{"id":28782,"date":"2026-05-25T07:32:06","date_gmt":"2026-05-25T13:32:06","guid":{"rendered":"https:\/\/catsy.com\/blog\/?p=28782"},"modified":"2026-08-31T10:31:45","modified_gmt":"2026-08-31T16:31:45","slug":"product-classification-for-manufacturers-2026","status":"publish","type":"post","link":"https:\/\/catsy.com\/blog\/product-classification-for-manufacturers-2026\/","title":{"rendered":"Product Classification: A PIM-Driven Guide for Manufacturers (2026) | Catsy"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"28782\" class=\"elementor elementor-28782\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-190cc4c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"190cc4c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-99d9bf7\" data-id=\"99d9bf7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c7023d4 elementor-widget elementor-widget-text-editor\" data-id=\"c7023d4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"catsy-hero-modern\"><style>\n.catsy-hero-modern,\n.catsy-hero-modern * {\n  box-sizing: border-box;\n}\n.catsy-hero-modern {\n  font-family: system-ui, -apple-system, BlinkMacSystemFont, \"Segoe UI\", Arial, sans-serif;\n  background: #ffffff;\n  color: #0f172a;\n  line-height: 1.7;\n}\n.catsy-hero-modern .hero-wrap {\n  max-width: 1120px;\n  margin: 0 auto;\n  padding: 40px 24px 0;\n}\n.catsy-hero-modern .hero {\n  position: relative;\n  overflow: hidden;\n  padding: 40px 40px 0;\n  text-align: center;\n  background:\n    radial-gradient(circle at 10% 20%, rgba(158,17,123,0.15), transparent 28%),\n    radial-gradient(circle at 90% 80%, rgba(243,177,61,0.10), transparent 28%),\n    #0F172A;\n  border-radius: 20px;\n}\n.catsy-hero-modern .hero::before {\n  content: \"\";\n  position: absolute;\n  width: 280px;\n  height: 280px;\n  top: -160px;\n  right: -120px;\n  border: 1px solid rgba(243,177,61,0.13);\n  border-radius: 50%;\n}\n.catsy-hero-modern .hero::after {\n  content: \"\";\n  position: absolute;\n  width: 320px;\n  height: 320px;\n  left: -180px;\n  bottom: -210px;\n  border: 1px solid rgba(255,255,255,0.06);\n  border-radius: 50%;\n}\n.catsy-hero-modern .hero-content {\n  position: relative;\n  z-index: 2;\n  max-width: 850px;\n  margin: 0 auto;\n}\n.catsy-hero-modern .category {\n  display: inline-flex;\n  align-items: center;\n  gap: 8px;\n  margin-bottom: 18px;\n  padding: 6px 14px;\n  color: #F3B13D;\n  background: rgba(243,177,61,0.08);\n  border: 1px solid rgba(243,177,61,0.25);\n  border-radius: 999px;\n  font-size: 11px;\n  font-weight: 800;\n  letter-spacing: 0.11em;\n  text-transform: uppercase;\n  animation: catsyFadeUp .65s ease both;\n}\n.catsy-hero-modern .category-dot {\n  width: 6px;\n  height: 6px;\n  background: #F3B13D;\n  border-radius: 50%;\n}\n.catsy-hero-modern h1 {\n  max-width: 780px;\n  margin: 0 auto 16px;\n  color: #ffffff;\n  font-size: clamp(1.85rem, 3.4vw, 2.6rem);\n  font-weight: 800;\n  line-height: 1.15;\n  letter-spacing: -0.03em;\n  animation: catsyFadeUp .7s .08s ease both;\n}\n.catsy-hero-modern .description {\n  max-width: 650px;\n  margin: 0 auto 20px;\n  color: #CBD5E1;\n  font-size: 1rem;\n  line-height: 1.65;\n  animation: catsyFadeUp .7s .16s ease both;\n}\n.catsy-hero-modern .meta {\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  flex-wrap: wrap;\n  gap: 9px;\n  margin: 0 auto 24px;\n  color: #94A3B8;\n  font-size: 0.78rem;\n  font-weight: 600;\n  animation: catsyFadeUp .7s .24s ease both;\n}\n.catsy-hero-modern .meta-dot {\n  color: #F3B13D;\n}\n.catsy-hero-modern .image-area {\n  position: relative;\n  z-index: 2;\n  width: 100%;\n  max-width: 320px;\n  margin: 0 auto;\n  padding: 8px 8px 0;\n  background: rgba(255,255,255,0.05);\n  border: 1px solid rgba(255,255,255,0.10);\n  border-bottom: 0;\n  border-radius: 14px 14px 0 0;\n  box-shadow:\n    0 -10px 28px rgba(0,0,0,0.15),\n    0 0 40px rgba(158,17,123,0.06);\n  animation: catsyImageUp .85s .30s ease both;\n}\n.catsy-hero-modern .image-area img {\n  width: 100%;\n  max-width: 300px;\n  height: auto;\n  display: block;\n  margin: 0 auto;\n  border-radius: 8px 8px 0 0;\n  transition: transform .35s ease;\n}\n@media (hover:hover) {\n  .catsy-hero-modern .image-area:hover img {\n    transform: translateY(-4px);\n  }\n}\n@keyframes catsyFadeUp {\n  from { opacity: 0; 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}\n  .catsy-hero-modern .image-area img { transition: none !important; }\n}\n<\/style>\n<div class=\"hero-wrap\">\n<div class=\"hero\">\n<div class=\"hero-content\">\n<div class=\"category\">\nProduct Data Governance \u00b7 PIM Guide<\/div>\n<h1>Product Classification: How to Classify Products at Scale With PIM<\/h1>\n<p class=\"description\">From the four consumer product types to UNSPSC, ETIM, and marketplace taxonomies: a practical guide for manufacturers, distributors, and eCommerce teams managing large catalogs.<\/p>\n<div class=\"meta\">\nCeejay S Teku\n<span class=\"meta-dot\">\u2022<\/span>\nUpdated August 31, 2026\n<\/div>\n<\/div>\n<div class=\"image-area\">\n<img decoding=\"async\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/06\/catsy-pim-plus-erp-simple-syndication-t.png\" alt=\"Catsy PIM syndicating governed, classified product data to ERP and connected channels\" loading=\"lazy\" \/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-61dcd84 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"61dcd84\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-99adc39\" data-id=\"99adc39\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2057224 elementor-widget elementor-widget-text-editor\" data-id=\"2057224\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div style=\"font-family: system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Arial,sans-serif; background: #FFFFFF; color: #1e293b; line-height: 1.78; font-size: 17px; box-sizing: border-box;\">\n<div style=\"max-width: 1120px; margin: 0 auto; padding: 0 24px 72px; box-sizing: border-box;\">\n<div style=\"max-width: 860px; margin: 0 auto;\">\n<style>\n.catsy-toc-link{transition:transform .15s ease;}\n.catsy-toc-link .catsy-toc-dot{transition:background-color .15s ease, transform .15s ease;}\n.catsy-toc-link .catsy-toc-text{transition:color .15s ease;}\n.catsy-toc-link:hover .catsy-toc-text,\n.catsy-toc-link:focus-visible .catsy-toc-text{color:#1D4ED8 !important;text-decoration:underline;text-underline-offset:3px;}\n.catsy-toc-link:hover .catsy-toc-dot,\n.catsy-toc-link:focus-visible .catsy-toc-dot{background:#1D4ED8 !important;color:#FFFFFF !important;transform:translateX(2px);}\n.catsy-toc-link:focus-visible{outline:2px solid #1D4ED8;outline-offset:4px;border-radius:6px;}\n.catsy-table{width:100%;border-collapse:collapse;font-size:.92rem;}\n.catsy-table th{background:#9E117B;color:#fff;text-align:left;padding:14px 16px;font-weight:700;}\n.catsy-table td{padding:14px 16px;vertical-align:top;border-bottom:1px solid #E2E8F0;color:#334155;line-height:1.6;}\n.catsy-table tr:nth-child(even) td{background:#FBF5F9;}\n@media (max-width: 700px){.catsy-table, .catsy-table thead, .catsy-table tbody, .catsy-table th, .catsy-table td, .catsy-table tr{display:block;width:100%;} .catsy-table thead{display:none;} .catsy-table tr{margin-bottom:18px;border:1px solid #E2E8F0;border-radius:10px;overflow:hidden;} .catsy-table td{border-bottom:none;} .catsy-table td:before{content:attr(data-label);display:block;font-weight:800;color:#0f172a;margin-bottom:4px;font-size:.78rem;text-transform:uppercase;letter-spacing:.04em;}}\n.catsy-faq details{border:1px solid #E2E8F0;border-radius:14px;background:#FFFFFF;overflow:hidden;transition:border-color .15s ease;}\n.catsy-faq details + details{margin-top:12px;}\n.catsy-faq details[open]{border-color:#9E117B;}\n.catsy-faq summary{list-style:none;cursor:pointer;display:flex;align-items:flex-start;gap:14px;padding:20px 24px;}\n.catsy-faq summary::-webkit-details-marker{display:none;}\n.catsy-faq summary::marker{content:\"\";}\n.catsy-faq summary:hover .catsy-faq-q{color:#9E117B;}\n.catsy-faq summary:focus-visible{outline:2px solid #1D4ED8;outline-offset:-2px;}\n.catsy-faq-q{margin:0;flex:1;color:#0f172a;font-size:1.08rem;font-weight:bold;line-height:1.45;transition:color .15s ease;}\n.catsy-faq-icon{flex:0 0 22px;width:22px;height:22px;border-radius:999px;background:#9E117B;color:#ffffff;display:flex;align-items:center;justify-content:center;margin-top:3px;transition:transform .2s ease;}\n.catsy-faq details[open] .catsy-faq-icon{transform:rotate(90deg);}\n.catsy-faq-a{padding:0 24px 22px 60px;}\n.catsy-faq-a p{margin:0;color:#334155;line-height:1.7;}\n@media (max-width:520px){.catsy-faq summary{padding:18px 20px;}.catsy-faq-a{padding:0 20px 20px 20px;}}\n@media (prefers-reduced-motion: reduce){.catsy-toc-link,.catsy-toc-link *{transition:none !important;transform:none !important;}.catsy-faq *{transition:none !important;}}\n<\/style>\n\n<!