Clean & Standardize CSV Uploads for Google Sheets and Drive Imports - n8n Workflow | Neura Market
Clean & Standardize CSV Uploads for Google Sheets and Drive Imports
# Auto-Clean CSV Uploads Before Import
This workflow automatically **cleans, validates, and standardizes any CSV file** you upload. Perfect for preparing customer lists, sales leads, product catalogs, or any messy datasets before pushing them into Google Sheets, Google Drive, or other systems.
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## How It Works
1. **CSV Upload (Webhook)**
- Upload your CSV via webhook (supports **form-data**, **base64**, or binary file upload).
- Handles files up to ~10MB comfortably.
2. **Extract & Parse**
- Reads raw CSV content.
- Validates file structure and headers.
- Detects and normalizes column names (e.g., `First Name` → `first_name`).
3. **Clean & Standardize Data**
- **Removes duplicate rows** (based on email or all fields).
- **Deletes empty rows**.
- **Standardizes fields**:
- Emails → lowercased, validated format.
- Phone numbers → normalized `(xxx) xxx-xxxx` or `+1 format`.
- Names → capitalized (John Smith).
- etc → trims spaces & fixes inconsistent spacing.
- Assigns each row a **data quality score** so you know how "clean" it is.
4. **Generate Cleaned CSV**
- Produces a cleaned CSV file with the same headers.
- Saves to Google Drive (optional).
- Ready for immediate import into Sheets or any app.
5. **Google Sheets Integration (Optional)**
- Clears out an existing sheet.
- Re-imports the cleaned rows.
- Perfect for always keeping your "master sheet" clean.
6. **Final Report**
- Logs processing summary:
- Rows before & after cleaning.
- Duplicates removed.
- Low-quality rows removed.
- Average data quality score.
- Outputs a neat summary for auditing.
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## Setup Steps
1. **Upload Method**
- Use the webhook endpoint generated by the `CSV Upload Webhook` node.
- Send CSV via binary upload, base64 encoding, or JSON payload with `csv_content`.
2. **Google Drive (Optional)**
- Connect your Drive OAuth credentials.
- Replace `YOUR_DRIVE_FOLDER_ID` with your target folder.
3. **Google Sheets (Optional)**
- Connect Google Sheets OAuth.
- Replace `YOUR_GOOGLE_SHEET_ID` with your target sheet ID.
4. **Customize Cleaning Rules**
- Adjust the `Clean & Standardize Data` code node if you want different cleaning thresholds (default = 30% minimum data quality).
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## Example Cleaning Report
**Input file:** `raw_leads.csv`
- Rows before: **2,450**
- Rows after cleaning: **1,982**
- Duplicates removed: **210**
- Low-quality rows removed: **258**
- Avg. data quality: **87%**
“Clean CSV saved to Drive
“Clean data imported into Google Sheets
“Full processing report generated
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## Why Use This?
- Stop wasting time manually cleaning CSVs.
- Ensure **high-quality, import-ready data** every time.
- Works with **any dataset**: leads, contacts, e-commerce exports, logs, surveys.
- Completely free - a must-have utility in your automation toolbox.
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Upload dirty CSV → Get **clean, validated, standardized data** instantly!
Platform
n8n
Category
Data & Analytics
Price
Free
Creator
David Olusola
code
webhook
stickyNote
googleDrive
googleSheets
How to import this workflow into n8n
1Purchase or download the workflow to get the n8n workflow JSON file.
2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
3Open each node marked with a credential warning and connect your own accounts and API keys.
4Run the workflow once manually to verify the data flow, then toggle it to Active.