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Import guide

How to prepare your CSV for Pattern Owl

Pattern Owl imports reviews from any platform via CSV - Shopify, BigCommerce, WooCommerce, Magento, Volusion, Yotpo, Judge.me, Stamped, or your own export. Here's what the file needs to look like.

1,000 rows per CSV during early access. Split larger files before uploading. Each file takes about a minute to import.
Upload My CSVAlready have your CSV ready? Skip the guide.

Required columns

Your CSV needs these five columns. The column names don't have to match exactly - the import wizard will help you map them.

ColumnWhat it isExample
product_nameThe product being reviewed"Wireless Bluetooth Speaker"
product_idA product ID or SKU"WBS-2024"
ratingA score from 1 to 54
review_dateWhen the review was posted (YYYY-MM-DD)2025-11-15
review_textThe review content"Great sound quality, compact size..."

Optional columns

These are nice to have but not required:

  • review_title - The review headline
  • customer_name - Reviewer's name
  • order_id - Order or transaction ID
  • email - Reviewer's email

Sample CSV

product_name,product_id,rating,review_date,review_text,review_title,customer_name
Wireless Bluetooth Speaker,WBS-2024,5,2025-11-15,"Amazing sound quality for the price. Battery lasts all day.",Best speaker I've owned,Sarah M.
Wireless Bluetooth Speaker,WBS-2024,3,2025-11-20,"Sound is decent but the Bluetooth range is shorter than expected.",Good but not great,Mike T.
Leather Wallet - Brown,LW-BRN-01,4,2025-12-01,"Nice quality leather. Slim enough for front pocket. Wish it had more card slots.",Solid wallet,James R.
Organic Face Cream,OFC-50ML,5,2025-12-05,"My skin has never felt better. No irritation at all. Will definitely reorder.",Life changing!,Amy L.
Organic Face Cream,OFC-50ML,2,2025-12-10,"The cream is too thick and has a strong scent. Not for sensitive skin despite the label.",Disappointing,Karen W.

Exporting reviews from your platform

Most review platforms let you export to CSV. Here's the general approach:

  1. Log into your review platform (Shopify, BigCommerce, WooCommerce, Magento, Volusion, Yotpo, Judge.me, Stamped, etc.)
  2. Find the export or download option - usually in Settings, Reports, or a Reviews management section
  3. Export as CSV - select all reviews or a date range
  4. Check the columns- your export will likely have the right data, just with different column names. That's fine - the import wizard auto-detects common variations (like "Review Score" for rating, "SKU" for product_id, etc.)

Tips

  • Column names are flexible. If your CSV says "Review Score" instead of "rating," the wizard will suggest the right mapping. You can also manually assign columns.
  • Date formats are flexible. The wizard detects common formats (MM/DD/YYYY, YYYY-MM-DD, etc.) and lets you confirm.
  • Empty review text is okay. Rating-only reviews (no text) are still imported and counted in your metrics.
  • Split large files. 1,000 rows is the per-upload limit during early access. For larger datasets, split the file and import the parts in sequence.

Frequently asked questions

Does my CSV need a header row?+

Yes. The first row should contain column names. They don't need to match Pattern Owl's exact names - the import wizard auto-detects common variations (Review Score, SKU, Rating, etc.) and lets you map anything that doesn't match automatically.

What date formats work?+

The import wizard detects common formats including YYYY-MM-DD, MM/DD/YYYY, DD/MM/YYYY, and ISO 8601 timestamps. You can confirm the detected format before import.

What's the row limit per CSV upload?+

Pattern Owl CSV uploads are capped at 1,000 rows per file during early access. For larger datasets, split into multiple files and upload them sequentially.

Can I include tickets and reviews in the same CSV?+

No. Support tickets need the helpdesk-style schema (subject, messages, status, CSAT) which differs from the review schema. Connect a helpdesk integration (Gorgias, eDesk, Zendesk) for tickets, or upload them as a separate CSV with the ticket schema.

What if my columns have different names?+

That is fine. The import wizard auto-detects common variations (Review Score, Stars, SKU, Product Code, etc.) and shows you the proposed mapping. You can override any mapping manually before confirming the upload.

Can I import reviews from Shopify, BigCommerce, WooCommerce, or Magento?+

Yes. Any platform that exports reviews to CSV works - Shopify's built-in reviews, BigCommerce, WooCommerce, Magento, Volusion, Yotpo, Judge.me, Stamped, or your own database export. If your platform supports CSV export, Pattern Owl can import it.

Related reading

Once your data is imported, these guides cover what to do with it:

  • How to automate review analysis for your ecommerce store
  • How to find patterns in customer reviews
  • How to categorize customer feedback for ecommerce

Ready to import your reviews?

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