The Challenge
A catalogue operation bottlenecked by manual listing creation.
An automotive parts marketplace managing approximately 500,000 SKUs across Amazon, eBay, and Shopify was drowning in manual data work.
Each product required roughly 20 minutes of human effort to turn messy manufacturer data into polished multi-channel listings. The full processing pipeline ran on a 9-day cycle, slowing how quickly inventory could get to market.
The real cost was not just labour. It was the drag created by slow catalogue turnover across three channels that each required tailored output.
What We Built
A rebuilt data and content pipeline for channel-specific listing generation.
60x rebuilt the end-to-end enrichment and content generation workflow so titles, descriptions, bullet points, meta tags, and marketplace categorisations generate simultaneously across all three sales channels.
Data enrichment
Ambiguous manufacturer data is resolved automatically, including incomplete codes and missing product names.
Channel-specific content
Amazon, eBay, and Shopify outputs are generated in parallel rather than one listing at a time.
Low-touch review
Approximately 97% of items now require no human review before publication.
Instead of treating content generation as a downstream manual task, the new system made structured enrichment and publishing logic part of the same automated pipeline.
The Results
From a 9-day bottleneck to a few hours of throughput.
Per-SKU processing
Full pipeline cycle
Items requiring no human review
- Per-SKU processing: from about 20 minutes of manual effort to 1 to 3 seconds.
- Full pipeline cycle: compressed from 9 days to a few hours.
- Coverage and accuracy: rich content now publishes across three channels with 97% requiring zero human review.
That improvement changed the commercial tempo of the business. Inventory could be cleaned, enriched, and published quickly enough to support growth rather than constrain it.
Why It Worked
The system solved ambiguity, not just formatting.
A large share of the manual effort had never been about typing product descriptions. It was about interpreting incomplete manufacturer codes, resolving missing attributes, and deciding how to express the same product across different marketplaces.
By automating those judgement-heavy enrichment steps, 60x removed the real source of the bottleneck rather than just accelerating the final copywriting layer.
The Compounding Effect
Faster data operations changed how quickly the business could move.
Compressing the pipeline from 9 days to a few hours did more than save staff time. It removed the operational bottleneck that limited how quickly 500,000 products could reach market.
The business can now onboard new product lines and respond to demand shifts at a speed that was previously impossible with manual enrichment.
For a catalogue business at this scale, that speed becomes a structural advantage rather than a back-office efficiency win.