-- ===== TABLE OF CONTENTS ===== -->\n<div style=\"margin: 0 0 34px; padding: 22px 24px 18px; background: #FFFFFF; border: 1px solid #CBD5E1; border-radius: 6px; box-sizing: border-box;\">\n<h2 style=\"margin: 0 0 14px; color: #0f172a; font-size: 1.3rem; font-weight: 800; letter-spacing: -0.01em; line-height: 1.2;\">Table of Contents<\/h2>\n<div style=\"position: relative;\">\n<div style=\"position: absolute; left: 10px; top: 20px; bottom: 20px; width: 2px; background: #94A3B8;\"><\/div>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#what-is-product-classification\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">What Is Product Classification?<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#classification-vs-categorization\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Classification vs. Categorization: The Real Difference<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#four-consumer-types\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">The 4 Types of Consumer Product Classification<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#b2b-standards\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Classification Standards for Manufacturers and B2B Sellers<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#marketplace-requirements\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Marketplace and Channel Classification Requirements<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#pim-enforcement\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">How PIM Enforces Classification Rules at Scale<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#ai-classification\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">AI and Automated Product Classification<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#five-step-process\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">A 5-Step Process to Classify Products at Scale<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#governance-checklist\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">2026 Taxonomy Governance Checklist<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#key-takeaways\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Key Takeaways<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#faqs\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Frequently Asked Questions<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#references\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';this.querySelector('.catsy-toc-text').style.textUnderlineOffset='3px';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center; line-height: 1;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n<\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: bold; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">References<\/span>\n<\/a>\n\n<\/div>\n<\/div>\n<!-- ===== END TABLE OF CONTENTS ===== -->\n\n<!-- ===== DIRECT ANSWER ===== -->\n<div style=\"margin: 0 0 34px; padding: 26px 28px; background: #F8FAFC; border: 1px solid #E2E8F0; border-left: 4px solid #9E117B; border-radius: 16px; box-sizing: border-box;\">\n<div style=\"color: #9e117b; font-size: .74rem; font-weight: 800; text-transform: uppercase; letter-spacing: .12em; margin-bottom: 10px;\">Direct answer<\/div>\n<p style=\"margin: 0; color: #1e293b; font-size: 1.06rem; line-height: 1.75;\">Product classification for manufacturers is the systematic organization of SKUs into standardized taxonomies: UNSPSC, ETIM, eCl@ss, GS1 GPC, and marketplace browse nodes. Those codes are what let ERP systems exchange your data, marketplaces list your products, and procurement platforms find them. Managing classification inside a Product Information Management (PIM) platform automates attribute inheritance, cross-taxonomy mapping, and channel feed validation across large, complex catalogs.<\/p>\n<\/div>\n\n<p style=\"margin: 0 0 22px; color: #1e293b; font-size: 1.04rem; line-height: 1.8;\">From the four consumer product types to UNSPSC, ETIM, and marketplace taxonomies: a practical guide for manufacturers, distributors, and eCommerce teams managing large catalogs.<\/p>\n\n<img decoding=\"async\" style=\"width: 100%; max-width: 720px; height: auto; display: block; margin: 36px auto 56px; border-radius: 16px;\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2023\/08\/pim-dam-single-source-of-truth-channels-1.png\" alt=\"Catsy PIM and DAM acting as a single source of truth feeding classified product data to multiple sales channels\" loading=\"lazy\" \/>\n\n<p style=\"margin: 0 0 22px;\">You list a product on Amazon and cannot work out the right browse node. Or a distributor files your industrial components under the wrong commodity code. Either way, you already know what bad classification costs.<\/p>\n<p style=\"margin: 0 0 22px;\">Wrong codes mean your products miss the searches that matter. Your distributor&#8217;s procurement system cannot read your data. Buyers looking for exactly what you sell never see you.<\/p>\n<p style=\"margin: 0 0 22px;\">Classification sits where marketing, operations, and data management meet. Get it right and you gain search visibility, smoother channel integrations, and cleaner inventory data in every system your products touch. Get it wrong and those problems multiply with every SKU you add.<\/p>\n<p style=\"margin: 0 0 30px;\">This guide covers the consumer framework and the practical standards that manufacturers, distributors, and eCommerce teams actually work with. For the wider picture, see our <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/complete-product-data-management-guide-manufacturers\/\">complete product data management guide for manufacturers<\/a>.<\/p>\n\n<!-- ===== SECTION 1 ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"what-is-product-classification\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">What Is Product Classification?<\/h2>\n<\/div>\n\n<p style=\"margin: 0 0 22px;\">Product classification is the systematic assignment of products to standardized categories, codes, or taxonomies. The criteria vary: how buyers purchase an item, what it is used for, how it is specified, or which industry it belongs to.<\/p>\n<p style=\"margin: 0 0 22px;\">Classification brings order to a big catalog. It lets trading partners swap data reliably. And it decides where your product shows up in search, in marketplace listings, and in procurement systems.<\/p>\n<p style=\"margin: 0 0 22px;\">The key word is <em>systematic<\/em>. Classification should be consistent, governed, and repeatable, not a judgment call each team member makes differently.<\/p>\n<p style=\"margin: 0 0 26px;\">It is also not the same as naming or describing a product. It is a structured assignment to a defined taxonomy, whether a consumer marketing framework, an industry standard code, or a marketplace category tree.<\/p>\n\n<p style=\"margin: 0 0 26px;\">Three related terms get confused constantly. Here is how they differ.