Preserve the evidence
Original vendor data remains available alongside the cleaned catalog so an operator can understand where each product decision came from.
Product operations system
An operator-focused product-data workspace that turns distributor catalogs into reviewed, enriched, and publishable Shopify listings.
Inside the build
Rebuilt product moments that let you feel the interaction—not just look at a screenshot.
KOVAX Super Buflex 730-1515 Abrasive Disc, 3 in, 2500 Grit
Eagle Abrasives KOVAX Super Buflex Disc — 3 in, 2500 Grit
Automation prepares the decision. A person still approves what becomes real.
The operator sees what changed, what it costs, and what needs a decision before anything moves forward.
The brief
Distributor data arrives in different shapes and levels of quality. The real problem is not simply collecting it—it is preserving the source, creating a trustworthy catalog, improving selected products, and keeping a human approval step before publishing.
Scrape moves products through a deliberate pipeline: raw capture, canonical records, enrichment, optional AI refinement, operator review, approval, and Shopify publishing. Paid and irreversible work stays behind explicit actions.
What it does
Playwright-based distributor capture
Raw and canonical product records with source evidence
Selective enrichment and configurable AI refinement
Operator review for content, pricing, images, and variants
Approved-product publishing through Shopify
Design decisions
Original vendor data remains available alongside the cleaned catalog so an operator can understand where each product decision came from.
Automatic enrichment is off by default. Products move into deeper research and AI refinement only when an operator chooses them.
Automation prepares the work; it does not quietly publish it. Pricing, content, images, variants, and blockers remain visible before Shopify sync.
Built with
Scrape demonstrates the kind of AI system HeyNate believes in: evidence-preserving, operationally useful, and built around a person who remains in control.