- Power Query is the data extraction and transformation layer inside Power BI.
- It connects to sources like SQL Server, Excel, APIs, and flat files.
- In my project, we extracted sales data from SQL and customer data from CRM Excel.
- We cleaned null values, changed data types, and merged tables there.
- Filters were applied to pull only required historical records.
- Query folding helped push these transformations to the database.
- We also created calculated columns like fiscal month during extraction.
- All steps were saved and reused during scheduled refresh automatically.
- This reduced manual data preparation by business users.
- Basically it prepares clean, structured data before it reaches the data model.
What is Power Query and its role in extraction?
Updated on February 9, 2026
< 1 min read
