Resource hub

The cleaner front door for product-data work.

Browse the playbooks, comparisons, and reference material teams use when supplier files are messy, taxonomy choices are unclear, or channel-ready content still has to be built from technical source material.

Glossary Comparisons Playbooks Guides Attribute Library

Browse by workflow

Pick the lane that matches the work in front of you.

This hub is organized around real catalog jobs, not a generic archive. Jump into the resources most likely to unblock your current workflow.

Onboard supplier data

Turn messy new feeds into records teams trust.

Start with raw supplier files, resolve duplicates, and catch missing structure before catalog cleanup burns weeks.

Onboard a New Supplier Range in 24 Hours Speed Up Supplier Onboarding: Why It Takes Weeks and How to Cut It to Days

Classify and enrich

Choose where products belong and fill the required fields.

Move from ambiguous descriptions to channel-ready ETIM, eCl@ss, UNSPSC, and product taxonomy assignments.

ETIM Classification Workflow for Distributors ETIM vs UNSPSC vs eCl@ss: Which Classification Standard Does Your Catalog Need?

Validate outputs

Check feeds, IDs, and technical data before upload.

Use validation-oriented resources when a file looks almost right but still fails downstream checks.

Fix Google Merchant Feed Errors: A Step-by-Step Validation Playbook ECLASS vs ETIM for Distributors: Which Classification Standard Do You Need?

Browse by topic

Start from the idea, not the format.

Product identity

Everything on resolving the many SKUs, MPNs, GTINs and supplier records behind one product into a single, persistent identity: definitions, matching, edge cases and how to evaluate tools.

Product graphs & semantics

How to model a catalog as relationships instead of rows: semantic product layer, ontology vs taxonomy, relationship types, knowledge graphs, provenance and evidence.

Resource types

Explore by format when you know what you need.

Choose from free tools, glossary, comparisons, playbooks, articles, guides, whitepapers, attribute templates depending on whether you need a workflow, a buying comparison, a definition, or strategic context.

Browse all resources

Free Tools

Free, no-login tools to validate, fix, match, and score product data — identifiers and barcodes, classification, feeds and files, AI-readiness, and pricing.

Glossary

107

Plain-language definitions of catalog-data concepts, identifiers, standards, and industrial terms for procurement, category, and data teams.

Comparisons

Neutral, side-by-side comparisons of product-data standards, tools, and approaches to help you choose the right one.

Playbooks

Step-by-step workflows for matching, deduplication, supplier onboarding, enrichment, classification, and AI-readiness.

Articles

Point-of-view articles on agentic commerce, AI-ready product data, catalog infrastructure, and product-data trends.

Guides

154

Evergreen, pain-point articles on catalog matching, deduplication, classification, AI search (GEO), pricing, and platform data.

Whitepapers

Gated printable PDFs for AI crawler access, JavaScript visibility, Product JSON-LD, GA4 AI visibility debugging, and DPP readiness.

Attribute Library

105

Category-by-category attribute templates for industrial and distribution catalogs: identity, specs, fit and evidence fields, with CSV downloads.