Google Cloud Storage (GCS)
Overview
Google Cloud Storage (GCS) is a scalable, fully managed, and highly reliable object storage service offered by Google Cloud, designed to store and access data from anywhere in the world. It provides a secure and cost-effective way to store data, including in common data storage formats such as CSV and parquet. Rill supports natively connecting to GCS using the provided Google Cloud Storage URI of your bucket to retrieve and read files.
Local credentials
When using Rill Developer on your local machine (i.e. rill start
), Rill uses the credentials configured in your local environment using the Google Cloud CLI (gcloud
). Follow these steps to configure it:
-
Open a terminal window and run
gcloud auth list
to check if you already have the Google Cloud CLI installed and authenticated. -
If it did not print information about your user, follow the steps on Install the Google Cloud CLI. Make sure to run
gcloud init
after installation as described in the tutorial.
Once you have gcloud
installed, run this command to set your default credentials via the CLI:
gcloud auth application-default login
You have now configured Google Cloud access from your local environment. Rill will detect and use your credentials next time you try to ingest a source.
As an alternative, you can also run locally with assumed credentials such as a service account key. This is useful for when you have multiple profiles or may receive limited access to a bucket.
In that case, run the following command upon start - replacing the path_to_json_key_file
with the service account file:
GOOGLE_APPLICATION_CREDENTIALS=<path_to_json_key_file> rill start
If this project has already been deployed to Rill Cloud and credentials have been set for this source, you can use rill env pull
to pull these cloud credentials locally (into your local .env
file). Please note that this may override any credentials that you have set locally for this source.
Cloud deployment
When deploying a project to Rill Cloud, Rill requires a JSON key file to be explicitly provided for a Google Cloud service account with appropriate read access / permissions to the buckets used in your project.
When you first deploy a project using rill deploy
, you will be prompted to provide credentials for the remote sources in your project that require authentication.
If you subsequently add sources that require new credentials (or if you input the wrong credentials during the initial deploy), you can update the credentials used by Rill Cloud by running:
rill env configure
Note that you must cd
into the Git repository that your project was deployed from before running rill env configure
.
If you've configured credentials locally already (in your <RILL_PROJECT_DIRECTORY>/.env
file), you can use rill env push
to push these credentials to your Rill Cloud project. This will allow other users to retrieve / reuse the same credentials automatically by running rill env pull
.
Appendix
How to create a service account using the Google Cloud Console
Here is a step-by-step guide on how to create a Google Cloud service account with read-only access to GCS:
-
Navigate to the Service Accounts page under "IAM & Admin" in the Google Cloud Console.
-
Click the "Create Service Account" button at the top of the page.
-
In the "Create Service Account" window, enter a name for the service account, then click "Create and continue".
-
In the "Role" field, search for and select the "Storage Object Viewer" role. Click "Continue", then click "Done".
- This grants the service account access to data in all buckets. To only grant access to data in a specific bucket, leave the "Role" field blank, click "Done", then follow the steps described in Add a principal to a bucket-level policy.
-
On the "Service Accounts" page, locate the service account you just created and click on the three dots on the right-hand side. Select "Manage Keys" from the dropdown menu.
-
On the "Keys" page, click the "Add key" button and select "Create new key".
-
Choose the "JSON" key type and click "Create".
-
Download and save the JSON key file to a secure location on your computer.
How to create a service account using the gcloud
CLI
-
Open a terminal window and follow the steps on Install the Google Cloud CLI if you haven't already done so.
-
You will need your Google Cloud project ID to complete this tutorial. Run the following command to show it:
gcloud config get project
-
Replace
[PROJECT_ID]
with your project ID in the following command, and run it to create a new service account (optionally also replacerill-service-account
with a name of your choice):gcloud iam service-accounts create rill-service-account --project [PROJECT_ID]
-
Grant the service account access to data in Google Cloud Storage:
- To grant access to data in all buckets, replace
[PROJECT_ID]
with your project ID in the following command, and run it:gcloud projects add-iam-policy-binding [PROJECT_ID] \
--member="serviceAccount:rill-service-account@[PROJECT_ID].iam.gserviceaccount.com" \
--role="roles/storage.objectViewer" - To only grant access to data in a specific bucket, replace
[BUCKET_NAME]
and[PROJECT_ID]
with your details in the following command, and run it:gcloud storage buckets add-iam-policy-binding gs://[BUCKET_NAME] \
--member="serviceAccount:rill-service-account@[PROJECT_ID].iam.gserviceaccount.com" \
--role="roles/storage.objectViewer"
- To grant access to data in all buckets, replace
-
Replace
[PROJECT_ID]
with your project ID in the following command, and run it to create a key file for the service account:gcloud iam service-accounts keys create rill-service-account.json \
--iam-account rill-service-account@[PROJECT_ID].iam.gserviceaccount.com -
You have now created a JSON key file named
rill-service-account.json
in your current working directory.