Optimizing DAX Video Course

This video course teaches you how to optimize queries and measures in DAX.

DAX is the native language of Power Pivot for Excel, Power BI Desktop and SSAS Tabular models in Microsoft SQL Server Analysis Services. This video course is aimed at users of Power BI and Analysis Services developers who already know the DAX language and want to learn how to optimize DAX formulas and models for improving performance.

The goal of the video course is to enable you to find bottlenecks in DAX calculations using Performance Analyzer and DAX Studio, providing the knowledge to improve the performance by using different DAX formulas or by changing the data model, when required. The video course is made up of over 29 hours of lectures covering the formula engine and the VertiPaq storage engine – other hours of lectures will be added by the end of 2023 with the additional sections for DirectQuery and composite models. You can watch the videos at any time and the system will keep track of your progress.

The companion content available to the students includes:

The PDF version of Optimizing DAX The book includes a detailed description of all the modules of the video course. You have access to draft versions before the book is published by the end of 2023.
PBIX files for all the demos
DAX code for all the demos
Backup of SQL Server databases to refresh the PBIX files
BIM file to create Analysis Services databases used for demos with large models

Students have access to a private discussion area where they can interact with the instructors, asking questions related to the lectures and the exercises.

Prerequisites: Students need a good knowledge of the DAX Language, and a previous experience using Power BI Desktop or Analysis Services Tabular. You may acquire this knowledge by following the Mastering DAX Workshop, or by having equivalent real-world experience.

