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The M365 FM Podcast is your daily destination for everything happening across the Microsoft cloud. We cover the full spectrum of Microsoft 365, including Teams, SharePoint, Exchange, OneDrive, and the tools driving the modern workplace. Each episode delivers practical insights, expert interviews, and hands-on strategies for IT admins, cloud architects, developers, power users, and decision-makers in the Microsoft ecosystem.

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Whether you want to improve Teams collaboration, strengthen security, enhance cloud architecture, or stay ahead of the latest Microsoft 365, Azure, Power Platform, and AI announcements, The M365 Podcast is your essential guide. M365 FM Podcast is Part of the M365.Show Network.
Oct. 29, 2026

Power BI Calculated Columns vs Measures - Simply Explained

Power BI Calculated Columns vs Measures - Simply Explained
Power BI Calculated Columns vs Measures - Simply Explained
M365 FM Podcast
Power BI Calculated Columns vs Measures - Simply Explained

Key Takeaways

  • Calculated columns are stored directly inside your Power BI data model and evaluate values for every single row upon creation.
  • Measures do not consume physical row storage in your model and instead calculate dynamically based on the filters applied to your report.
  • Choosing incorrectly between calculated columns and measures can drastically impact your report's performance and memory consumption.
  • Understanding where calculations live in your Power BI architecture is essential for building efficient dashboards and avoiding common beginner mistakes.
  • This episode breaks down the core differences in clear, jargon-free language to help you optimize your Microsoft 365 and Power Platform solutions.

You can build the exact same number in Power BI two different ways, and they behave nothing alike. One of them gets stored inside your data model and follows every single row.

In this episode of Simply Explained you will learn:

  • Two Ways To Do The Same Thing
  • What Power BI Is Really Doing When You Click
  • What A Calculated Column Actually Is
  • What A Measure Actually Is
  • The Real Difference Is Where The Calculation Stands
  • Where Each One Lives In Your Report
  • The Memory Bill Behind Your Slow Report
  • The Mistakes Beginners Keep Making
  • Where This Fits In Microsoft 365, Fabric, And Azure
  • A Quick Recap And One Question For You

Simply Explained by M365.FM breaks down Microsoft 365, Azure and modern IT topics in clear, jargon-free language. Hosted by Mirko Peters.

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Frequently Asked Questions

What is the difference between calculated columns and measures in Power BI?

Calculated columns compute values for every single row and store that data directly in your model, whereas measures calculate values dynamically on the fly based on user filters without storing physical row data.

When should I use a calculated column instead of a measure?

You should use a calculated column when you need to slice or filter your data by a new attribute across every row, such as categorizing customers by age groups. For aggregations like sums or averages that change based on visual filters, use a measure.

Why is my Power BI report running slowly?

Overusing calculated columns can bloat your data model's memory and slow down performance because they consume storage space for every row. Converting those calculations to measures can often resolve these memory issues.

Related to this Episode

Why Power BI Calculated Columns Ruin Report Performance and Bloat Model Memory

Using calculated columns incorrectly in Power BI can silently bloat your data model's memory and slow down report rendering times. Unlike dynamic measures, calculated columns evaluate and store every single row during data refresh, consuming valuabl…