A thousand listings prepared without writing a thousand descriptions
Uploading products to Conrad or Mercateo means descriptions, categories and eCl@ss codes for every item. A dozen is manageable by hand; a thousand is not.
- Client
- Spare parts & industrial equipment · Germany · $15M revenue · 100 staff
- Scope
- CSV in → clean → enrich → marketplace export
- Targets
- Conrad, Mercateo and similar
- Role
- Solo — design, build, hand-over

Enrichment that does not scale past a dozen products
Marketplaces will not accept raw parsed data — every item needs a description and a classification.
To upload products to a marketplace the data has to be prepared first: generate a description, assign a category, add the eCl@ss code. For a dozen products a person can simply do it.
At volumes above a thousand items the same work takes an enormous amount of time, and the parsed source files are rarely clean to begin with — duplicates, formatting noise and missing fields all have to be dealt with first.
A platform that cleans first, then enriches
Parsed CSVs go in; a marketplace-ready file comes out.
Upload the CSVs
inputThe manager uploads the parsed CSV files into the platform.
Clean the data
normaliseThe agent validates and cleans the data — formatting is normalised and duplicates removed before anything is generated.
Generate and classify
enrichPipelines generate descriptions and determine category, eCl@ss and the other required fields from the file contents.
Export
outputThe manager generates the final export, ready for the marketplace listing.