/dataform

Dataform is a framework for managing SQL based data operations in BigQuery, Snowflake, and Redshift

Primary LanguageTypeScriptMIT LicenseMIT

Dataform Core

Dataform core is an open source meta-language to create SQL tables and workflows in BigQuery. Dataform core extends SQL by providing a dependency management system, automated data quality testing, and data documentation.

Using Dataform core, data teams can build scalable SQL data transformation pipelines following software engineering best practices, like version control and testing.

Data collections and integrations feed into Dataform, which exports this data to BI and analytics tools.

Data modeling with Dataform

A simple Dataform DAG illustrating table dependency

Note: we have recently undergone a documentation transition from docs.dataform.co to cloud.google.com/dataform/docs. Content hosted on the old document site is published from the main_v1 branch.

Get started

With the CLI

You can install the Dataform CLI tool using the following command line. Follow the docs to get started.

npm i -g @dataform/cli

In Google Cloud Platform

Dataform in Google Cloud Platform provides a fully managed experience to build scalable data transformations pipelines in BigQuery using SQL. It includes:

  • a cloud development environment to develop data assets with SQL and Dataform core and version control code with GitHub, GitLab, and other Git providers.
  • a fully managed, serverless orchestration environment for data pipelines, fully integrated in Google Cloud Platform.

You can learn more on cloud.google.com/dataform.

How it works

Example Projects

Want to report a bug or request a feature?

  • For Dataform core / open source requests, you can open an issue in GitHub.
  • For Dataform in Google Cloud Platform, you can file a bug here, and file feature requests here.

Want to contribute?

Check out our contributors guide to get started with setting up the repo.