dbt Core vs dbt Cloud

Introduction

dbt helps you organize and run your data transformations. Knowing the difference between dbt Core and dbt Cloud helps you pick the right tool for your data projects.

You want to build data models and transformations using SQL.

You need a free, open-source tool to run dbt on your own computer or server.

You want a managed service with a user-friendly interface and scheduling.

You want to collaborate with a team on data projects easily.

You want to monitor and document your data transformations with less setup.

Syntax

dbt

dbt Core: Command-line tool you install and run locally or on your server.
dbt Cloud: Web-based platform with UI, scheduling, and collaboration features.

dbt Core is free and open-source.

dbt Cloud offers extra features like a web interface and job scheduling.

Examples

Use this when you want to run dbt locally or in your own environment.

dbt

dbt Core example:
dbt run

This runs your data models from the command line.

This is easier for teams who want a visual interface and automatic scheduling.

dbt

dbt Cloud example:
Use the web dashboard to run jobs and see logs.

Sample Program

This example shows the difference in how you run dbt Core and dbt Cloud. dbt Core uses the command line, while dbt Cloud uses a web interface.

dbt

# This is a conceptual example showing how you might run dbt Core vs dbt Cloud

# dbt Core (run in terminal):
# > dbt run

# dbt Cloud (run in web UI):
# 1. Log in to dbt Cloud
# 2. Select your project
# 3. Click 'Run' to execute models

print('dbt Core runs via command line')
print('dbt Cloud runs via web interface with extra features')

Important Notes

dbt Core requires you to manage your own environment and scheduling.

dbt Cloud simplifies collaboration and monitoring but may have costs for advanced features.

Both use the same core dbt language and SQL models.

Summary

dbt Core is a free, command-line tool you run yourself.

dbt Cloud is a paid, web-based platform with extra features like scheduling and UI.

Choose based on your team's needs for ease, collaboration, and control.