<\/p>\n\n<div style=\"margin: 0 0 30px; border: 1px solid #E2E8F0; border-radius: 16px; overflow: hidden;\">\n<table class=\"catsy-table\">\n<thead>\n<tr><th>Concept<\/th><th>What it means<\/th><th>Primary purpose<\/th><th>Example<\/th><\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td data-label=\"Concept\"><strong style=\"color: #0f172a;\">Product classification<\/strong><\/td>\n<td data-label=\"What it means\">Rule-based assignment to standardized codes or types<\/td>\n<td data-label=\"Primary purpose\">Data exchange, procurement, marketplace placement, regulatory reporting<\/td>\n<td data-label=\"Example\">UNSPSC code 40141600 (Valves)<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Concept\"><strong style=\"color: #0f172a;\">Product categorization<\/strong><\/td>\n<td data-label=\"What it means\">Hierarchical organization for customer-facing navigation<\/td>\n<td data-label=\"Primary purpose\">Website browsing, site search, catalog navigation<\/td>\n<td data-label=\"Example\">Industrial &gt; Fluid Control &gt; Valves<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Concept\"><strong style=\"color: #0f172a;\">Product taxonomy<\/strong><\/td>\n<td data-label=\"What it means\">The complete structured vocabulary and hierarchy governing catalog organization<\/td>\n<td data-label=\"Primary purpose\">Internal data governance, attribute inheritance, catalog architecture<\/td>\n<td data-label=\"Example\">The full tree of categories, subcategories, and attributes your organization uses<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\n<p style=\"margin: 0 0 30px;\">This guide focuses on the classification layer. For the navigation side, see our guides to <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/product-categorization\/\">product categorization<\/a> and <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/product-taxonomy\/\">product taxonomy<\/a>, and our overview of <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/what-is-pim\">what a PIM is<\/a> for how these layers sit inside a governed content architecture.<\/p>\n\n<!-- ===== SECTION 2 ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"classification-vs-categorization\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">Classification vs. Categorization: The Real Difference<\/h2>\n<\/div>\n\n<p style=\"margin: 0 0 22px;\">The distinction gets clearest with a real product in a real manufacturing context.<\/p>\n<p style=\"margin: 0 0 26px;\">Take a pressure-relief valve. In a PIM, that valve carries two parallel structures at once.<\/p>\n\n<div style=\"margin: 0 0 30px; border: 1px solid #E2E8F0; border-radius: 16px; overflow: hidden;\">\n<div style=\"padding: 20px 24px; background: #F8FAFC; border-bottom: 1px solid #E2E8F0;\"><strong style=\"color: #0f172a;\">Classification<\/strong>\n<span style=\"color: #475569;\"> gives the valve a UNSPSC code, say 40141600 (Valves), or a more specific commodity code in that family. That code is what makes it visible in SAP Ariba procurement searches, government contract catalogs, and distributor ERP systems. It is rule-based and standards-driven. Your marketing team does not decide it.<\/span><\/div>\n<div style=\"padding: 20px 24px; background: #FFFFFF;\"><strong style=\"color: #0f172a;\">Categorization<\/strong>\n<span style=\"color: #475569;\"> places the valve under a breadcrumb like Industrial &gt; Fluid Control &gt; Pressure Management &gt; Safety Valves. That is what a buyer sees browsing your catalog. It is built for human navigation, not machine processing.<\/span><\/div>\n<\/div>\n\n<p style=\"margin: 0 0 30px;\">You need both. They do different jobs, sit in different PIM fields, and go to different places. Confuse them, and put a navigation category where a UNSPSC code belongs, and your products vanish from procurement searches. The product description can be flawless and it will not help. That gap is one reason <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/importance-of-accurate-product-information-for-b2b-sales-success\/\">accurate product information matters so much in B2B sales<\/a>.<\/p>\n\n<!-- ===== SECTION 3 ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"four-consumer-types\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">The 4 Types of Consumer Product Classification<\/h2>\n<\/div>\n\n<p style=\"margin: 0 0 26px;\">The classic framework from marketing theory sorts products into four types by how buyers approach the purchase. It is used in both consumer and B2B strategy, and the type your product falls into shapes distribution, pricing, messaging, and customer experience.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">1. Convenience Products<\/h3>\n<p style=\"margin: 0 0 22px;\">Bought often, with little effort and almost no comparison. Buyers know what they want and want it fast. These are usually non-durable goods, used up quickly, though some durable items follow the same pattern. They compete on availability and familiarity rather than differentiation, so the priority is wide distribution and consistent product data everywhere a buyer might look.<\/p>\n<p style=\"margin: 0 0 30px;\"><strong style=\"color: #0f172a;\">Example:<\/strong> dish soap. Chosen on habit and price with barely a pause. In B2B, consumable supplies behave the same way: office paper, cleaning products, standard fasteners, usually bought on contract or auto-replenishment. Inventory coverage matters more than elaborate marketing.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">2. Shopping Products<\/h3>\n<p style=\"margin: 0 0 22px;\">These involve comparison before purchase. Buyers research, weigh specs, prices, and reviews, then decide. The cycle is longer, and they will spend time getting it right. Shopping products span durable goods like appliances and equipment, and non-durable goods bought on value.<\/p>\n<p style=\"margin: 0 0 30px;\"><strong style=\"color: #0f172a;\">Example:<\/strong> HVAC or industrial air filters. A facility manager compares efficiency ratings, dimensions, media types, lifespan, and price. This is exactly why complete specs matter. A buyer who cannot compare, because your data is missing or inconsistent, picks the competitor whose data is clean.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">3. Specialty Products<\/h3>\n<p style=\"margin: 0 0 22px;\">These have unique characteristics or brand identity that buyers seek out deliberately, and they will go to real effort to get them. Price comes second to the match between product and need. Substitutes usually will not do. Almost always durable goods with distinctive quality markers or proprietary specs.<\/p>\n<p style=\"margin: 0 0 30px;\"><strong style=\"color: #0f172a;\">Example:<\/strong> luxury watches, precision-engineered components, specialized equipment with no direct substitute. In industrial markets the buyer goes to the approved vendor. Your job is being findable when they are ready.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">4. Unsought Products<\/h3>\n<p style=\"margin: 0 0 22px;\">Things buyers do not think about until they suddenly need them. Nobody browses these. They are discovered in response to an event.<\/p>\n<p style=\"margin: 0 0 30px;\"><strong style=\"color: #0f172a;\">Example:<\/strong> insurance, fire suppression systems, emergency repair components. Effective marketing speaks to the triggering event and makes the product easy to find in that moment, which takes strong SEO, clear product data, and fast availability signals from distributors.<\/p>\n\n<!-- ===== SECTION 4 ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"b2b-standards\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">Classification Standards for Manufacturers and B2B Sellers<\/h2>\n<\/div>\n\n<p style=\"margin: 0 0 22px;\">The four-type framework helps with marketing strategy. Day to day, manufacturers and distributors live somewhere else entirely.<\/p>\n<p style=\"margin: 0 0 26px;\">Manage thousands of SKUs across dozens of trading partners and you need codes that machines can read. Procurement systems, distributor platforms, and marketplace APIs all have to process them. Six standards come up most often.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">UNSPSC: United Nations Standard Products and Services Code<\/h3>\n<p style=\"margin: 0 0 30px;\">An 8-digit code that covers nearly every product and service. It nests four levels deep: segment, family, class, then commodity. Government buyers require it. So do healthcare supply chains and big purchasing platforms like SAP Ariba, Oracle, and Coupa. Sell to any of them without valid UNSPSC codes and your products never show up in contract searches.