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Turn messy supplier datainto publish-ready product catalogues

Send the spreadsheet exactly as your supplier shipped it. A SKU or barcode per row is enough. RefynData finds every product online, fills the gaps, tidies the formats, and hands back a catalogue ready to import into your store.

See before & after
Results

What changes in your product data

The same product before and after, so you can see exactly what improves.

Before

SKU NX-4821-W

Product name· · ·
Brand· · ·
Height· · ·
Width· · ·
Depth· · ·
Capacity· · ·
Energy· · ·
Colour· · ·
After

SKU NX-4821-W

IdentityProduct name60cm fridge freezerfoundBrandBrackmorefoundDimensionsHeight1850 mmfoundWidth595 mmfoundDepth655 mmfoundCapacity & energyTotal331 LfoundRatingEfoundFinishColourStainless steelfound

Every value carries a link to where it was found

A list of SKUs is enough to start

Plenty of suppliers send nothing but a code. RefynData matches each SKU to the real product, then goes and finds the values a shopper actually filters on: name, brand, sizes, capacity, energy, finish. Every one is recorded with where it came from, so anyone on your team can check a figure in one click.

Quality score

Every catalogue gets a score

One number for how ready your data is to go live, broken into the three things that make it ready, plus a grade on every product, worst first, so you know where to start.

It recalculates itself every time the data changes, and it warns rather than blocks. Exporting a catalogue scoring 61 is your call to make.

Checks that found nothing are shown too. A score you can read is worth more than a score you have to trust.

0

Grade E

Refrigeration · 297 products
A 8B 34C 84D 132E 39
0

Completeness

the values a shopper filters on

0

Consistency

same unit, same word, everywhere

0

Confidence

how much is traced to a source

What was checked

Key specs present on every product41 missing specs
Units consistent inside each field3 unit formats in one field
Compound values split into their own fields88 values stuck in one cell
Every product has a usable image41 products with no image
Every value traced to a source96 values unverified
Nothing left awaiting review38 awaiting review
20 more checks still runningAccessory codes recovered · dimension order · unit conversion · stray spaces · generated copy, and nine more
0 of 20

Measured over 297 products on 12 August. Scoring changes nothing. It only reads.

Target

Who uses RefynData

Built for the teams stuck reconciling supplier spreadsheets by hand. RefynData closes the gap between messy supplier feeds and a functional ecommerce catalogue, whatever you sell.

EDCBA0GRADE E

Retailers

Streamline supplier product onboarding and cut manual data management overhead.

Distributors

Onboard hundreds of supplier catalogues without adding headcount.

Merchandising teams

Free merchandisers from manual enrichment so they can focus on assortment and AOV.

Ecommerce & PIM teams

Give Pimcore, Akeneo, Magento or Shopify a file that imports first time, with complete, consistent data in your structure.

Proof

Six recent jobs

Our own account of work we have done. The customers are unnamed here, and every figure comes from our own records of the job.

All six jobs, in full
19 of 19corrections pointed one way

Our first pass put nineteen fridge accessories in nine different categories, ten of them plinth grilles filed under outdoor grills. The client moved every one to the same place, accessories for the fridge. One rule covered all nineteen, and it was in their corrections, not in any brief.

Appliance retailer · refrigeration accessories

Read the job in full
15 to 1categories, one range

Sixty-two wall panels came to us with no categories, and our first pass spread them across fifteen: tiles, cladding, even sofas. The retailer wanted one range. We pulled them together and kept the category each panel was first given, so cladding can still be told from tiles.

Bathroom retailer · wall panel range

Read the job in full
14 of 20came back on a straight re-run

Two hundred and twelve products came back empty on the first pass. We put twenty of them straight back through, with no code changes and nothing retyped. Fourteen came back with a real source attached. They were never missing, just badly searched.

Percussion and pro-audio retailer

Read the job in full
12 to 8spellings, eight real types

Single Ended and Single End Bath. Corner and Corner Bath. Freestanding and Freestanding Baths. Twelve spellings in one column covering eight actual bath types, so shoppers got twelve filter options for eight real things. The filters only started working once the twelve became eight.

Bathroom retailer · 329 baths

Read the job in full
874of 901 checked against a source

We checked 874 of 901 products against a named source, and listed the other 27 as unchecked rather than guessing at them. Knowing what we could not verify is what makes the number at the top of the report worth reading.

