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URL: https://www.cdata.com/kb/tech/lakebase-odbc-ssas-tabular.rst

⇱ Create SSAS Tabular Models from Lakebase Data


Create SSAS Tabular Models from Lakebase Data

πŸ‘ Dibyendu Datta
Dibyendu Datta
Lead Technology Evangelist
How to build a SQL Server Analysis Service Tabular Model from Lakebase data using CData drivers.

SQL Server Analysis Services (SSAS) is an analytical data engine used in decision support and business analytics. It provides enterprise-grade semantic data models for business reports and client applications, such as Power BI, Excel, Reporting Services reports, and other data visualization tools. When paired with the CData ODBC Driver for Lakebase, you can create a tabular model from Lakebase data for deeper and faster data analysis.

Create a Connection to Lakebase Data

If you have not already, first specify connection properties in an ODBC DSN (data source name). This is the last step of the driver installation. You can use the Microsoft ODBC Data Source Administrator to create and configure ODBC DSNs.

To connect to Databricks Lakebase, start by setting the following properties:
  • DatabricksInstance: The Databricks instance or server hostname, provided in the format instance-abcdef12-3456-7890-abcd-abcdef123456.database.cloud.databricks.com.
  • Server: The host name or IP address of the server hosting the Lakebase database.
  • Port (optional): The port of the server hosting the Lakebase database, set to 5432 by default.
  • Database (optional): The database to connect to after authenticating to the Lakebase Server, set to the authenticating user's default database by default.

OAuth Client Authentication

To authenicate using OAuth client credentials, you need to configure an OAuth client in your service principal. In short, you need to do the following:

  1. Create and configure a new service principal
  2. Assign permissions to the service principal
  3. Create an OAuth secret for the service principal

For more information, refer to the Setting Up OAuthClient Authentication section in the Help documentation.

OAuth PKCE Authentication

To authenticate using the OAuth code type with PKCE (Proof Key for Code Exchange), set the following properties:

  • AuthScheme: OAuthPKCE.
  • User: The authenticating user's user ID.

For more information, refer to the Help documentation.

Creating a Data Source for Lakebase

Start by creating a new Analysis Services Tabular Project in Visual Studio. Ensure that you select a Compatibility Level of 1400 or higher in the Tabular model designer dialog. Next create a Data Source for Lakebase in the project.

  1. In the Tabular Model Explorer, right-click Data Sources and select "New Data Source"
  2. Select "ODBC" from the Other tab and click "Connect" πŸ‘ Selecting ODBC as the connector
  3. Select the DSN you previously configured πŸ‘ Selecting the DSN (Salesforce is shown)
  4. Choose "Default or Custom" as the authentication option and click "Connect" πŸ‘ Connecting to the DSN (Salesforce is shown)

Add Tables & Relationships

After creating the data source you are ready to import tables and define the relationships between the tables.

  1. Right-click the new data source, click "Import New Tables" and select the tables to import πŸ‘ Importing the tables (Salesforce is shown)
  2. After importing the tables, right-click "Relationships" and click "Create Relationships"
  3. Select table(s), and choose the foreign keys, cardinality, and filter direction πŸ‘ Configuring relationships between tables (Salesforce is shown)

Create Measures

After importing the tables and defining the relationships, you are ready to create measures.

  1. Select the column in the table for which you wish to create a measure
  2. In the Extensions menu -> click "Columns" -> "AutoSum" and select your aggregation method πŸ‘ Creating measures (Salesforce is shown)

Deploy the Model

Once you create measures, you are ready to deploy the model. Configure the target server and database by right-clicking the project found in the Solution Explorer and selecting "Properties." Configure the "Deployment Server" properties and click "OK."

πŸ‘ Configuring the deployment database

After configuring the deployment server, open the "Build" menu and click "Deploy Solution." You now have a tabular model for Lakebase data in your SSAS instance, ready to be analyzed, reported, and viewed. Get started with a free, 30-day trial of the CData ODBC Driver for Lakebase.

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Lakebase ODBC Driver

The Lakebase ODBC Driver is a powerful tool that allows you to connect with live data from Lakebase, directly from any applications that support ODBC connectivity.

Access Lakebase data like you would a database - read, write, and update Lakebase 0, etc. through a standard ODBC Driver interface.