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">ETIM: European Technical Information Model<\/h3>\n<p style=\"margin: 0 0 22px;\">The standard for electrical, electronic, and technical products. It runs across Europe, and it is spreading in electrical wholesale and building automation worldwide. Each ETIM class sets out its own technical features and the values you may use. That is what makes the data machine-readable between makers and distributors. For most European distributor catalogs, ETIM is the price of entry.<\/p>\n<p style=\"margin: 0 0 30px;\">The current version is <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/www.etim-international.com\/news\/new-release-etim-10-0-available\/\">ETIM 10.0, released in December 2024<\/a>. It added 119 new product classes and introduced grouped feature sections, bundling features into groups like material, electrical, and dimensions to make mapping cleaner across sectors. ETIM International releases major versions on roughly a two-year cycle. Because classes and permitted values shift with each release, manufacturers selling into ETIM-governed channels need a way to track which version their catalog conforms to, and to re-map affected attributes when a new release lands, rather than auditing thousands of SKUs by hand each cycle.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">eCl@ss (ECLASS)<\/h3>\n<p style=\"margin: 0 0 30px;\">A cross-industry standard for classifying and describing products. It is used heavily in industrial manufacturing, process industries, and engineering, and it is strongest in German-speaking markets. Like ETIM, it pairs a hierarchy with a structured attribute model. Industrial procurement platforms and ERP systems in automotive, chemical, and engineering often require it. Our guide to <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/erp-pim-and-dam\/\">how ERP, PIM, and DAM form a single source of truth<\/a> covers how those systems exchange classified data.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">GS1 GPC: Global Product Classification<\/h3>\n<p style=\"margin: 0 0 30px;\">GS1&#8217;s retail standard, used across packaged goods, grocery, and general merchandise. GPC codes are required for GDSN, the network Walmart, Target, Kroger, and other big retailers use to take in and check product data. Sell through major retailers and need GTIN compliance? Then GS1 GPC belongs in your stack.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">NAICS and NAPCS<\/h3>\n<p style=\"margin: 0 0 30px;\">Two government statistical systems. NAICS sorts businesses by industry. NAPCS sorts the products and services those businesses sell. Neither shows up much in daily channel work, but both are required for some government reporting, export paperwork, and statistical filings.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">HS Codes: Harmonized System<\/h3>\n<p style=\"margin: 0 0 22px;\">The global customs and tariff system, run by the World Customs Organization and used by nearly every country. Export anything and every shipment needs an HS code. Those codes also set tariff rates and duty. Get one wrong and you have a legal problem, not just an operational one.<\/p>\n<p style=\"margin: 0 0 30px;\">The next revision was originally expected as &#8220;HS 2027,&#8221; but the WCO extended its review cycle by a year. The eighth edition, now named <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/www.wcoomd.org\/en\/media\/newsroom\/2026\/january\/hs-2028-amendments-adapting-the-harmonized-system-to-global-priorities-and-trade-evolution.aspx\">HS 2028, was accepted on 21 January 2026<\/a> and enters into force on 1 January 2028. It carries 299 sets of amendments, adding 428 new subheadings and removing 172. The heaviest changes cluster in three areas: public health, where new subheadings cover ambulances, PPE, ventilators, and diagnostic devices, and vaccines move into two new headings (30.07 and 30.08); environmental protection, where plastic waste is restructured to match Basel Convention requirements and single-use plastics gain their own classification; and the food-pharmaceutical boundary, where a new heading (21.07) finally settles long-running disputes over dietary supplements. Manufacturers in those sectors have a two-year window to audit current commodity codes against the new nomenclature.<\/p>\n\n<div style=\"margin: 0 0 30px; border: 1px solid #E2E8F0; border-radius: 16px; overflow: hidden;\">\n<table class=\"catsy-table\">\n<thead>\n<tr><th>Standard<\/th><th>Full name<\/th><th>Primary use case<\/th><th>Key advantage in PIM<\/th><\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td data-label=\"Standard\"><strong style=\"color: #0f172a;\">UNSPSC<\/strong><\/td>\n<td data-label=\"Full name\">United Nations Standard Products and Services Code<\/td>\n<td data-label=\"Primary use case\">Procurement and spend analysis<\/td>\n<td data-label=\"Key advantage\">Standardizes global B2B purchasing categories<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Standard\"><strong style=\"color: #0f172a;\">ETIM<\/strong><\/td>\n<td data-label=\"Full name\">European Technical Information Model<\/td>\n<td data-label=\"Primary use case\">Electrical, HVAC, plumbing, building<\/td>\n<td data-label=\"Key advantage\">Standardizes technical attributes and specs<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Standard\"><strong style=\"color: #0f172a;\">eCl@ss<\/strong><\/td>\n<td data-label=\"Full name\">eCl@ss Standard<\/td>\n<td data-label=\"Primary use case\">Industrial automation, machinery, automotive<\/td>\n<td data-label=\"Key advantage\">Enables precise cross-company data exchange<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Standard\"><strong style=\"color: #0f172a;\">GS1 GPC<\/strong><\/td>\n<td data-label=\"Full name\">Global Product Classification<\/td>\n<td data-label=\"Primary use case\">Retail, consumer goods, wholesale<\/td>\n<td data-label=\"Key advantage\">Unifies product grouping for global supply chains<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Standard\"><strong style=\"color: #0f172a;\">HS Code<\/strong><\/td>\n<td data-label=\"Full name\">Harmonized System<\/td>\n<td data-label=\"Primary use case\">Global customs and trade compliance<\/td>\n<td data-label=\"Key advantage\">Ensures accurate tariff and shipping data<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\n<!-- ===== SECTION 5 ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"marketplace-requirements\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">Marketplace and Channel Classification Requirements<\/h2>\n<\/div>\n\n<p style=\"margin: 0 0 26px;\">Industry standards are only half of it. Every major sales channel keeps its own taxonomy too. Put a product in the wrong category and the damage is immediate. You lose visibility, your content quality score drops, or the listing never gets approved at all.<\/p>\n\n<div style=\"margin: 0 0 30px; border: 1px solid #E2E8F0; border-radius: 16px; overflow: hidden;\">\n<table class=\"catsy-table\">\n<thead>\n<tr><th>Channel<\/th><th>Classification system<\/th><th>Why it matters<\/th><\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td data-label=\"Channel\"><strong style=\"color: #0f172a;\">Amazon<\/strong><\/td>\n<td data-label=\"Classification system\">Browse nodes (Amazon product taxonomy)<\/td>\n<td data-label=\"Why it matters\">Determines category page placement, required attributes, A+ Content eligibility, and some gating. Wrong node means the wrong attribute template, which can mean listing suppression.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Channel\"><strong style=\"color: #0f172a;\">Walmart<\/strong><\/td>\n<td data-label=\"Classification system\">Walmart taxonomy plus GS1 GPC codes<\/td>\n<td data-label=\"Why it matters\">Required for content quality scoring and listing approval. Category decides which attributes are mandatory and which feed the Content Quality Score.