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Power BI / AAS data
model optimization 101
Dan English, Microsoft
- Data & AI Cloud Solution Architect
August 23, 2021
Speaker
Background
Dan English
Cloud Solution Architect
Microsoft
http://denglishbi.wordpress.com
@denglishbi
• Published Author / Contributing
Editor
Agenda
• Required Tools
• Steps / Process
• Model Review
• Best Practices
• Resources
• Questions
Required Tools
• DAX Studio
• Vertipaq Analyzer
• Tabular Editor
• Best Practice Analyzer
Optional
• Performance Analyzer (Power BI
Desktop)
Initial Step – get metrics & review
DAX Studio
• Connect to data model
• Export metrics (vpax file)
Vertipaq Analyzer
• Open vpax file
• Review tables, columns, DAX
expressions
Key items for Review
• Table sizes (typically target large / Fact tables)
• Column sizes, cardinality, and data types
• DAX Expressions
• Calculated columns
• DISTINCTCOUNT, basic math and division (use
DIVIDE), multiple measure references in a measure
(use variables)
• Evaluate which columns are not referenced in
DAX or used in relationships (from Fact table)
Best
Practices
Star Schema design
Only include what is needed for reporting / analysis
Perform logic / calculations downstream to source as much as
possible
Only load granularity needed for reporting
Watch out for precision and type of data
Reduce / simplify reporting
Naming and DAX model references
Downloads
• DAX Studio (portable zip version available too)
• Vertipaq Analyzer
• Tabular Editor
• Business Ops Installer (External Tools installer)
• One Tool to Install them ALL - (powerbi.tips)
Resources
• My CHECKLIST for troubleshooting Power BI Performance - YouTube
• Understand star schema and the importance for Power BI - Power BI |
Microsoft Docs
• Data models within Azure Analysis Services and Power BI | Azure Blog
and Updates | Microsoft Azure
• Best Practice Analyzer for Tabular Editor Update 5/20
• best practices | Search Results | (desertislesql.com) (3 part series)
• 10 Best practice tips to improve your Tabular Model performance |
BI4ALL - Turning Data Into Insights
• (11) Guy in a Cube - YouTube (best practice search)
• Improve Power BI Performance by Optimizing DAX | MAQ Software
Questions

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Power BI / AAS Model Optimization

  • 1. Power BI / AAS data model optimization 101 Dan English, Microsoft - Data & AI Cloud Solution Architect August 23, 2021
  • 2. Speaker Background Dan English Cloud Solution Architect Microsoft http://denglishbi.wordpress.com @denglishbi • Published Author / Contributing Editor
  • 3. Agenda • Required Tools • Steps / Process • Model Review • Best Practices • Resources • Questions
  • 4. Required Tools • DAX Studio • Vertipaq Analyzer • Tabular Editor • Best Practice Analyzer Optional • Performance Analyzer (Power BI Desktop)
  • 5. Initial Step – get metrics & review DAX Studio • Connect to data model • Export metrics (vpax file) Vertipaq Analyzer • Open vpax file • Review tables, columns, DAX expressions
  • 6. Key items for Review • Table sizes (typically target large / Fact tables) • Column sizes, cardinality, and data types • DAX Expressions • Calculated columns • DISTINCTCOUNT, basic math and division (use DIVIDE), multiple measure references in a measure (use variables) • Evaluate which columns are not referenced in DAX or used in relationships (from Fact table)
  • 7. Best Practices Star Schema design Only include what is needed for reporting / analysis Perform logic / calculations downstream to source as much as possible Only load granularity needed for reporting Watch out for precision and type of data Reduce / simplify reporting Naming and DAX model references
  • 8. Downloads • DAX Studio (portable zip version available too) • Vertipaq Analyzer • Tabular Editor • Business Ops Installer (External Tools installer) • One Tool to Install them ALL - (powerbi.tips)
  • 9. Resources • My CHECKLIST for troubleshooting Power BI Performance - YouTube • Understand star schema and the importance for Power BI - Power BI | Microsoft Docs • Data models within Azure Analysis Services and Power BI | Azure Blog and Updates | Microsoft Azure • Best Practice Analyzer for Tabular Editor Update 5/20 • best practices | Search Results | (desertislesql.com) (3 part series) • 10 Best practice tips to improve your Tabular Model performance | BI4ALL - Turning Data Into Insights • (11) Guy in a Cube - YouTube (best practice search) • Improve Power BI Performance by Optimizing DAX | MAQ Software