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Modern Data Stack Transformation (T-in-ELT)

Modern Data Stack Transformation (T-in-ELT)

Discipline: Data Engineer | Module: Module 3: ETL/ELT Pipeline Engineering, Streaming & Orchestration | Estimated Study Time: 20 Hours

Welcome to Modern Data Stack Transformation (T-in-ELT). This topic delivers foundational and advanced concepts designed for production engineering and real-world workflows.

Key Learning Objectives

  1. SQL-First Transformations (dbt - Data Build Tool, Models, Materializations)
  2. Development Lifecycle (dbt Tests, Documentation Generation, Ephemeral Models)

Detailed Curriculum Breakdown

SQL-First Transformations (dbt - Data Build Tool, Models, Materializations)

Explore the fundamental principles, real-world patterns, and best practices for SQL-First Transformations (dbt - Data Build Tool, Models, Materializations). Practice hands-on implementations to master these concepts.

// Code Example: SQL-First Transformations (dbt - Data Build Tool, Models, Materializations)
// Implement verified patterns for production use
console.log("Mastering SQL-First Transformations (dbt - Data Build Tool, Models, Materializations)");

Development Lifecycle (dbt Tests, Documentation Generation, Ephemeral Models)

Explore the fundamental principles, real-world patterns, and best practices for Development Lifecycle (dbt Tests, Documentation Generation, Ephemeral Models). Practice hands-on implementations to master these concepts.

// Code Example: Development Lifecycle (dbt Tests, Documentation Generation, Ephemeral Models)
// Implement verified patterns for production use
console.log("Mastering Development Lifecycle (dbt Tests, Documentation Generation, Ephemeral Models)");

Practical Application & Exercises

  1. Architecture Review: Evaluate how Modern Data Stack Transformation (T-in-ELT) integrates with upstream and downstream systems.
  2. Implementation Challenge: Build a functional prototype demonstrating each of the subtopics.
  3. Validation & Testing: Verify performance and error handling under edge-case scenarios.

Summary Checklist