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Channel\"><strong style=\"color: #0f172a;\">Home Depot<\/strong><\/td>\n<td data-label=\"Classification system\">Home Depot category tree<\/td>\n<td data-label=\"Why it matters\">Controls required spec sheets, installation guides, and compliance documentation per category. Pro and industrial categories carry different attribute requirements from consumer ones.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Channel\"><strong style=\"color: #0f172a;\">Google Shopping<\/strong><\/td>\n<td data-label=\"Classification system\">Google product taxonomy<\/td>\n<td data-label=\"Why it matters\">Category affects which queries your products match, Shopping ad eligibility, and which feed requirements apply. Required for Merchant Center approval.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Channel\"><strong style=\"color: #0f172a;\">Industrial distributors<\/strong><\/td>\n<td data-label=\"Classification system\">Distributor-specific, plus UNSPSC or eCl@ss<\/td>\n<td data-label=\"Why it matters\">Grainger, MSC, and Fastenal each maintain their own catalog taxonomy, usually mapped internally to UNSPSC or eCl@ss. Products without valid codes can be rejected at data intake entirely.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\n<img decoding=\"async\" style=\"width: 100%; max-width: 700px; height: auto; display: block; margin: 34px auto 46px; border-radius: 16px;\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2023\/08\/Amazon-scaled.jpeg\" alt=\"Amazon marketplace listings requiring correct browse node classification and channel-specific product attributes\" loading=\"lazy\" \/>\n\n<p style=\"margin: 0 0 22px;\">Every channel has its own taxonomy. Maintaining correct Amazon browse nodes, Walmart taxonomy codes, Google product categories, and UNSPSC codes for thousands of SKUs across spreadsheets is unsustainable, and it is where errors start. For a deeper look at one channel, see how <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/pim-for-amazon-how-brands-run-listing-operations-at-scale\/\">brands run Amazon listing operations at scale<\/a>.<\/p>\n\n<div style=\"margin: 28px 0 30px; padding: 26px 28px; background: #F8FAFC; border: 1px solid #E2E8F0; border-left: 4px solid #9E117B; border-radius: 16px;\">\n<div style=\"color: #9e117b; font-size: .74rem; font-weight: 800; text-transform: uppercase; letter-spacing: .12em; margin-bottom: 10px;\">How Catsy handles multi-channel classification<\/div>\n<p style=\"margin: 0; color: #334155; line-height: 1.75;\">Catsy stores each product&#8217;s classification across several standards in parallel. One source of truth, every channel served. Your team assigns the attributes once in the PIM: UNSPSC code, Amazon browse node, Google product taxonomy, Walmart taxonomy. Catsy maps each into the correct channel format and syndicates automatically. When Amazon revises its browse node structure or Walmart adds taxonomy codes, you update the governed attribute in Catsy once, rather than in every channel portal separately.<\/p>\n<\/div>\n\n<!-- ===== SECTION 6 ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"pim-enforcement\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">How PIM Enforces Classification Rules at Scale<\/h2>\n<\/div>\n\n<p style=\"margin: 0 0 22px;\">Classification only pays off if you enforce it. A framework that lives in a spreadsheet, or in one person&#8217;s head, will drift.<\/p>\n<p style=\"margin: 0 0 26px;\">New products get classified differently from old ones. Seasonal additions skip the step entirely. The catalog turns inconsistent, and that inconsistency flows downstream to every channel you publish to. This is the core argument for <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/pim-clean-data\/\">using a PIM to make and keep your data clean<\/a>.<\/p>\n\n<div style=\"margin: 22px 0 26px; padding: 24px 26px; background: #0F172A; border-radius: 16px; color: #ffffff;\">\n<div style=\"color: #f3b13d; font-size: .78rem; font-weight: 800; text-transform: uppercase; letter-spacing: .12em; margin-bottom: 8px;\">The governance gap<\/div>\n<div style=\"font-size: 1.15rem; line-height: 1.55; font-weight: bold;\">98% of manufacturers face data issues that stifle innovation and time to market, and 42% cannot share data effectively across teams.<\/div>\n<div style=\"margin-top: 10px; color: #94a3b8; font-size: .88rem;\">Hexagon \/ Forrester Consulting, March 2024<\/div>\n<\/div>\n\n<p style=\"margin: 0 0 22px;\">That 42% ties straight back to classification. Marketing keeps one version. eCommerce keeps another. Operations keeps a third, in a different system and half-finished. No single record is authoritative, so no channel downstream can trust any of them.<\/p>\n\n<p style=\"margin: 0 0 26px;\">The same gap has followed manufacturers into their AI work. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2025-02-26-lack-of-ai-ready-data-puts-ai-projects-at-risk\">Gartner predicts that through 2026, organizations will abandon 60% of AI projects unsupported by AI-ready data<\/a>. Classification data is already structured, governed, and machine-readable. That makes it one of the easier places to start.<\/p>\n\n<p style=\"margin: 0 0 26px;\">A PIM enforces classification through three mechanisms.<\/p>\n\n<div style=\"margin: 0 0 30px; border: 1px solid #E2E8F0; border-radius: 16px; overflow: hidden;\">\n<div style=\"padding: 20px 24px; background: #F8FAFC; border-bottom: 1px solid #E2E8F0;\"><strong style=\"color: #0f172a;\">Required attribute validation.<\/strong>\n<span style=\"color: #475569;\"> Classification fields can be marked required in the workflow. A product that has not been classified cannot be approved for publishing. The rule is built into the process, not left to individual discipline.<\/span><\/div>\n<div style=\"padding: 20px 24px; background: #FFFFFF; border-bottom: 1px solid #E2E8F0;\"><strong style=\"color: #0f172a;\">Controlled vocabularies.<\/strong>\n<span style=\"color: #475569;\"> Classification fields are not free text. They are controlled lists holding only the valid codes your team should use. Nobody can enter a malformed UNSPSC code or an outdated ETIM class, because the system rejects it before it reaches a channel.<\/span><\/div>\n<div style=\"padding: 20px 24px; background: #F8FAFC;\"><strong style=\"color: #0f172a;\">Completeness scoring.<\/strong>\n<span style=\"color: #475569;\"> The platform tracks classification completeness across the catalog and surfaces which products are missing data before a channel launch. You get a measurable metric instead of a vague sense that something might be missing.<\/span><\/div>\n<\/div>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">Attribute Inheritance for Complex Variant Matrixes<\/h3>\n<p style=\"margin: 0 0 22px;\">Large catalogs are rarely flat. Most manufacturers manage parent-child structures where one base product spins off dozens or hundreds of variants: sizes, finishes, voltages, packaging configurations. Classifying each variant by hand is where manual processes break first.<\/p>\n<p style=\"margin: 0 0 30px;\">Attribute inheritance solves it. You set the codes once on the parent, and every child variant picks them up. The only exceptions are attributes that genuinely differ, such as an HS code that changes because a variant uses a different material. This cuts manual entry sharply. It also keeps things consistent: a child SKU cannot drift into a different UNSPSC segment just because someone typed it twice. Deciding which fields belong at which level is its own discipline, covered in our guide to <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/parent-vs-sku-attributes\/\">parent vs. SKU attribute ownership<\/a>.