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Advanced DAX and Performance Optimization

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Advanced DAX and Performance Optimization

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Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

7 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

7 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Create advanced DAX expressions to implement complex business logic.

  • Use Performance Analyzer and DAX Studio to diagnose and troubleshoot performance issues.

  • Apply systematic approaches to identify and resolve common Power BI performance challenges.

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Recently updated!

January 2026

Assessments

33 assignmentsΒΉ

AI Graded see disclaimer
Taught in English

Build your Data Management expertise

This course is part of the Microsoft Power BI Developer and Architect Professional Certificate
When you enroll in this course, you'll also be enrolled in this Professional Certificate.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate from Microsoft

There are 5 modules in this course

This course focuses on advanced DAX (Data Analysis Expressions) concepts and performance optimization techniques essential for Power BI developers. Participants will learn to write complex DAX formulas, create calculated columns and measures, and implement sophisticated business logic. The course emphasizes performance optimization methodologies and troubleshooting techniques to ensure reports are efficient and responsive. By leveraging tools like Performance Analyzer and DAX Studio, learners will diagnose and resolve common performance issues.

In today's data-driven business environment, the ability to create sophisticated calculations is essential for meaningful analytics. This foundational module introduces you to Data Analysis Expressions (DAX), the powerful formula language that transforms Power BI from a simple visualization tool into a comprehensive analytical platform. You'll master the essential building blocks of DAX, understanding how calculated columns and measures work differently, and learn to navigate the critical concepts of filter and row context that govern how calculations behave. Through hands-on practice with aggregation functions and context manipulation, you'll develop the foundational skills needed to create reliable, accurate business metrics that drive informed decision-making.

What's included

8 videos9 readings8 assignments

8 videosβ€’Total 32 minutes
  • Why DAX is Essential for Power BI Developmentβ€’3 minutes
  • Writing Your First DAX Expressionsβ€’7 minutes
  • Choosing the Right Calculation Typeβ€’3 minutes
  • Implementing and Comparing Calculation Typesβ€’6 minutes
  • The Critical Importance of Context in DAXβ€’3 minutes
  • Visualizing Context in DAX Calculationsβ€’4 minutes
  • Building Blocks of DAX Calculationsβ€’3 minutes
  • Implementing Standard Aggregation Functionsβ€’4 minutes
9 readingsβ€’Total 250 minutes
  • DAX Language Fundamentals and Structureβ€’15 minutes
  • Hands-on – Basic DAX Syntax Practiceβ€’45 minutes
  • Understanding Calculated Columns and Measuresβ€’15 minutes
  • Understanding Filter Context and Row Contextβ€’15 minutes
  • Hands-on – Context Demonstration Scriptβ€’60 minutes
  • Hands-on – Context exploration and manipulationβ€’45 minutes
  • Core Aggregation Functions in DAXβ€’15 minutes
  • Hands-on – Aggregation Function Practiceβ€’20 minutes
  • Hands-on – Aggregation Function Implementationβ€’20 minutes
8 assignmentsβ€’Total 285 minutes
  • DAX Fundamentals and Basic Calculationsβ€’30 minutes
  • Basic DAX Expression Challengeβ€’30 minutes
  • DAX Expression Creation and Testingβ€’45 minutes
  • Converting Between Calculation Typesβ€’45 minutes
  • Appropriate Calculation Selection Challengeβ€’30 minutes
  • Creating and Testing Different Calculation Typesβ€’45 minutes
  • Context Transformation Challengeβ€’30 minutes
  • Multi-Level Aggregation Challengeβ€’30 minutes

As business requirements become more complex, your DAX skills must evolve to match. This module elevates your capabilities by introducing advanced DAX patterns that solve sophisticated analytical challenges. You'll master the CALCULATE function's power to modify filter contexts, enabling complex comparative analysis and custom filtering scenarios. Through iterator functions, you'll learn to process data row-by-row for precise calculations, while table functions will give you the ability to create dynamic, virtual datasets within your expressions. By implementing variables, you'll not only improve your formula readability but also optimize performance, creating DAX solutions that are both powerful and efficient.

