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Power Query is a data connection technology in Excel that allows you to extract, transform, and load (ETL) data from various sources. It simplifies data cleaning, reshaping, and combining from multiple files, databases, or online sources without writing complex formulas. Power Query is available in Excel 2016 and later under the Data tab as "Get & Transform Data."
How to Open Power Query in Excel?
To open Power Query:
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Click the Data tab.
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Choose Get Data → From File, From Database, or From Online Services depending on your source.
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Select Launch Power Query Editor to transform your data.
On Mac, the Get Data option is limited to files and basic web sources, but most transformations still work.
Basic Workflow in Power Query
Power Query follows a structured workflow: Connect → Transform → Load.
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Connect: Import data from a source like Excel files, CSV, databases, or web pages.
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Transform: Clean or reshape the data using options like filter, remove columns, split columns, merge tables, or change data types.
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Load: Load transformed data back into Excel as a table, PivotTable, or data model.
Common Transformations in Power Query
1. Removing Columns
To delete unnecessary columns:
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Select the column(s).
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Right-click → Remove Columns.
2. Filtering Rows
Filter rows based on conditions:
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Click the drop-down arrow in a column header.
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Select Text Filters or Number Filters.
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Choose a condition like Equals, Greater Than, or Contains.
3. Changing Data Types
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Select a column.
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Go to Transform → Data Type → choose the correct type like Text, Number, or Date.
4. Splitting Columns
Split a column into multiple columns:
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Select the column.
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Go to Home → Split Column → By Delimiter.
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Enter a delimiter like a comma, space, or custom character.
5. Merging Queries
Combine data from multiple tables:
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Go to Home → Merge Queries.
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Select the matching columns from both tables.
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Choose the type of join (Left, Right, Inner, Full Outer).
Loading Data Back to Excel
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After all transformations, click Home → Close & Load.
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Choose Load to Table, PivotTable, or Data Model.
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The table in Excel will update automatically if the source data changes.
Tips for Efficient Power Query Usage
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Always rename steps in the Applied Steps pane to keep your workflow organized.
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Use Advanced Editor to view or modify M code for complex transformations.
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Refresh data by clicking Refresh All in the Data tab to automatically update transformed data.
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Avoid heavy transformations on large datasets in Excel; consider using Power BI for extremely large files.
Example Use Case
Imagine you have monthly sales data from multiple CSV files:
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Use Get Data → From Folder to combine all files.
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Filter out incomplete rows and remove unnecessary columns.
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Split the product description into category and product name.
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Load the clean dataset into a PivotTable for analysis.
This workflow can save hours compared to manually copying and cleaning data.
Power Query is designed to automate repetitive data tasks, reduce errors, and make complex data handling accessible without advanced programming knowledge. Following the structured workflow ensures consistent and clean datasets ready for analysis.
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