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">Cross-Taxonomy Mapping<\/h3>\n<p style=\"margin: 0 0 22px;\">Most manufacturers do not classify against a single standard. One SKU might need a UNSPSC code for procurement buyers, an ETIM class for European distributors, an Amazon browse node for the marketplace, and an HS code for customs, all at once. Keeping those as separate spreadsheets synchronized by hand is where drift usually starts.<\/p>\n<p style=\"margin: 0 0 30px;\">Cross-taxonomy mapping fixes that. Your internal code translates into each destination format automatically when you syndicate. One &#8220;motor&#8221; SKU gets its ETIM class and its Amazon B2B category at the same moment, both drawn from one record. When a taxonomy changes, you edit the mapping rule. You do not touch the products.<\/p>\n\n<h3 style=\"margin: 0 0 12px; color: #0f172a; font-size: 1.25rem; font-weight: bold;\">Managing Version Upgrades Without Data Corruption<\/h3>\n<p style=\"margin: 0 0 30px;\">Standards do not sit still. ETIM moves about every two years. HS codes follow the WCO cycle, now set for 2028. Amazon and Google change more often than either. Each release can rename, split, merge, or retire a code your catalog depends on. Done by hand, an upgrade means auditing every affected SKU and hoping nothing slips. In a governed PIM, the old and new code sets can run side by side for a while. Validation rules flag any product still on a dead code, so you re-map it on purpose instead of watching a channel feed break the day the standard changes.<\/p>\n\n<!-- ===== SECTION 7 ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"ai-classification\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">AI and Automated Product Classification<\/h2>\n<\/div>\n\n<p style=\"margin: 0 0 26px;\">Classifying a big catalog by hand is slow and uneven. An operator doing 500 products a day makes calls that a second operator would make another way. Over time the catalog drifts. AI helps at three levels.<\/p>\n\n<div style=\"margin: 0 0 30px; border: 1px solid #E2E8F0; border-radius: 16px; overflow: hidden;\">\n<table class=\"catsy-table\">\n<thead>\n<tr><th>Level<\/th><th>How it works<\/th><th>Where it fits<\/th><\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td data-label=\"Level\"><strong style=\"color: #0f172a;\">1. Rule-based<\/strong><\/td>\n<td data-label=\"How it works\">If a product&#8217;s attributes match a defined rule, it gets the code automatically.<\/td>\n<td data-label=\"Where it fits\">Strong for product families with consistent attribute patterns. Needs manual rule creation, and breaks down at category edges where attributes are ambiguous.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Level\"><strong style=\"color: #0f172a;\">2. Machine learning<\/strong><\/td>\n<td data-label=\"How it works\">Models trained on your existing classified catalog suggest codes for new products by similarity, with confidence scores.<\/td>\n<td data-label=\"Where it fits\">Vendors typically report 80&ndash;90% accuracy on primary codes for large, well-trained catalogs. Most valuable for clearing a big unclassified backlog.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Level\"><strong style=\"color: #0f172a;\">3. Large language models<\/strong><\/td>\n<td data-label=\"How it works\">LLMs read unstructured descriptions, marketing copy, and spec sheets to suggest codes even where structured attributes are thin.<\/td>\n<td data-label=\"Where it fits\">Useful for legacy catalogs with missing attributes but usable description text. Human review stays important for regulated categories where a wrong code has compliance consequences.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\n<div style=\"margin: 28px 0 30px; padding: 26px 28px; background: #F8FAFC; border: 1px solid #E2E8F0; border-left: 4px solid #9E117B; border-radius: 16px;\">\n<div style=\"color: #9e117b; font-size: .74rem; font-weight: 800; text-transform: uppercase; letter-spacing: .12em; margin-bottom: 10px;\">AI classification in Catsy<\/div>\n<p style=\"margin: 0; color: #334155; line-height: 1.75;\">Catsy&#8217;s AI-assisted classification suggests UNSPSC codes, marketplace browse nodes, and taxonomy assignments from product attributes and descriptions. Every suggestion carries a confidence score, so high-confidence assignments can be approved in bulk while lower-confidence ones route to a human reviewer. Validation rules still apply afterward, so even AI-suggested codes must pass your governed vocabulary requirements before reaching a channel.<\/p>\n<\/div>\n\n<!-- ===== SECTION 8 ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"five-step-process\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">A 5-Step Process to Classify Products at Scale<\/h2>\n<\/div>\n\n<p style=\"margin: 0 0 26px;\">Most classification projects fail for one reason. Teams start classifying before the governance is in place. Here is the order that works.<\/p>\n\n<div style=\"margin: 0 0 30px; border: 1px solid #E2E8F0; border-radius: 16px; overflow: hidden;\">\n<table class=\"catsy-table\">\n<thead>\n<tr><th>Step<\/th><th>What to do<\/th><\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td data-label=\"Step\"><strong style=\"color: #0f172a;\">1. Audit your current state<\/strong><\/td>\n<td data-label=\"What to do\">Run a completeness report across the catalog. Which products have valid UNSPSC codes? Which have Amazon browse nodes? Which have nothing at all? Knowing the size of the gap comes before everything else.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Step\"><strong style=\"color: #0f172a;\">2. Choose your standards<\/strong><\/td>\n<td data-label=\"What to do\">Not every manufacturer needs every standard. Selling through Grainger? You need UNSPSC. Selling into European electrical wholesale? ETIM is non-negotiable. Listing on Amazon? Browse nodes are required. Start with the two or three your top revenue channels demand. If you are still choosing a platform, our <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/pim-platform-comparison-how-to-choose-the-right-type-2026\/\">PIM platform comparison<\/a> covers how catalog complexity should shape that decision.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Step\"><strong style=\"color: #0f172a;\">3. Build governed templates<\/strong><\/td>\n<td data-label=\"What to do\">Set classification up as controlled vocabulary fields in your PIM, never free text. Import the current UNSPSC list, ETIM class library, or marketplace taxonomy as permitted values, and configure validation so invalid codes are rejected at entry.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Step\"><strong style=\"color: #0f172a;\">4. Classify in bulk, then validate<\/strong><\/td>\n<td data-label=\"What to do\">Use AI classification to generate first-pass suggestions across the unclassified catalog. Approve high-confidence results in bulk and route ambiguous cases to subject matter experts. Aim for a complete first pass, not perfection on every SKU at once.<\/td>\n<\/tr>\n<tr>\n<td data-label=\"Step\"><strong style=\"color: #0f172a;\">5. Map to channels and syndicate<\/strong><\/td>\n<td data-label=\"What to do\">Configure channel mappings so each product&#8217;s codes output in the right format per destination: UNSPSC in the distributor feed, browse node in the Amazon listing, Google taxonomy in the Shopping feed. Then syndicate, with validation rules keeping new products from going live unclassified.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\n<img decoding=\"async\" style=\"width: 100%; max-width: 700px; height: auto; display: block; margin: 34px auto 46px; border-radius: 16px;\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2024\/05\/Catsy-PIM-start-selling-on-more-channels.png\" alt=\"Catsy PIM enabling manufacturers to classify once and expand onto additional sales channels from one catalog\" loading=\"lazy\" \/>\n\n<div style=\"margin: 28px 0 30px; padding: 26px 28px; background: #F8FAFC; border: 1px solid #E2E8F0; border-left: 4px solid #9E117B; border-radius: 16px;\">\n<div style=\"color: #9e117b; font-size: .74rem; font-weight: 800; text-transform: uppercase; letter-spacing: .12em; margin-bottom: 10px;\">Implementation timeline with Catsy<\/div>\n<p style=\"margin: 0; color: #334155; line-height: 1.75;\">For most manufacturers, a classification project using Catsy&#8217;s pre-loaded templates and AI-assisted tools runs 30 to 60 days from audit to first syndication, depending on catalog size and how many standards are in scope. The governance infrastructure then stays in place, so products added after the initial project follow the same workflow from day one.