How to build a cube from scratch using SQL Server Analysis Services (SSAS)

今天在做PowerBI Training, 很好奇

Anaylsis Service 的 Cube 要怎麼做,才可以使得PowerBI怎麼點都可以JOIN?

因此先來實驗一下Cube如何建立, 之後的專案準備使用.


SSAS is a Business Intelligence (BI) technology .

the technology was upgraded and evolved and now it is part of the tools that come with SQL Server.

This tool is an extremely powerful tool to create analytical reports fast.

It works with cubes that are designed to generate reports with optimal performance using aggregated information(這就是為什麼要使用SSRS的原因) stored in the cube.

SSAS generally does consume a lot of space because it contains a lot of information ready to be used.

In this article, we will learn how to create your first cube from scratch. If you do not know anything about SSAS, this will be a great opportunity to learn.


  1. SSAS multidimensional database installed
  2. SSDT
  3. SQL Server 2016 Installed
  4. The AdventureworksDW database
  5. SSMS 2017 installed

Getting started

A cube in SSAS requires a data warehouse. The data warehouse is a special database designed to store enterprise information from different sources like Excel, ERPs, CRMs, flat files, legacy data and more.

If you want to have an SSAS cube, creating the data warehouse is a process that takes a bit of time and resources.

In this article, we will use the AdventureworksDW sample ready to be used.

We will create a cube based on the fact table FactResellerSales:

FactResellerSales shows information about resellers’ sales like discount amounts, tax amounts, freight, sales amount and other related information.

We will create reports about the fact information combined with 2 dimensions:

  • currency
  • sales territory

The Currency dimension, will help us to detect amounts in different currencies around the world and Sales territory will help to detect sales, discounts, etc. per region.

新建Analysis Services Multidimensional and Data Mining models專案

In order to start get started in SQL Server Data Tools aka SSDT, open a new project and select Analysis Services Multidimensional and Data Mining models:

創建Data Source(warehouse)

In the Solution Explorer, right-click Data Sources and select New Data Source:

You will receive a Welcome wizard, press next:

Select the option to create a new Data Source based on existing or new connection and press the new button:

In the Provider, select a Native OLEDB\SQL Server Native Client 11.0. For Server name, select the SQL Server with the AdventureworksDW database:

Select the data connection, just created, and press next:

In Impersonation information specify a user with access to the AdventureworksDW database:

In the Completing the wizard, press finish:

創建Data Source View

data source view: Contains the metadata that represents selected objects from one or more underlying data sources, or the metadata that will be used to generate an underlying relational data store if you are following the top-down approach to schema generation.

We created the credentials to connect to the AdventureworksDW database. We will create now the views. In this process, we will select the tables to be included in the cube.

In solution explorer, select New Data Source View:

Select the data source just created:

Select the table FactResellerSales:

Include the dimensions DimSalesTerritory and DimCurrency. These dimensions include information about sales regions and currencies:

Once the wizard is completed, press finish:

As you can see, the fact table and the dimensions have a relationship. If the common columns are equal, the relationships are detected automatically:

創建Dimension Currency

To create a cube, we will add dimensions to the cube.

In the Solution Explorer, right click and select New Dimension:

You can create a dimension based on templates, time tables or based on existing tables. Select the option Use an existing table:

Select DimCurrency as the main table. By default, the key column is currency key:

In available attributes, select currency name:

In the Completing the Wizard step, press finish:

Now, you will have a dimension created like this one.

Drag and drop the Currency Name from the attributes pane to Hierarchy:

創建Dimension Sales Territory

Once that you have the first dimension created, Currency name, we will create the sales territory dimension. In solution explorer, right click Dimensions and select New dimension:

Select the option use an existing table:

Select the table dimsalesterritory:

Select the attributes that you want to be browsable in the reports:

Once that the wizard is completed, press finish:

匯入Dimension Sales Territory

In the new dimension created, click the process icon to process the dimension. The process will generate the structure and load data to the dimension from the SQL Server table:

Press run to process the dimension:

In the Process Progress, close the process once that the process is succeed:


You can refresh the dimension to view the dimension just processed:

匯入Dimension currency

Process the Dim currency dimension also:

Once processed, you can verify in the Browser tab:


We will now create the cube. In the Solution Explorer, right click Cubes and select New Cube:

In Select Measure Groups Tables select FactResellerSales table. Measure group tables are used to include the table with data to measure. A measure can be the number of sales, amount sold, freight, etc.:

Select the data to measure. We will uncheck the keys and check the other attributes to measure:

Select the dimensions that you want to add to the cube:

You can also add the fact table as a dimension (degenerate dimension). In this example, we will not add it:

Once that the cube is created, press finish:

You will have the cube created with the fact table (in yellow) and the dimensions (in blue). Press the process icon to process the cube:

In Process Cube, press run to process the cube:

Once processed, go to the browser:

Press the refresh icon:

Drag and drop some measures from the Measure Group to the design pane:

Now drag and drop the currency name to the graph pane, you will be able to see the measures grouped by currency:

Drag and drop the Sales Territory Country. You will now be able to see the measures grouped by currency and territory:


In this article, we learned how to create a cube in SSAS. We first need to create a data source to connect to our database. In this example, we connected to a data warehouse already created. For our example, we used AdventureworksDW, which is a sample database created for learning purposes.

The next step was to add the fact table and 2 dimensions as data source views. SSAS detected the primary keys and relationships by default.

After that, we added 2 dimensions based on 2 data source views. The currency and sales territory dimensions.

Finally, we created a cube based on the table factresellersales. We selected some columns as measures and we added the dimensions created. With the process buttons, we loaded data to the cubes. The cube as you can see is a simple way to generate multiple reports. You can create multiple reports without SQL knowledge or other reporting tools. With SSAS you can easily generate thousands of reports to accomplish your company needs.

我是一名DBA/Data Engineering, 業餘時間也是Web Developer/Investor. 這裡主要筆記任何工作上遇到的任何問題與解決辦法. 若有幫助到你/妳,那是我最大的榮幸.

Get the Medium app