Guides
Evergreen, pain-point articles on catalog matching, deduplication, classification, AI search (GEO), pricing, and platform data.
Speed Up Supplier Onboarding: Why It Takes Weeks and How to Cut It to Days Cost of Manual Supplier Data Entry: What Distributors Actually Lose Supplier Onboarding Checklist for Distributors Clear a 5,000-SKU Backlog in 90 Days Without Hiring Fuzzy Matching at Scale Problems: Why Scripts Break and What to Do Instead Reconcile Supplier Catalogs: A Practical Guide for Distributors Catalog Matching Cost Savings: A Distributor's Sourcing Guide Duplicate SKUs and Pricing Problems: How to Detect, Merge, and Prevent Them Reversible Product Merge: Deduplicate Your Catalog Without Losing History Cost of Duplicate Products: The Hidden Margin, Fulfillment, and Analytics Damage Which Classification Standard Do You Need: ETIM, UNSPSC, or eClass? Classify an Inherited Catalog: A Practical Workflow Classification Drift: How to Detect, Measure, and Stop It Complete Product Record Fields: All 58 You Need to Stay Sellable AI Enrichment Hallucination: How to Ground Every Attribute in Source Docs Competitor Price Monitoring Starts With Product Matching Fill Missing Product Attributes With Provenance Trust AI-Generated Product Data: A Practical Validation Framework How to Optimize a Product Taxonomy With Attributes AI Output Provenance: Why Every AI Enrichment Needs a Source Link Human in the Loop Data Review for Product Catalogs ChatGPT Product Recommendations: Why Competitors Appear and You Don't GEO for Ecommerce Catalogs: Make Your Products Citable by AI Engines Item master data management: a practical guide for distributors How AI Shopping Agents Work: Retrieve, Rank, and Verify Product master data management (PMDM): what it is and when you need it The MDM data model for product catalogs, explained Product Data AI Search Visibility: What Your Catalog Needs to Get Cited Manufacturer Price Update Cost: What Distributors Actually Spend Supplier master data management: one supplier, one record Margin Leakage in Supplier Price Files: How to Catch It Before It Ships Product MDM without an MDM platform Monitor Competitor Prices Without Drowning in False Alerts ERP to Ecommerce Data Gap: Bridge 150k SKUs to a Live Storefront ERP Integration Gaps in Product Data (and How to Close Them) Manage Multichannel Product Feeds from One Source of Truth Barcode Errors in Supplier Feeds: A Field Guide to Finding and Fixing Them The cost of a dirty item master Catalog Launch Errors: 7 Field-Level Failures That Bounce Feeds How to Clean Up the Item Master in NetSuite Vertical SaaS Catalog Data: Why You Inherit the Chaos and How to Stop It Build vs Buy Catalog Data API: A Platform Team Decision Guide Master data governance for product data: the lightweight version SAP Material Master Data: Fixing Duplicates and Missing Attributes Deterministic Product Enrichment API: Choosing Traceable Over Black-Box Do I Need a PIM? A Decision Guide for Multi-Supplier Catalog Teams Keeping the item master clean after ERP go-live When a PIM Is Overkill: A Sizing Guide for Catalog Teams Product hierarchy in MDM: families, variants, and where they break Does a Manufacturer Actually Need a PIM? MDM implementation for mid-market distributors: what to skip The 40 item-master fields that actually matter Why Manufacturers Lose Channel Revenue to Bad Product Data Your PIM Isn't the Problem — Your Inbound Supplier Data Is How to Choose a PIM (When You Actually Need One) Internal master data vs customer-facing product content MDM ROI: how to build the business case for clean product data Keeping Product Data in Sync Between Shopify and Your ERP/PIM Product Data Management for Plumbing Distribution Wholesale Fastener Product Data: A Distributor's Guide Product Data Import in Dynamics 365: Avoiding Duplicate Records SAP Business One + Ecommerce: Closing the Product-Data Gap How Manufacturers Get Products Onto Grainger Faster