<\/p>\n<\/div>\n\n<!-- ===== SECTION 9 ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"governance-checklist\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">2026 Taxonomy Governance Checklist<\/h2>\n<\/div>\n\n<p style=\"margin: 0 0 26px;\">Those five steps get a catalog classified. Keeping it that way is the harder part. ETIM moves every two years, HS 2028 lands in January of that year, and marketplaces revise whenever they like. Use this as a recurring review.<\/p>\n\n<div style=\"margin: 0 0 30px; border: 1px solid #E2E8F0; border-radius: 16px; overflow: hidden;\">\n<div style=\"padding: 20px 24px; background: #F8FAFC; border-bottom: 1px solid #E2E8F0; color: #475569;\">Confirm which standard versions you are currently mapped to, and note the next known revision date for each.<\/div>\n<div style=\"padding: 20px 24px; background: #FFFFFF; border-bottom: 1px solid #E2E8F0; color: #475569;\">Assign ownership for monitoring standards-body updates from ETIM International, the WCO, and GS1, so a version change never surfaces for the first time as a rejected channel feed.<\/div>\n<div style=\"padding: 20px 24px; background: #F8FAFC; border-bottom: 1px solid #E2E8F0; color: #475569;\">Run a completeness audit on new SKUs at a fixed cadence, not just at catalog launch, so classification does not quietly lapse between projects.<\/div>\n<div style=\"padding: 20px 24px; background: #FFFFFF; border-bottom: 1px solid #E2E8F0; color: #475569;\">Test cross-taxonomy mappings after any standard update in a validation environment, before pushing to live channels.<\/div>\n<div style=\"padding: 20px 24px; background: #F8FAFC; color: #475569;\">Review low-confidence AI classifications on a schedule, so the human-review backlog does not silently accumulate.<\/div>\n<\/div>\n\n<!-- ===== KEY TAKEAWAYS ===== -->\n<div style=\"margin: 64px 0 24px; padding: 30px 30px 28px; background: #F8FAFC; border: 1px solid #E2E8F0; border-radius: 18px;\">\n<div style=\"display: flex; align-items: center; gap: 10px; margin-bottom: 20px;\">\n<h2 id=\"key-takeaways\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: 1.65rem; font-weight: 800; letter-spacing: -0.025em;\">Key Takeaways<\/h2>\n<\/div>\n<div style=\"display: grid; gap: 14px;\">\n<div style=\"position: relative; padding-left: 24px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #f3b13d; font-weight: 900;\">01<\/span>. Classification is rule-based assignment to standardized codes. It is distinct from categorization, which is navigation, and taxonomy, which is the governing structure.<\/div>\n<div style=\"position: relative; padding-left: 24px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #f3b13d; font-weight: 900;\">02<\/span>. The four consumer product types, convenience, shopping, specialty, and unsought, shape marketing strategy, distribution, and customer experience design.<\/div>\n<div style=\"position: relative; padding-left: 24px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #f3b13d; font-weight: 900;\">03<\/span>. Manufacturers usually run several standards at once: UNSPSC for procurement, ETIM or eCl@ss for technical exchange, GS1 GPC for retail and GDSN, plus marketplace taxonomies.<\/div>\n<div style=\"position: relative; padding-left: 24px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #f3b13d; font-weight: 900;\">04<\/span>. 98% of manufacturers face data issues and 42% cannot share data across teams. Classification governance is a prerequisite for fixing both.<\/div>\n<div style=\"position: relative; padding-left: 24px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #f3b13d; font-weight: 900;\">05<\/span>. AI-assisted classification handles a large share of codes automatically, but PIM validation rules are what keep AI suggestions inside your data quality standards.<\/div>\n<div style=\"position: relative; padding-left: 24px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #f3b13d; font-weight: 900;\">06<\/span>. Standards keep moving. ETIM is on 10.0, and HS 2028, accepted in January 2026, takes effect on 1 January 2028. Version governance matters as much as the first classification project.<\/div>\n<\/div>\n<\/div>\n\n<!-- ===== FAQ ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"faqs\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">Frequently Asked Questions<\/h2>\n<\/div>\n\n<div class=\"catsy-faq\" style=\"margin: 0 0 30px;\">\n\n<details>\n<summary>\n<span class=\"catsy-faq-icon\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<h3 class=\"catsy-faq-q\">Which product classification standard should I use?<\/h3>\n<\/summary>\n<div class=\"catsy-faq-a\"><p>Choose based on your industry and sales channels. UNSPSC suits government procurement and ERP systems. ETIM supports electrical and technical products. eCl@ss is common in industrial manufacturing. GS1 GPC is used widely in retail and is required for GDSN. Amazon and Google each require their own taxonomies. Multi-channel manufacturers typically run several standards at once, managed through a PIM.<\/p><\/div>\n<\/details>\n\n<details>\n<summary>\n<span class=\"catsy-faq-icon\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<h3 class=\"catsy-faq-q\">What are the 4 types of product classifications?<\/h3>\n<\/summary>\n<div class=\"catsy-faq-a\"><p>The four types are convenience products, shopping products, specialty products, and unsought products. They are defined by how buyers approach the purchase, and each calls for a different marketing, distribution, and inventory strategy.<\/p><\/div>\n<\/details>\n\n<details>\n<summary>\n<span class=\"catsy-faq-icon\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<h3 class=\"catsy-faq-q\">What is the difference between product classification and product categorization?<\/h3>\n<\/summary>\n<div class=\"catsy-faq-a\"><p>Classification assigns standardized codes for system interoperability and data exchange, such as a UNSPSC code used by procurement platforms. Categorization organizes products into customer-facing groups for browsing and navigation, such as a breadcrumb on your website. Both are required, and they live in different attribute fields in a PIM.<\/p><\/div>\n<\/details>\n\n<details>\n<summary>\n<span class=\"catsy-faq-icon\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<h3 class=\"catsy-faq-q\">How long does it take to classify a large product catalog?<\/h3>\n<\/summary>\n<div class=\"catsy-faq-a\"><p>With pre-loaded templates and AI-assisted classification, most manufacturers reach first syndication in 30 to 60 days, depending on catalog size and how many standards are in scope. The timeline depends far more on how many standards you need and how complete your existing attribute data is than on raw SKU count.<\/p><\/div>\n<\/details>\n\n<details>\n<summary>\n<span class=\"catsy-faq-icon\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<h3 class=\"catsy-faq-q\">Can AI classify products accurately enough to trust?<\/h3>\n<\/summary>\n<div class=\"catsy-faq-a\"><p>For most of a catalog, yes, with review. Machine learning models trained on an existing classified catalog produce confidence-scored suggestions, so high-confidence assignments can be approved in bulk while ambiguous ones go to a human. Regulated categories, where a wrong code carries compliance consequences, should always keep human review in the loop. PIM validation rules apply to AI suggestions the same way they apply to manual entries.<\/p><\/div>\n<\/details>\n\n<details>\n<summary>\n<span class=\"catsy-faq-icon\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left: 1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<h3 class=\"catsy-faq-q\">When does HS 2028 take effect, and what changes?