Percussion and pro-audio retailer · 901 products

Read the job in full
3,566dead links caught before export

Image links rot quietly, or get turned away by the sites that host them. We fetched all 12,015 links we found for this catalogue before the file was built, and 3,566 came back broken or blocked. Nearly a third of them, known before the import rather than after it.

Musical instrument retailer · 12,015 image links

Read the job in full
Questions

The practical answers

Questions retailers and distributors ask before they send us their first file.

What do we need to send you?

Just the spreadsheet your supplier sent, exactly as it arrived. Any columns, any names, no template. A SKU or barcode per row is enough, and brands are spotted automatically.

Where does the missing data come from?

RefynData finds each product online on retailer and manufacturer pages, including the datasheet PDFs attached to them. It pulls in specs, images, manuals and accessories, keeps a link to the source for every value, and checks that each page really shows your product.

Do we have to check everything ourselves?

You stay in control without doing the legwork. AI cross-checks descriptions against specs and flags anything that looks off. Nothing is exported until you approve it, or deliberately skip that step.

What do we get back?

A Google Sheet or Excel file formatted to import into your store or PIM. It has one tab per category, images converted to store-safe formats, and product descriptions and SEO copy already written.

Does this help when shoppers ask an AI instead of searching?

It is the same job. An AI answer is assembled from whatever specs are published about a product, so a listing with a dealer code where the name should be and three blank spec cells gives it nothing to quote. RefynData fills the specs, makes them read the same way across every supplier, then writes the title and description from those values only. It also shows you where a product name is too vague to identify one item, which is the usual reason an answer comes back describing something you do not sell.

Whose data is it?

Yours. Every spec, image and description RefynData assembles belongs to your catalogue. Your data is never sold, shared, or used to improve anyone else's product.

How fast is it?

Enrichment runs on its own once a file is uploaded. Catalogues that took weeks of copy-paste typically come back ready to review in days.

From the blog

Fixes for the datayour suppliers send

Each guide takes one problem in supplier product data and shows the fix: the same values before and after, and a link to the source of every figure.

All 27 guides
Glossary

Product data,in plain English

The words you meet when you sell products online, from barcodes to AI shopping assistants. Each is explained in a sentence, then in everyday terms, with a real example.

All 143 terms, A to Z
Platforms

Ready for the platformyou sell on

Each platform reads a product file its own way. Here is one value from a supplier spreadsheet for each, as it arrived and as that platform takes it.

All 11 platforms
  • ShopifyBarcode

    Supplier sent: 5.01235E+12

    Ready for Shopify: gtin:5012345678900

  • AmazonItem Name

    Supplier sent: LUXURY 400TC COTTON FITTED SHEET ALL SIZES!! FREE P&P

    Ready for Amazon: Hollinsby 400 Thread Count Cotton Fitted Sheet, King

  • WooCommerceCategories

    Supplier sent: Kitchen/Cookware/Frying PansCookware; Frying pans

    Ready for WooCommerce: Kitchen > Cookware > Frying pans

  • MagentoCategories

    Supplier sent: Bedding > Sheets > FittedBeding/Sheets

    Ready for Magento: Default Category/Bedding/Sheets/Fitted Sheets

  • eBayMaterial

    Supplier sent: Composition: 100% acrylicacrylic knitACRYLIC

    Ready for eBay: Acrylic

  • Google ShoppingGTIN

    Supplier sent: 5.01235E+12N/A

    Ready for Google Shopping: 5012345678900

  • TikTok ShopPackage Weight

    Supplier sent: 0.42 kg420g0.4kg

    Ready for TikTok Shop: 420

  • BigCommerceOptions

    Supplier sent: S/D/K/SK

    Ready for BigCommerce: Type=Rectangle|Name=Size|Value=Double

  • WixSize

    Supplier sent: KSKing SizeKING

    Ready for Wix: King

  • SquarespaceTags

    Supplier sent: CottoncottonCOTTON

    Ready for Squarespace: cotton

  • PrestaShopCategories

    Supplier sent: Bathroom > Towels > Bath Towels

    Ready for PrestaShop: 8,21

See it work onyour own data

Nothing goes live without your sign-offEvery value keeps its sourceYour data is never shared

The quickest way to judge RefynData is on your own catalogue: your file, your categories, cleaned in front of you.

One email to set a time. No mailing list, no follow-up sequence.