Category Archives: Tabular

What’s New in SQL Server Analysis Services 2016?

There’s a load of new features that are included in the release of SQL Server Analysis Services 2016 CTP2. I’m pretty excited about these changes and while these changes have been public for a while now, I’d like to share my thoughts. I’ll say that these features are included in the SSAS 2016 CTP2 release. This release does not include all the enhancements to SSAS 2016 and these enhancements are subject to change. You can read about the enhancements here. Continue reading What’s New in SQL Server Analysis Services 2016?

I’m Speaking at SQL Saturday #391 in Jacksonville, FL May 9th

image It’s that time of year again! SQL Saturday in Jacksonville, FL is upon us once again and I’m excited to be presenting a session titled, “Welcome to SSAS Tabular Models.” SQL Saturday #391 will be held on May 9th, 2015 in Jacksonville, Florida at the University of North Florida and is a totally free training event for SQL Server professionals and anyone wanting to learn about SQL Server!

My session is called, “Welcome to SSAS Tabular Models”, and will function as an introductory session on developing an SSAS Tabular model the right way. In this session I’ll discuss how to decide if building a Tabular model is the right choice, how to build a Tabular model completely from scratch, best practices you should follow, and things to avoid. If you’re new to Tabular Modeling or wanting to learn best practices, this will be a great session for you.

To get registered for SQL Saturday #391 completely for free, head over to and click Register Now!

SQL Saturday #298 Session Material Now Available (SSAS Tabular Models)

Another fantastic SQL Saturday event is in the books and it did not disappoint! There was a great crowd at University of North Florida in Jacksonville, FL and plenty of amazing sessions and speakers. Thank you to everyone that attended my session! I hope you enjoyed the session as much as I enjoyed presenting. It was a blast!

If you’re interested, the slide deck I used during the presentation is now available for your viewing pleasure, which you can see here.

If you have any questions or would like to contact me, you can always send me a message on Twitter or email me here. Again, thank you to all of my attendees!

Learn to Design Tabular Models at SQL Saturday #298 Jacksonville, FL on 5/10/2014

I’m excited to announce that on Saturday May 10th in a couple Saturdays I’ll be speaking at SQL Saturday 298 in Jacksonville, FL! SQL Saturday in Jacksonville always has an awesome turnout and I love speaking at this event! There will be tons of great free training sessions from the likes of Devin Knight, Robert Cain, Andy Warren, Adam Jorgensen, Max Trinidad, and tons of other great experts! If you’re in the North Florida area on May 10, you need to get registered for this event!

The session I’ll be delivering is called What the Tabular??? and will start at 1:15 PM EST on Saturday, May 10th! If you’re interested in learning how to build a Tabular Model, how to follow Tabular Model design best practices, and how to decide if a Tabular Model is the right solution to your business problem, then my session What the Tabular??? is for you! It’s a great beginner sessions and will feature tons of demos and walkthroughs of the technology!

So if you’re nearby, definitely get signed-up for this awesome event! You won’t regret it!

Recording Now Available For The Webinar, Choosing The Right Analysis Services: MOLAP Vs. Tabular


Thanks to everyone that attended Devin’s and my webinar called Choosing The Right Analysis Services: MOLAP vs. Tabular. I’m pleased to announce that the recording is now available to watch for free over at, so please go check it out. It’s a little less than an hour so you can watch it during your lunch break.

Also, the PowerPoint slide deck Devin and I used during the webinar is also available for viewing now! Please visit this link to download the slide deck.

Now for the questions! Many of you asked some great questions but unfortunately we ran out of time to answer all of the questions during the webinar. So here are a few of the questions we didn’t get to.

Q: How do I link if column have more than one column is key column in tabular?
A: If you need to create a composite key in a Tabular model table, you will need to create a calculated column that concatenate the columns that make up your composite key. You’ll need to do this in both tables you wish to relate. Once you’ve done that, then you can create the relationship between the two tables using your new columns.

Q: Can DAX be used to access cubes?
A: In the SQL 2012 SP1 CU4 release, DAX support for multidimensional cubes was added, so as long as you are running on SQL 2012 SP1 CU4 or later, you should be able to query cubes with DAX expressions. On a side note, MDX can also be used to query a Tabular model.

Q: Since tablular solution is many ways better than Muti Dimensional..then my question is when to go for Multi dimensional solution
A: This is one we covered extensively during the webinar. Here are some of the things to consider:

  1. How much data are you dealing with? If its too much to fit into memory for your Tabular model, then MOLAP is the way to go.
  2. Do you have a need for complex relationships? If so, MOLAP may be the answer. Role playing dimensions and many-to-many relationships are possible to create in a Tabular model, but they’re easier to create and manage in a MOLAP cube.
  3. Do you need to perform many complex calculations involving complex Scope assignments? If so, MOLAP is the answer here.

Q: Can you use a Multidimensional database as the source for a Tabular model and improve performance when creating low level granular reports?? This goes back to the performance differences between Multidimensional vs Tabular when creating granular reports.
A: You can use a Multidimensional database as a data source for a Tabular model, but I would suggest getting the data from the original source for the tabular model. If granular type queries are slow against your cube, those same queries are still going to be slow when you execute them to process your Tabular model.

Thanks to everyone that attending Devin’s and my webinar! If you have any other questions, please feel free to leave a comment or send me a message on Twitter!