What's included

8 videos8 readings9 assignments

8 videosβ€’Total 33 minutes
  • The Power of Context Modificationβ€’3 minutes
  • Implementing CALCULATE for Context Modificationβ€’7 minutes
  • Row-by-Row Processing with Iteratorsβ€’3 minutes
  • Implementing Iterator Functionsβ€’4 minutes
  • Manipulating Data with Virtual Tablesβ€’3 minutes
  • Creating and Using Virtual Tablesβ€’7 minutes
  • Simplifying Complex DAX with Variablesβ€’3 minutes
  • Implementing and Optimizing with Variablesβ€’4 minutes
8 readingsβ€’Total 145 minutes
  • CALCULATE Function and Filter Manipulationβ€’15 minutes
  • Hands-on – CALCULATE Function Practiceβ€’15 minutes
  • X-Functions and Iteration in DAXβ€’15 minutes
  • Hands-on – Iterator Function Practiceβ€’20 minutes
  • Table Functions and Virtual Table Creationβ€’15 minutes
  • Hands-on – Virtual Table Creation Practiceβ€’20 minutes
  • Variable Declaration and Usage in DAXβ€’15 minutes
  • Hands-on – Variable Implementation Practiceβ€’30 minutes
9 assignmentsβ€’Total 305 minutes
  • Advanced DAX Functions and Patternsβ€’30 minutes
  • Complex Filter Context Challengeβ€’30 minutes
  • CALCULATE Implementation and Testingβ€’20 minutes
  • Advanced Iteration Challengeβ€’30 minutes
  • Iterator Function Implementationβ€’45 minutes
  • Complex Table Function Challengeβ€’30 minutes
  • Virtual Table Implementationβ€’45 minutes
  • Variable Optimization Challengeβ€’30 minutes
  • Variable Usage and Performance Testingβ€’45 minutes

Time-based analysis forms the backbone of most business intelligence solutions, yet implementing it correctly requires specialized knowledge and techniques. This module focuses on mastering time intelligence functions and advanced calculation patterns that businesses depend on for performance tracking and forecasting. You'll learn to create robust date tables and implement period-over-period comparisons that reveal trends and patterns. Through cumulative totals, moving averages, and semi-additive measures, you'll handle complex scenarios like inventory tracking and balance reporting. These skills enable you to build sophisticated analytical solutions that provide meaningful insights into business performance over time.

What's included

8 videos12 readings5 assignments

8 videosβ€’Total 27 minutes
  • The Business Value of Time-Based Analysisβ€’3 minutes
  • Creating and Configuring Date Tablesβ€’4 minutes
  • Driving Insights Through Comparative Analysisβ€’3 minutes
  • Implementing YoY, MoM, and Custom Comparisonsβ€’4 minutes
  • Trend Analysis Through Accumulationβ€’3 minutes
  • Implementing YTD, QTD, and Moving Averagesβ€’3 minutes
  • Handling Special Calculation Scenariosβ€’3 minutes
  • Implementing Inventory and Balance Calculationsβ€’5 minutes
12 readingsβ€’Total 660 minutes
  • Date Tables and Time Intelligence Functionsβ€’15 minutes
  • Hands-on – Date Table Creationβ€’60 minutes
  • Hands-on – Date Table Implementation and Configurationβ€’90 minutes
  • Period Comparison Calculation Patternsβ€’30 minutes
  • Hands-on – Period Comparison Function Practiceβ€’60 minutes
  • Hands-on – Period Comparison Implementationβ€’90 minutes
  • Running Totals and Moving Average Patternsβ€’15 minutes
  • Hands-on – Cumulative Calculation Practiceβ€’45 minutes
  • Hands-on – Cumulative Calculation Implementationβ€’90 minutes
  • Semi-Additive Measures and Complex Conditionsβ€’15 minutes
  • Hands-on – Semi-Additive Measure Practiceβ€’60 minutes
  • Hands-on – Semi-Additive Measure Implementationβ€’90 minutes
5 assignmentsβ€’Total 480 minutes
  • Time Intelligence and Advanced Calculationsβ€’30 minutes
  • Custom Calendar Table β€’120 minutes
  • Complex Comparison Calculation β€’90 minutes
  • Rolling Trend Analysis Challengeβ€’120 minutes
  • Complex Business Logic Challengeβ€’120 minutes

In enterprise environments, DAX performance directly impacts user adoption and business value. This module provides you with the diagnostic skills and optimization techniques needed to create responsive, scalable Power BI solutions. You'll learn to identify performance bottlenecks using systematic analysis tools and apply proven optimization strategies to improve calculation efficiency. Through hands-on experience with Performance Analyzer and DAX Studio, you'll develop the troubleshooting methodology that separates professional developers from casual users. These skills ensure your solutions perform well at scale and provide the responsive user experience that drives successful BI adoption.

