Configuring GrowthBook to work with BigQuery
This document outlines the steps needed to add your BigQuery database to GrowthBook.
1. Create a service account for GrowthBook
Within your Google Cloud console account, create a service account for GrowthBook to use
Create a service account name and account ID. On the next page you need to add 3 specific roles:
On the Grant page, add three (read only) permissions roles:
- BigQuery Data Viewer
- BigQuery Metadata Viewer
- BigQuery Job User
On the final page when creating a service account, you can skip the optional fields.
You should see the new service account listed, without a Key ID
. We need to add an access key to this account so the
credentials can be added to GrowthBook. Click on actions, and select Manage Keys
.
There are two ways to provide credentials to GrowthBook:
- Auto-discovery from environment variables or GCP metadata (only available when self-hosting)
- Upload a JSON key file for the service account
We're going to show how to do the JSON key file method. On the keys page, add a new key, and select JSON.
This will cause the JSON key to be downloaded to your computer.
2. Connect GrowthBook to BigQuery
From the Analysis -> Data Source page, click on add new data source and select BigQuery.
Add the names you'd like to use, and select the JSON key file that was downlaoded earlier.
Although the Default Project Name
and Default Dataset
is not required, it is helpful to set this to the correct
values for your database. You can get the name of these fields from the Google Cloud explorer. You will see the top level
project name, and when expanded, find the dataset which has your experiment exposure table (which will be experiment_viewed
if you use Segment or Rudderstack).
Once created, you will be prompted to use one of the existing data schemas.
This will pre-populate the experiment exposure query which is need to determine which user saw which experiment variation. Depending on your needs, you may still need to adjust these queries to match your specific schema.