Building Your First Tabular Model Webinar Recording and Questionnaire Now Available

Thanks to everyone who attended my webinar on the ins and outs and the basics of building your first Tabular Model. I hope everyone learned a little something and maybe picked up a couple tips or tricks along the way.

 Click Here To View The Recording

And thanks to everyone who had questions! I apologize for not being able to get to the questions during the webinar, so here are answers to a few of the questions posted in the chat window.

Question: “Don’t use joins” – that includes views that have joins under the covers, right?
Answer: That’s correct. That’s still going to create additional stress on the relational engine at query time and the last thing you want is to run into a locking/blocking issue during processing because you have complex queries behind the tables in your Tabular Model. If you need to join to other tables to pick up other columns, I would suggest getting with your ETL people and materializing the desired columns in the table so you can eliminate the joins.

Question: Could you please explain what difference of perspective and role?
Answer: A Role is used to define member permissions for your model. The Role defines what actions a user can perform on the model, such as read or process. A Perspective is a viewable subset of the model. A Perspective is similar to a SQL Server View on a Table. It can be used to display a subset of the model to a business unit in order to make it a little more simple to navigate through the model.

Question: What is the difference between Active & Inactive relationships?
Answer: In a Tabular Model, multiple relationships can exist between two table, but to create accurate calculations, we need a single path from one table to another. This means that even though multiple relationships exist between the two tables, only one will be actively used. The inactive relationships between the tables will not be used.

Question: Can a tabular “object” once built be put in source control and deployed by IT like SSIS packages and SSAS cubes?
Answer: Yes, Tabular Models can be deployed using the SSAS Deployment Wizard. The Create Script can also be generated from a deployed copy of the database and used to deploy to another server. For more information on SSAS Tabular deployment methods, see here.

Question: is there a way to change the database name and remove the ugly guid?
The guid is only appended to the database on the workspace server. The database can be deployed with whatever name you like. You can set the database name by going to the project properties and setting the Database property. Whatever you enter in as the Database name will be the name of the database once you deploy the database and will not include the yucky guid, unless you company standards are to use the guid :).

Questions: Does Tabular model have superior performance over OLAP based cubes? Also can Tabular model be used for time series data?
I would say generally speaking that a Tabular Model will have much faster query response on average, which is definitely one of the strengths of an in-memory database. OLAP cubes have the ability to contain much more data and can scale out better but in my experience queries against Tabular Models are usually much faster than queries against Multidimensional databases. Tabular Models also allow for time calculations. For more information on the kinds of time intelligence functions and calculations you can create with DAX, check this out.

Once again, thank you so much to everyone who attended my webinar. If I didn’t get to answer your question, I apologize. Feel free to post your question in the comments or on the forums of

And don’t forget to follow me on Twitter!

Performance Tuning of Tabular Models in SSAS 2012 Whitepaper Now Available

Tabular Model Via MSDN, there’s now a great whitepaper called Performance Tuning of Tabular Models in SSAS 2012 available for your viewing pleasure. There’s a treasure trove of great information in this whitepaper and I highly recommend anyone developing or reporting on Tabular Models to take a look at this whitepaper. So definitely take a moment to download and read this whitepaper.

While you download this historic piece of literature, here’s three little tidbits of knowledge I picked after my initial skim-through:

Partitions Don’t Help Query Performance

Partitions do not improve processing time and/or query time. In Tabular Models, partitioning tables in the model only serves to allow the administrator to selectively refresh smaller subsets of data as is the case with an incremental load of a fact table. If your fact table is incrementally loaded, you can save processing time and help you make your processing window by only processing the affected partitions, but partitioning alone will not improve processing time if you’re still processing all partitions.

Partitions in a table are processed serially, unlike partitions in a measure group of a Multidimensional Database which are processed in parallel. In a Tabular Model, however, since each table is independent of each other, tables can be processed in parallel even if partitions in a given table aren’t.

Unlike in a Multidimensional Database, dimension tables in a Tabular Model can be partitioned. This opens the door for incremental processing of those dimensions as well as some unique partitioning strategies for those dimensions.

Memory Is Crucial, Duh!

Obviously with a Tabular Model you need to be able to fit the model in memory to fully utilize the magical power that is Tabular. But if you have a 10 GB model, how much memory do you need? The correct answer is about 30 GB of memory. Why 30 GB you ask? During a Process Full of your Tabular Model, the database is kept online until the transaction for the processing operation is committed. That means that for the given 10 GB model, you need to be able to hold two copies in memory: 10GB for the old data and 10GB for the new data. Then you’ll likely need around 5 GB – 10 GB for various processing overheads. So keep in mind that you could need significantly more memory than you might think is necessary to support a single Tabular Model.

Table Queries Are Unaltered During Processing

In a Multidimensional database, the heavy lifting for dimensions is transferred

from SSAS to the relational database by executing “Select Distinct” statements for each attribute. For measure groups in a Multidimensional database, the query is wrapped in a subselect with only the necessary columns returned. This also means that using CTE’s, Order By statements, and procedures are not an option in a Multidimensional database. In a Tabular Model, however, the query for the table is unaltered which means that using CTE’s, procedures, Order By’s, and various other t-sql features is now possible. But this also means that the responsibility for returning only the required columns in the query is now the developer’s. Without removing the unnecessary columns from the query, processing will be less efficient and could take longer.

Like I said earlier, this is a great whitepaper and I highly recommend that you check it out!