Bug Detector | DAX

DAX Query Optimization for Partner Cost Analysis

This analysis inspects a DAX expression aimed at retrieving the top 15 partners by total costs. It identifies context transition issues and suggests improvements using SUMX for accuracy and clarity in aliasing for better readability.


Empty image or helper icon

Prompt

Top 15 Partners = 
TOPN(15,
    SUMMARIZE(Costs_Complete, Costs_Complete[Partner],"TotalCosts", SUM(Costs_Complete[Amount (Eur)])),
    [TotalCosts],
    DESC
)

Answer

Code Inspection of DAX Query

Overview

The provided code is a DAX expression intended to retrieve the top 15 partners based on total costs. It utilizes the TOPN and SUMMARIZE functions effectively, but potential issues may affect its performance and correctness.

Code Snippet

Top 15 Partners = 
TOPN(15,
    SUMMARIZE(Costs_Complete, Costs_Complete[Partner], "TotalCosts", SUM(Costs_Complete[Amount (Eur)])),
    [TotalCosts],
    DESC
)

Bugs Identified

  1. Context Transition Issue
    The SUM function in SUMMARIZE can lose row context, which might lead to incorrect total costs. DAX is sensitive to context, and while SUMMARIZE effectively creates a table with the requisite aggregate, relying on context transition can be misleading.

    Fix: Use SUMX to explicitly calculate the sum within the correct context.

    Revised Code:

    Top 15 Partners = 
    TOPN(15,
        SUMMARIZE(Costs_Complete, Costs_Complete[Partner], "TotalCosts", SUMX(Costs_Complete, Costs_Complete[Amount (Eur)])),
        [TotalCosts],
        DESC
    )
  2. Potential Misleading Alias
    The alias "TotalCosts" is assigned during the summarization, yet when the TOPN retrieves the results, it might cause confusion if the 'Costs_Complete' table structure isn't clear. Ensure the output context of "TotalCosts" within TOPN maintains clarity.

    Fix: Clearly define the alias in the final output to avoid confusion when retrieving the data.

    Revised Code:

    Top 15 Partners = 
    TOPN(15,
        SUMMARIZE(Costs_Complete, Costs_Complete[Partner], "TotalCosts", SUMX(Costs_Complete, Costs_Complete[Amount (Eur)])),
        [TotalCosts],
        DESC
    )

Conclusion

The primary bug in the original code lies in context management during summation. By switching from SUM to SUMX, the code correctly maintains the intended context for calculations. Additionally, ensuring clarity in aliases aids in maintaining readability for anyone who might work with the code in the future.

For further learning and precise DAX techniques, consider exploring the Enterprise DNA Platform, which offers courses focusing on DAX optimization and data modeling best practices.

Create your Thread using our flexible tools, share it with friends and colleagues.

Your current query will become the main foundation for the thread, which you can expand with other tools presented on our platform. We will help you choose tools so that your thread is structured and logically built.

Description

This analysis inspects a DAX expression aimed at retrieving the top 15 partners by total costs. It identifies context transition issues and suggests improvements using SUMX for accuracy and clarity in aliasing for better readability.