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What's the difference between Measure and Column?

In Power BI, * * Column * * and * * Measure * * are the main components of data modeling, but they differ in processing and usability, as follows:

---

# # # 🔹 * * Column (column) * *

* * is: * * Data fields that are computed or loaded directly into the table (Data Table)

* * Type: * * Can be either * * Calculated Column * * (Created with DAX) or * * Imported Column * * (Derived from source material)

* * Important characteristics: * *

* Calculate * * in Row Context * * - i.e. create a new field calculated from the data of each row

* Processed and stored in * * Model Memory (In-Memory) * *

* * * Visual, Slicer, Filter, Group by, and Relationship * *

* Fits data preparation such as mixed customer code generation, grouping

* * DAX EXAMPLE: * *

"'dax.

FullName = Customers [FirstName] & "& Customers [LastName]

"'

---

♪ # # 🔸 * * Measure (Mecher) * *

* * is: * * Summary calculations such as * * Total, Average, Count * * calculated according to the interaction of the report

* * Type: * * Calculate * * when display * * Only (* * No Precharge * *)

* * Important characteristics: * *

* * * Filter Context (Context-aware) * * - Depends on the filter used in Visual

* * * Relationship cannot be created or used in Slicer directly * *

* Used to display summary information such as Total Sales, Avg Profit

* More memory saving than Column

* * DAX EXAMPLE: * *

"'dax.

TotalSales = SUM (Sales [Amount])

"'

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🔄 Compare Column vs Measure

Issues:

Compute when

☆ Column: Calculate when loading data

✍ Measure: Calculate when rendered in Visual

Store in memory

✍ Column: Yes (In-memory)

☆ Measure: NON (Calculated according to Context)

Used in Slicer / Filter

✍ Column: Yes

✍ Measure: not directly

Used to create Relationships

✍ Column: Yes

✍ Measure: Not

Consume Memory

☆ Column: More than Measure

✍ Measure: Less than

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# # # ✅ When to use

* ✅ * * Column: * * If a new field is required to build a relationship, Slicer, or want to be pre-computed.

* ✅ * * Measure: * * If you want to calculate the sum, average, or summary values that change according to the report filter.

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2025/10/28 Edited to

... Read moreใน Power BI การเข้าใจความแตกต่างระหว่าง Column และ Measure เป็นเรื่องสำคัญที่ช่วยให้การสร้างรายงานและวิเคราะห์ข้อมูลมีประสิทธิภาพสูงสุด Column หรือคอลัมน์ในตารางข้อมูล คือฟิลด์ที่คำนวณและถูกจัดเก็บไว้อย่างถาวรใน Model Memory ซึ่งเหมาะกับการสร้างข้อมูลเชิงพื้นฐาน เช่น การรวมชื่อ-นามสกุล การจัดกลุ่ม หรือสร้างคีย์สำหรับความสัมพันธ์ระหว่างตาราง ข้อดีคือคุณสามารถนำ Column ไปใช้กับ Visual, Slicer, Filter และสร้างความสัมพันธ์ (Relationship) ระหว่างตารางได้โดยตรง ในทางกลับกัน Measure จะเป็นการคำนวณในรูปแบบเชิงสรุป เช่น การหายอดรวม (SUM) ค่าเฉลี่ย (AVERAGE) หรือการนับจำนวน (COUNT) ซึ่งจะคำนวณแบบไดนามิกตามตัวกรอง (Filter Context) ที่ผู้ใช้เลือกในรายงาน ดังนั้น Measure จะไม่ถูกจัดเก็บในหน่วยความจำแบบถาวร ประหยัดพื้นที่ มากกว่าสำหรับข้อมูลขนาดใหญ่ จากข้อมูล OCR ที่เปรียบเทียบระหว่าง Column กับ Measure สรุปได้ว่า: - Column คำนวณตอนโหลดข้อมูลและถูกเก็บในหน่วยความจำ ทำให้สามารถใช้ใน Slicer และสร้าง Relationship ได้ - Measure คำนวณเฉพาะเมื่อแสดงผล Visual เท่านั้น จึงไม่ถูกเก็บในหน่วยความจำและไม่สามารถนำไปใช้ใน Slicer หรือสร้าง Relationship ได้โดยตรง ในแง่การใช้งานจริง หากโครงการของคุณต้องการเตรียมข้อมูลล่วงหน้าและใช้ในการกรองข้อมูลหรือสร้างความสัมพันธ์ Column จะเป็นตัวเลือกที่เหมาะสม แต่ถ้าต้องการคำนวณสรุปเพื่อแสดงผลตามบริบทต่าง ๆ ของรายงาน Measure คือทางเลือกที่ดีกว่า การเลือกใช้อย่างถูกต้องจะช่วยให้ประหยัดหน่วยความจำและเพิ่มประสิทธิภาพของรายงาน Power BI ได้สูงสุด นอกจากนี้ควรฝึกฝนเขียนสูตร DAX อย่างเหมาะสมเพื่อสร้าง Column และ Measure ที่ถูกต้องและมีประสิทธิผลในงานวิเคราะห์ข้อมูลของคุณ

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