Course Outline

Introduction

  • The Philosophy and Principles of dbt / What is dbt?
  • dbt vs Traditional ETL Processes
  • An Overview of dbt Features and Architecture
  • Beyond dbt: An Introduction to dbt Cloud

Understanding dbt Cloud

  • The Lifecycle of a dbt Project in dbt Cloud
  • How dbt Cloud Integrates with Data Warehousing and Transformation Workflows for Government

Getting Started with dbt Cloud

  • Setting Up the Development Environment on dbt Cloud for Government
  • Connecting dbt Cloud to Your Data Warehouse for Government
  • Creating a dbt Project in dbt Cloud for Government
  • Running dbt Commands in dbt Cloud for Government
  • Collaborating with Team Members on a dbt Project in dbt Cloud for Government

Working with dbt Models

  • Understanding dbt Models for Government
  • Building a dbt Model for Government
  • Transforming Data Using dbt for Government
  • Working with Incremental Models in dbt for Government
  • Implementing Macros and Custom Functions in dbt for Government

Managing dbt Projects in dbt Cloud

  • Using the dbt Cloud Interface to Manage and Deploy Projects for Government
  • Creating Schedules and Triggering dbt Jobs for Government
  • Creating and Managing Environments in dbt Cloud for Government
  • Deploying dbt Projects to Production for Government
  • Setting Up Notifications and Alerts for Government

Integrating dbt Cloud with Other Tools

  • Using dbt Cloud with Git and Version Control for Government
  • Integrating dbt Cloud with Other Cloud-Based Data Warehousing and Transformation Tools for Government

Troubleshooting and Debugging

  • How to Debug and Troubleshoot dbt Projects in dbt Cloud for Government
  • Using Logs to Diagnose Issues for Government
  • Best Practices for Maintaining dbt Cloud Projects for Government

Summary and Next Steps

Requirements

  • An understanding of data modeling and SQL for government applications
  • Experience with SQL and command-line interface (CLI) in a government context
  • Python programming experience relevant to public sector projects

Audience

  • Data Engineers for government agencies
  • Data Analysts working in the public sector
  • Data Scientists supporting government initiatives
 21 Hours

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