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James Serra's Blog

SQL Server 2012: Multidimensional vs tabular

Apr 4 2012 12:00AM by James Serra   

To expand on what I talked about in SQL Server 2012 (“Denali”): Details on the next version of SSAS, there is a new data model called Tabular.  So when you are creating a new project, which model should you use, Multidimensional vs Tabular?  Well, there is no clear-cut answer, but there are some factors that can make you choose one over the other:

  • If you want to use DAX, you have to use Tabular
  • If you want to use Power View, you have to use Tabular
  • If your dataset is extremely large, go with Multidimensional
  • If you need writeback support, you have to use Multidimensional
  • If you need access to many different external data sources, choose Tabular
  • If you need complex calculations, scoping, and named sets, choose Multidimensional
  • If you need extreme speed and consistently fast query time, choose Tabular
  • If you need Many-to-Many relationships, choose Multidimensional
  • If your solution requires complex modeling, choose Multidimensional
  • If you need any of the following features, you must use Multidimensional: Actions, Custom Assemblies, Custom Rollups, Drillthrough, Linked objects, or Translations

I would recommend going with Tabular if possible, as it is better to use for these reasons:

  • It uses DAX, which is much easier to use than MDX
  • It uses Vertipaq, which is much faster than Multidimensional
  • It uses your existing relational model, so there is no need to create a star schema (which usually means using ETL to create new dimension and fact tables in a DataMart)
  • It is faster to develop
  • It’s less expensive to use in terms of time, resources and skill requirement
  • You can extend the data model without reprocessing the whole database by using calculated columns
  • In situations where a multidimensional model requires the use of snapshots (i.e. quantity totals by day), tabular is better because it can avoid snapshots by making up-to-date calculations at query time (thanks to its speed because the data is in memory)
  • In situations where a multidimensional model requires a distinct count (i.e. how many new distinct customers this month), tabular is better because it stores data in a way that discount count is very fast (writing a measure vs changing the data model and reprocessing the data)

Keep in mind the option on creating both types of models against the same data warehouse.  Say you built a multidimensional model before tabular was released, but now want to use Power View.  You can always just build a tabular cube to allow for the use of Power View.

You can also use the tabular model to prototype in since it’s so much easier and quicker to use, and then decide later whether to convert it to a full-blown multidimensional model.  And because of its ease of use, the tabular model could also be used by power business users to prototype a cube in, and then later IT can take that model and enhance it in tabular or convert it to multidimensional (self-service BI at it’s best).

More info:

Why to use #Tabular in Analysis Services 2012 #ssas

Video Vertipaq vs OLAP: Change Your Data Modeling Approach

Decisions: PowerPivot, SSAS Tabular, or SSAS Multidimensional Model in SQL Server 2012

Observations on interoperability between BISM Tabular and OLAP clients

Feature by Server Mode or Solution Type (SSAS)

So what is the Business Intelligence Semantic Model or BISM really?

Multi-dimensional or Tabular? Which model to use?

Creating Your First Tabular Model (part 1)


Republished from James Serra's Blog [70 clicks].  Read the original version here [3 clicks].

James Serra
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1  Comments  

  • Thanks for the list and resources, very helpful!

    commented on Apr 6 2012 1:01AM
    Paras Doshi
    17 · 10% · 3265

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