How They dbt
A curated collection of publicly available resources on how data-driven organizations around the world utilize dbt
Introduction
Inspired by howtheytest and howtheysre, How They dbt is a curated knowledge repository of dbt best practices adopted by data-driven organizations around the world.
Many companies regularly come forward and share their best practices and techniques various public platforms like blogs, conferences & other events. These dispersed resources are gathered and curated in this repository.
Topics
- Model organization
- Testing
- Continuous integration & running dbt in production
Organizations & how they use dbt
Dagster
Resources
- Dagster and dbt: Better Together
- dbt Examples
- Identifying model deprecation and optimization candidates + exposure updates: Good Data at Good Eggs: Using Dagster to manage the data platform
- Orchestrating dbt with Dagster (video)
dbt Labs
Resources
Blog posts
- Practical tips to get the best out of Data Build Tool (dbt) — Part 1
- Practical tips to get the best out of Data Build Tool (dbt) — Part 2
- One analyst's guide for going from good to great
Ecosystem
dbt packages make up a significant portion of the dbt ecosystem and there's an existing list of packages in the dbt hub. This section focuses on adapters and other tools, such as CLIs and linters, related to dbt development.
dbt adapters
Adapters that are not listed in the list of Fishtown and community supported adapters:
dbt tools
- dbt-helper - A helper tool for dbt development and data warehouse management
- pre-commit-dbt - Pre-commit hooks to ensure the quality of your dbt projects
- dbt-sugar - A tool for measuring test and documentation coverage of your dbt projects
- dbt-container-skeleton - Easily set up a containerized dbt developer environment
- dbt-ipy - Run dbt commands inside a IPython session (Jupyter notebook)
- dbt-profiler - A tool for profiling dbt relations
- dbt-datamocktool - A simple package for unit testing dbt projects
- olivertwist - A dag auditing tool that audits the dbt dag and generates a summary report
- fal - A tool for running Python inside your dbt project
Related tools
- SQLFluff - A SQL linter and auto-formatter
- dtspec - Run unit-test style tests for data transformations, includes dbt-specific CLI
Other curated dbt collections
There are plenty of other dbt collections out there. Here's a few:
- awesome-dbt - A curated list of awesome dbt resources
- dbt-tips - A collection of dbt Tips and Tricks
Contributors
Contribution
Contributions welcome! Read the contribution guidelines first.