Declare a data source

This document shows you how to declare BigQuery data sources with Dataform core.

You can declare any BigQuery table type as a data source in Dataform. Declaring BigQuery data sources that are external to Dataform lets you treat those data sources as Dataform objects.

Declaring data sources is optional, but can be useful when you want to do the following:

  • Reference or resolve declared sources in the same way as any other table in Dataform.
  • View declared sources in the visualized Dataform graph.
  • Use Dataform to manage the table-level and column-level descriptions of externally created tables.
  • Trigger workflow invocations that include all the dependents of an external data source.

You can declare data sources using JavaScript or SQLX files. In a JavaScript file, you can declare multiple data sources per file. In a SQLX file, you can declare one data source per file.

Before you begin

Before you declare a data source, create and initialize a development workspace in your repository.

Required roles

To get the permissions that you need to declare a data source, ask your administrator to grant you the Dataform Editor (roles/dataform.editor) IAM role on workspaces. For more information about granting roles, see Manage access to projects, folders, and organizations.

You might also be able to get the required permissions through custom roles or other predefined roles.

Create a JavaScript file for multiple data source declarations

Store JavaScript files for data source declarations in the definitions/ directory. To create a new JavaScript file in the definitions/ directory, follow these steps:

  1. In the Google Cloud console, go to the Dataform page.

    Go to the Dataform page

  2. Select a repository.

  3. Select a development workspace.

  4. In the Files pane, next to definitions/, click the More menu.

  5. Click Create file.

  6. In the Create new file pane, do the following:

    1. In the Add a file path field, after definitions/, enter the name of the file followed by .js. For example, definitions/declarations.js.

      Filenames can only include numbers, letters, hyphens, and underscores.

    2. Click Create file.

Add a declaration to a JavaScript file

You can declare multiple data sources per JavaScript file. To add a new declaration, follow these steps:

  1. In your development workspace, in the Files pane, click your JavaScript file for data source declarations.

  2. In the file, for each data source, add the following code snippet:

    declaration({
  database: "DATABASE",
  schema: "SCHEMA",
  name: "NAME",
})

    Replace the following:

    • DATABASE: the project ID of the project which contains the data source.
    • SCHEMA: the BigQuery dataset in which the data source exists.
    • NAME: the name of the table or view that you want to use as the data source. You can later use that name to reference the data source in Dataform.

Create a SQLX file for data source declaration

Store SQLX files for data source declarations in the definitions/ directory. To create a new SQLX file in the definitions/ directory, follow these steps:

  1. In the Google Cloud console, go to the Dataform page.

    Go to the Dataform page

  2. Select a repository.

  3. Select a development workspace.

  4. In the Files pane, next to definitions/, click the More menu.

  5. Click Create file.

  6. In the Create new file pane, do the following:

    1. In the Add a file path field, after definitions/, enter the name of the file followed by .sqlx. For example, definitions/dataset-declaration.sqlx.

      Filenames can only include numbers, letters, hyphens, and underscores.

    2. Click Create file.

Declare a data source

You can declare one data source per a SQLX declaration file. To declare a data source in the configuration block of an SQLX file, follow these steps:

  1. In your development workspace, in the Files pane, click your SQLX file for data source declaration.

  2. In the file, enter the following code snippet:

    config {
  type: "declaration",
  database: "DATABASE",
  schema: "SCHEMA",
  name: "NAME",
}

    Replace the following:

    • DATABASE: the project ID of the project which contains the data source.
    • SCHEMA: the BigQuery dataset in which the data source exists.
    • NAME: the name of the table or view that you want to use as the data source. You can later use that name to reference the data source in Dataform.

  3. Optional: Click Format.

The following code sample shows a sample declaration of the shakespeare table in the samples dataset of the bigquery-public-data project as a data source:

    config {
      type: "declaration",
      database: "bigquery-public-data",
      schema: "samples",
      name: "shakespeare",
    }

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