Collapse allCurriculum

Introduction
- Introduction
  FREE
- Prerequisites
  FREE
- Sections and naming conventions
Download software, demos, and book
- Software prerequisites
  FREE
- Hardware prerequisites
  FREE
- Download the demo files
- Optimizing DAX book
Introducing optimization with examples
- Introducing optimization with examples
  FREE
- Introduction
  FREE
- Optimizing DAX
  FREE
- Optimizing the model
- Conclusions
- Links to external content
Introducing the Tabular query architecture
- Introducing the Tabular query architecture
  FREE
- Introduction
- Introducing the formula engine
- Introducing VertiPaq and DirectQuery architectures
- Introducing the VertiPaq storage engine
- Introducing the DirectQuery over SQL storage engine
- Introducing DirectQuery over AS
- Introducing data islands and cross-island query resolution
- Different types of models
Using the Power BI Desktop performance analyzer
- Using the Power BI Desktop performance analyzer
  FREE
- Introduction
- Running Performance Analyzer
- Understanding the numbers reported by Performance Analyzer
- Optimizing queries or measures?
- What can be optimized
- Saving performance data
- Conclusions
- Links to external content
Using DAX Studio
- Using DAX Studio
  FREE
- Introduction
- Installing DAX Studio
- Introducing the metrics of a database
- Introducing All Queries
- Capturing Excel queries (MDX)
- Introducing Load Performance Data
- Introducing Query Plan and Server Timings
- Links to external content
Introducing query plans
- Introducing query plans
  FREE
- Introduction
- Introducing the logical query plan
- Introducing the physical query plan
  FREE
- Introducing storage engine queries
- Query plans in DirectQuery
- Conclusions
Understanding the DAX Formula Engine
- Understanding the DAX Formula Engine
  FREE
- Introduction
- Understanding datacaches
- Understanding materialization
- Understanding callbacks
  FREE
- Formula engine with different storage engines
- Understanding vertical fusion
- Understanding horizontal fusion
- Examples of formula engine calculations
  - Sales of best products
  - Top three colors
- Measuring performance
- Gathering important timings from the query plan
- Analyzing query plans and timings
- Conclusions
Understanding query plans
- Understanding query plans
  FREE
- Introduction
- Query plan structure
- Query plan operator types
- Interactions between the formula engine and the storage engine
- Common query plan operators
- Examples of query plans
  - Comparing SUM versus SUMX
  - IF versus IF.EAGER
  - Filtering with DAX versus using relationships
  - Understanding SWITCH optimization
- Conclusions
Optimizing the formula engine
- Optimizing the formula engine
  FREE
- Introduction
- Optimizing datacache use
- Sales of best products
- Running total of sales and ABC analysis
- Year-over-year customer growth as a percentage
- Conclusions
Understanding the VertiPaq engine
- Understanding the VertiPaq engine
  FREE
- Introduction
- Using VertiPaq Analyzer
- Tabular data types
- Introduction to the VertiPaq columnar database
- Understanding VertiPaq compression
  FREE
- Understanding segmentation and partitioning
- Understanding the importance of sorting
- Understanding VertiPaq relationships
- Understanding attribute hierarchies
- Optimizing VertiPaq model examples
  - Sales amount versus quantity and net price
  - Storing currency conversion data
  - Date time versus date and time
- Conclusions
Understanding VertiPaq relationships
- Understanding VertiPaq relationships
  FREE
- Introduction
- Regular, unidirectional one-to-many relationships
- Regular, bidirectional one-to-many relationships
- Regular, one-to-one relationships
- Limited, many-to-many cardinality relationships
- Conclusions
Analyzing VertiPaq storage engine queries
- Analyzing VertiPaq storage engine queries
  FREE
- Introduction
- Analyzing simple xmSQL queries
- Introducing basic VertiPaq functionalities
- Introducing batches
- Understanding internal and external SE queries
- Understanding distinct count in xmSQL
- Understanding VertiPaq joins and filters
  - Introducing VertiPaq joins
    FREE
  - Introducing bitmap indexes
  - Introducing reverse joins
- Understanding VertiCalc and callbacks
  - Understanding VertiCalc and callbacks
  - Understanding CallbackDataID
  - Understanding EncodeCallback
  - Understanding LogAbsValueCallback
  - Understanding RoundValueCallback
    FREE
  - Understanding MinMaxColumnPositionCallback
  - Understanding Cond
- Understanding the VertiPaq cache
- Choosing the correct data type for VertiPaq calculations
- Conclusions
Optimizing common DAX constructs
- Optimizing common DAX constructs
  FREE
- Introduction
- Optimizing nested iterations
- Understanding the effect of context transition
- Different ways of performing a distinct count
- Optimizing LASTDATE calculations
- Avoid using SUMMARIZE and clustering
- Optimizing division by checking for zeroes
- Reducing the extent of the search by removing blanks
- Optimizing time intelligence calculations
- Distinct count over large cardinality columns
- Conclusions
- Links to external content
Moving and applying filters to tables
- Moving and applying filters to tables
  FREE
- Introduction
- Different filters in CALCULATE
  - Different filters in CALCULATE
  - Analyzing single-column filters
  - Analyzing multiple-column filters
  - Analyzing filters over multiple tables
- Understanding sparse or dense filters
- Filter columns, not tables
- Modeling many-to-many relationships
  - Modeling many-to-many relationships
  - Testing the bidirectional model
  - Testing the star model
  - Testing the snake model
  - Testing the advanced snake model
- Conclusions
Optimization examples for VertiPaq
- Optimization examples for VertiPaq
  FREE
- Introduction
- Reducing nested iterations
- Optimizing complex filters in CALCULATE
- Running faster than Fusion
- Currency conversion
- Optimizing cumulative totals
- Average price variation of products over stores
- Optimizing number of days with no sales
- Computing open orders
- Optimizing SWITCH and nested measures
- Conclusions
Understanding security optimizations
- Understanding security optimizations
  FREE
- Introduction
- Testing security conditions and their performance impact
- Understanding when and where security is enforced
- Understanding cached bitmap indexes and embedded filters
- Optimizing dynamic security
- Optimizing static security on the fact table
- Optimizing dynamic security on the fact table
- Conclusions
Conclusion
- Conclusion

Student Rating

4.8

56 ratings

89%

5-star Reviews (30 of 35)