What's included

8 videos12 readings5 assignments

8 videosβ€’Total 28 minutes
  • Why Performance is Critical for User Adoptionβ€’3 minutes
  • Analyzing Performance Bottlenecksβ€’5 minutes
  • Data-Driven Performance Optimizationβ€’2 minutes
  • Conducting Performance Analysis in Power BIβ€’5 minutes
  • The Impact of Efficient DAX Queriesβ€’2 minutes
  • Refactoring DAX for Better Performanceβ€’4 minutes
  • Professional Troubleshooting with Specialized Toolsβ€’2 minutes
  • Using DAX Studio for Query Analysisβ€’3 minutes
12 readingsβ€’Total 470 minutes
  • Performance Factors in Power BI Modelsβ€’15 minutes
  • Hands-on – Model Performance Assessment Scriptβ€’35 minutes
  • Hands-on – Performance Factor Analysisβ€’60 minutes
  • Performance Analyzer Tool and Methodologyβ€’15 minutes
  • Hands-on – Performance Results Interpretation Scriptβ€’30 minutes
  • Hands-on – Performance Analyzer Implementationβ€’30 minutes
  • DAX Query Optimization Techniquesβ€’15 minutes
  • Hands-on – DAX Optimization Practiceβ€’75 minutes
  • Hands-on – DAX Query Optimizationβ€’50 minutes
  • DAX Studio for Advanced Diagnosticsβ€’15 minutes
  • Hands-on – DAX Studio Query Analysis Scriptβ€’60 minutes
  • Hands-on – DAX Studio Implementationβ€’70 minutes
5 assignmentsβ€’Total 160 minutes
  • Performance Optimization and Troubleshooting β€’30 minutes
  • Performance Bottleneck Identification Challengeβ€’30 minutes
  • Performance Analysis and Documentation Challengeβ€’30 minutes
  • DAX Performance Improvement Challengeβ€’40 minutes
  • Complex Troubleshooting Scenario Challengeβ€’30 minutes

The future of analytics development increasingly involves AI assistance and sophisticated diagnostic capabilities. This cutting-edge module introduces you to Copilot for DAX and advanced troubleshooting techniques that represent the evolution of Power BI development. You'll learn to leverage AI tools effectively while maintaining the expertise to refine and optimize generated code. Through advanced error diagnosis, memory optimization, and query diagnostics, you'll develop the expert-level skills needed to solve complex performance challenges. This module positions you at the forefront of modern BI development, combining traditional expertise with emerging AI capabilities.

What's included

8 videos12 readings6 assignments

8 videosβ€’Total 34 minutes
  • AI-Assisted Development for Enhanced Productivityβ€’3 minutes
  • Using Copilot to Generate and Refine DAXβ€’6 minutes
  • Systematic Approach to Error Resolutionβ€’3 minutes
  • Diagnosing and Fixing DAX Calculation Issuesβ€’7 minutes
  • Managing Memory for Scalable Solutionsβ€’3 minutes
  • Implementing Memory Optimization Techniquesβ€’5 minutes
  • Mastering Query Performance Analysisβ€’2 minutes
  • Implementing Advanced Diagnostic Techniquesβ€’5 minutes
12 readingsβ€’Total 545 minutes
  • Copilot for DAX Features and Capabilitiesβ€’15 minutes
  • Hands-on – Copilot-Generated DAX Refinementβ€’40 minutes
  • Hands-on – Copilot for DAX Implementationβ€’45 minutes
  • Common DAX Errors and Resolution Strategiesβ€’15 minutes
  • Hands-on – Error Resolution Practiceβ€’25 minutes
  • Hands-on – Error Diagnosis and Resolutionβ€’90 minutes
  • Memory Management in DAX and Power BIβ€’15 minutes
  • Hands-on – Memory Usage Analysis Scriptβ€’45 minutes
  • Hands-on – Memory Optimization Implementationβ€’90 minutes
  • Query Diagnostics Tools and Methodologyβ€’15 minutes
  • Hands-on – Query Diagnostic Interpretation Scriptβ€’60 minutes
  • Hands-on – Query Diagnostics Implementationβ€’90 minutes
6 assignmentsβ€’Total 510 minutes
  • AI-Assisted Development and Advanced Diagnosticsβ€’30 minutes
  • Financial Analytics Dashboard with Advanced DAXβ€’30 minutes
  • Copilot-Assisted Complex Calculation Challengeβ€’90 minutes
  • Complex Error Resolution Challengeβ€’120 minutes
  • Memory Consumption Reduction Challengeβ€’120 minutes
  • Complex Query Analysis Challengeβ€’120 minutes

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