The Data Bootcamp: Transform your Data using dbt™

Overview

Are you looking for a cutting-edge way to extract load and transform your data? Do you want to know more about dbt™ and how to use it?

Well, this is the course for you. Welcome to The dbt™ Bootcamp:

Transform your Data using dbt™.

Syllabus

• Introduction to Data Transformation and dbt™
Overview of ELT (Extract, Load, Transform)
Introduction to dbt™ and its role in data transformation
Setting up your environment for dbt™
• Installing and Configuring dbt™
Installing dbt™
Configuring your dbt™ project
Understanding dbt™ project structure
• dbt™ Core Concepts
Models and SQL files
Sources and seeds
Tests and documentation
Version control and collaboration
• Building Data Models with dbt™
Creating and managing dbt™ models
Using Jinja templating in SQL
Ref and source functions
• Testing and Validating Data with dbt™
Writing tests for data integrity
Understanding different types of tests
Running and interpreting test results
• Documentation and Data Lineage with dbt™
Generating documentation
Understanding data lineage
Using dbt™'s documentation site
• Advanced dbt™ Techniques
Macros and custom schema tests
Incremental models
Handling large datasets
• Deploying and Scheduling dbt™ Models
Integrating with cloud platforms
Automating dbt™ runs
Managing dbt™ in production environments
• Case Studies and Real-World Applications
Industry use cases of dbt™
Lessons learned from successful dbt™ implementations
• Capstone Project
Design and implement a complete data pipeline using dbt™
Present and review project outcomes
• Course Wrap-up and Next Steps
Recap of key concepts
Resources for continued learning and support

Taught by

Vantage Data

Subjects

Business