Mark Levy (Jun 6, 2021)
Very detailed and has complex information that needs time to be digested. I will go through this course many more times in order to be comfortable with it.
Igor Poleshchuk (Jan 25, 2021)
For a long time, I doubted whether I needed this course or not. In the end, I decided to go through it and did not regret it for a single second! I feel that after completing the course, I have moved to a new level in my understanding of DAX.
Ross Waterston (Nov 18, 2020)
That was great, really enjoyed the challenges set in the labs. This has been a fantastic rebalance of my DAX. Correcting some of the "lazy" that have no doubt crept in while also firming up the reasoning behind some of the things I do "just because" now.
Leo Godin (Oct 26, 2020)
Great course. I'd read a lot of articles on optimization, but this course walks you through a process for optimizing and shows great solutions. The important part is it teaches you how to think about optimizing DAX code.
David Williams (Jun 3, 2020)
A fabulous training course that I will start using immediately and that I will have to review a few times to be able to use all of the value provided! I absolutely recommend it.
Kenneth Barber (Apr 23, 2020)
SQLBI has done it again! Very thorough and very well explained. This is a great supplement to Mastering DAX and is essential for writing fast DAX code. DAX (or at least Power Pivot in Excel) is a bit sensitive; it doesn't take much for DAX code to run slowly and have you wondering how to make it faster.
Paulo Rocha (Mar 12, 2020)
Very important to learn the concepts of Formula Engine and Store Engine and understand how Vertipaq works. The course is helping me to think optimization every step of the way. Thanks again to Maestros Alberto and Marco for being the guiding stars of the Power BI Community.
Luisa Canelas (Dec 23, 2019)
Excellent workshop! Thanks a lot!
Stefan Feldmann (Nov 1, 2019)
Dear Alberto and Marco. Many thanks for this course, which exceeded my expectations. Especially the introduction to the correct understanding of FE, SE, Query Plan etc. has widened the horizon in the way reports will be analyzed and developed in the future. Now I am happy to go into practice with all this information and to collect and exchange experiences with it. Thanks, Stefan
Cosmin Ioan (Jul 29, 2019)
The best course anywhere on the market, bar none, taught by the leading experts in the field! Many thanks, Marco, Alberto, for the great course, excellent format and appropriate presentation and mix of demos and exercises! Cos
Yadhuram MC (Mar 2, 2019)
Easy to follow and very specific
Yadhuram MC (Mar 2, 2019)
Very easy to follow
Georgi Petkov (Jan 20, 2019)
Great content and teaching techniques!
Alejandro Cabanchik (Dec 6, 2018)
Excellent, I have all your books (from "Expert Cube Development ...", and had learned to optimize DAX in an empirical way, but without discussing or exchanging with others, the video helped me to develop a more orderly method, even to be able to transmit effectively to others, thank you very much, with the hope that some day you will do some activity in Argentina !!!
Michael Girvin (Sep 7, 2017)
Thank you so much for presenting this class. I have learned a lot!

Would you prefer a classroom course?

This video course is based on a classroom course we teach all around the world. If you prefer a classroom learning experience, take a look at the dates below for a list of our upcoming classroom courses!

Sorry, there are no classroom courses scheduled at this time.

Hosted on Vimeo

$349

Enroll Now Or try for free Options for multiple students

Quote

Student Rating (56)

What is included

169 Video Lectures
Sample material
Expert
Trainers
Captions & Subtitles
Student
Certificate

This video course contains 29 hours of training, for a total of 169 lectures. Our training platform tracks your progress and resumes the course from where you left off.

The course is accessible on desktop and mobile browsers for 36 months after the purchase date.

The videos are hosted by SQLBI on vimeo.com – if you are in a country that blocks access to this platform, you will need a VPN to watch the videos.

You can download all the exclusive content produced by our trainers for this video course, including all the examples and the exercises. Take a look at the curriculum for more details.

In this video course both our senior trainers are in front of the camera. The conversational style allows for more entertaining lectures, and it answers the most common questions on the topics covered.

Taught by

Marco Russo

Taught by

Alberto Ferrari

We provide subtitles in these languages:

English
Arabic*
Chinese (China)*
Chinese (Taiwan)*
French*
German*
Italian*
Japanese*
Korean*
Polish*
Portuguese (Brasil)*
Russian*
Spanish*
Ukrainian*

(*) Translated automatically from the original English captions.

After completing all the lectures in this video course, you will be able to download a certificate of completion in PDF format from your student dashboard.

Options

Volume
Discount
Group
Discount
Transferable
License
Manage
your Team

Volume discounts are offered when you purchase multiple courses within one same order. To obtain the discount, just press the Enroll Now button and add more courses or students in the next step. The discount cannot be applied to transferable licenses.

Amount	Discount
$400+	10%
$800+	15%
$1000+	20%
$4000+	25%

You can get a group discount by registering 10 or more students to the same course. To obtain the discount, just press the Enroll Now button and add more students in the next step.

Students	Discount
10+	25%
25+	30%
50+	40%
100+	50%
200+	65%
300+	70%
350+	72%

This video course is also available with a transferable license, which is a convenient solution for teams.

License type	Price	Duration	Student(s)
Untransferable	$349	36 months	1
Transferable	$1390	36 months	Unlimited *

* The number of concurrent access reflects the number of licenses you have purchased. E.g. If you have a single transferable license, only one student can access the course at a time. To give another student access to the course, you must revoke the access and assign the license to the different student.