create reusable transformation logic to track historical changes in dimensional data
This course is unique because it combines practical validation techniques with enterprise-scalable historical tracking patterns, focusing on real-world implementation challenges that data engineers face daily.
To be successful in this project, you should have a background in advanced SQL, data warehousing concepts, ETL/ELT processes, and experience with dimensional modeling.
Learners will master automated checksum validation techniques to systematically verify data transformation accuracy and flag discrepancies before they impact downstream systems.
What's included
4 videos1 reading1 assignment
Show info about module content
4 videos•Total 39 minutes
Why Data Validation Saves Careers and Companies •3 minutes
Fundamentals of Checksum-Based Data Validation •8 minutes
Building Automated Validation Workflows Step-by-Step•17 minutes
1 reading•Total 10 minutes
Advanced Checksum Techniques for Enterprise Data Validation•10 minutes
1 assignment•Total 3 minutes
Data Validation Fundamentals Knowledge Check•3 minutes
Module 2: Reusable Historical Change Tracking
Module 2•1 hour to complete
Module details
Learners will architect modular SCD2 (Slowly Changing Dimension Type 2) logic that can be deployed across multiple dimensional tables to systematically track historical changes with enterprise-grade reliability.
What's included
2 videos1 reading2 assignments1 ungraded lab
Show info about module content
2 videos•Total 28 minutes
SCD2 Implementation Fundamentals and Reusable Logic Design •13 minutes
Building Parameterized SCD2 Logic Step-by-Step•15 minutes
1 reading•Total 10 minutes
Enterprise SCD2 Architecture Patterns and Best Practices•10 minutes
2 assignments•Total 13 minutes
Enterprise SCD2 Mastery Assessment•10 minutes
SCD2 Implementation and Architecture Knowledge Check•3 minutes
1 ungraded lab•Total 18 minutes
Building Reusable SCD2 Logic for Enterprise Dimensional Data•18 minutes
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Is financial aid available?
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