<\/h3>\n<\/summary>\n<div class=\"catsy-faq-a\"><p>HS 2028 was accepted on 21 January 2026 and enters into force on 1 January 2028. It carries 299 sets of amendments, adding 428 new subheadings and removing 172. The largest changes affect public health items, environmental categories including plastic waste and single-use plastics, and the food-pharmaceutical boundary, where a new heading covers dietary supplements.<\/p><\/div>\n<\/details>\n\n<\/div>\n\n<!-- ===== REFERENCES ===== -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"references\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">References<\/h2>\n<\/div>\n\n<div style=\"margin: 0 0 30px; padding: 26px 28px; background: #F8FAFC; border: 1px solid #E2E8F0; border-radius: 16px; box-sizing: border-box;\">\n<div style=\"display: grid; gap: 18px; font-size: .95rem; line-height: 1.7; color: #334155;\">\n<div style=\"padding-left: 32px; text-indent: -32px;\">ETIM International. (2024, December). <em>New release ETIM 10.0 available<\/em>. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600; word-break: break-word;\" href=\"https:\/\/www.etim-international.com\/news\/new-release-etim-10-0-available\/\">https:\/\/www.etim-international.com\/news\/new-release-etim-10-0-available\/<\/a><\/div>\n<div style=\"padding-left: 32px; text-indent: -32px;\">Gartner. (2025, February 26). <em>Lack of AI-ready data puts AI projects at risk<\/em> [Press release]. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600; word-break: break-word;\" href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2025-02-26-lack-of-ai-ready-data-puts-ai-projects-at-risk\">https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2025-02-26-lack-of-ai-ready-data-puts-ai-projects-at-risk<\/a><\/div>\n<div style=\"padding-left: 32px; text-indent: -32px;\">Hexagon &amp; Forrester Consulting. (2024, March). <em>Advanced manufacturing report<\/em>.<\/div>\n<div style=\"padding-left: 32px; text-indent: -32px;\">World Customs Organization. (2026, January). <em>HS 2028 amendments: Adapting the Harmonized System to global priorities and trade evolution<\/em>. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600; word-break: break-word;\" href=\"https:\/\/www.wcoomd.org\/en\/media\/newsroom\/2026\/january\/hs-2028-amendments-adapting-the-harmonized-system-to-global-priorities-and-trade-evolution.aspx\">https:\/\/www.wcoomd.org\/en\/media\/newsroom\/2026\/january\/hs-2028-amendments-adapting-the-harmonized-system-to-global-priorities-and-trade-evolution.aspx<\/a><\/div>\n<\/div>\n<\/div>\n\n<!-- ===== CTA ===== -->\n<div style=\"margin: 44px 0 0; padding: 36px 34px; background: #0F172A; border-radius: 20px; text-align: left;\">\n<div style=\"display: inline-block; margin-bottom: 15px; padding: 5px 11px; background: rgba(243,177,61,.10); border: 1px solid rgba(243,177,61,.25); border-radius: 999px; color: #f3b13d; font-size: .72rem; font-weight: 800; text-transform: uppercase; letter-spacing: .1em;\">Catsy PIM + DAM<\/div>\n<h2 style=\"margin: 0 0 14px; color: #ffffff; font-size: clamp(1.65rem,3vw,2.1rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.03em;\">Classify Your Entire Catalog at Scale<\/h2>\n<p style=\"margin: 0; color: #cbd5e1; line-height: 1.75;\">Catsy centralizes classification as governed, validated attributes, so your products carry the right codes for every channel, every standard, and every trading partner. One source of truth, zero classification drift. <a style=\"color: #f3b13d; text-decoration: none; font-weight: bold;\" href=\"https:\/\/catsy.com\/request-demo\">Book a demo<\/a> to see it on your own catalog.<\/p>\n<\/div>\n\n<\/div>\n<\/div>\n<\/div>\n\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@graph\": [\n    {\n      \"@type\": \"Article\",\n      \"@id\": \"https:\/\/catsy.com\/blog\/product-classification-for-manufacturers-2026\/#article\",\n      \"headline\": \"Product Classification: How to Classify Products at Scale With PIM\",\n      \"description\": \"A practical guide to product classification for manufacturers and distributors: UNSPSC, ETIM, eCl@ss, GS1 GPC, HS codes, marketplace taxonomies, and how PIM enforces them at scale.\",\n      \"dateModified\": \"2026-08-31\",\n      \"publisher\": { \"@id\": \"https:\/\/catsy.com\/#organization\" },\n      \"about\": [\n        { \"@type\": \"Thing\", \"name\": \"Product Classification\" },\n        { \"@type\": \"Thing\", \"name\": \"Product Information Management\" },\n        { \"@type\": \"Thing\", \"name\": \"UNSPSC\" },\n        { \"@type\": \"Thing\", \"name\": \"ETIM\" },\n        { \"@type\": \"Thing\", \"name\": \"Harmonized System\" },\n        { \"@type\": \"Thing\", \"name\": \"Product Taxonomy\" }\n      ]\n    },\n    {\n      \"@type\": \"Organization\",\n      \"@id\": \"https:\/\/catsy.com\/#organization\",\n      \"name\": \"Catsy\",\n      \"url\": \"https:\/\/catsy.com\",\n      \"description\": \"Catsy provides an integrated PIM and DAM platform for centralizing product information and digital assets and syndicating them across sales channels.\"\n    },\n    {\n      \"@type\": \"FAQPage\",\n      \"@id\": \"https:\/\/catsy.com\/blog\/product-classification-for-manufacturers-2026\/#faq\",\n      \"mainEntity\": [\n        {\n          \"@type\": \"Question\",\n          \"name\": \"Which product classification standard should I use?\",\n          \"acceptedAnswer\": {\n            \"@type\": \"Answer\",\n            \"text\": \"Choose based on your industry and sales channels. 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elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1a3d39e elementor-widget elementor-widget-global elementor-global-9867 elementor-widget-video\" data-id=\"1a3d39e\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=gJ4UJ_lg2H0&amp;t=196s&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;modestbranding&quot;:&quot;yes&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-d723208 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d723208\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cfcec33\" data-id=\"cfcec33\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-210f1f4 elementor-align-right elementor-widget elementor-widget-global elementor-global-9870 elementor-widget-button\" data-id=\"210f1f4\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/catsy.com\/request-demo\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Book a Demo!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-dd535ca elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dd535ca\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-f679333\" data-id=\"f679333\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6fdcfc9 elementor-author-box--avatar-yes elementor-author-box--name-yes elementor-author-box--biography-yes elementor-author-box--link-no elementor-widget elementor-widget-global elementor-global-9443 elementor-widget-author-box\" data-id=\"6fdcfc9\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<div  class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/secure.gravatar.com\/avatar\/777ba477362be24eee70c7480944b652?s=300&amp;d=mm&amp;r=g\" alt=\"Ceejay S Teku\" loading=\"lazy\">\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tCeejay S Teku\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa8fadd elementor-widget elementor-widget-global elementor-global-9446 elementor-widget-post-info\" data-id=\"aa8fadd\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-c8acb19 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/catsy.com\/blog\/2026\/05\/25\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas 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class=\"elementor-element elementor-element-3fca754 elementor-widget-divider--view-line_text elementor-widget-divider--element-align-left elementor-widget elementor-widget-global elementor-global-9449 elementor-widget-divider\" data-id=\"3fca754\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t\t<span class=\"elementor-divider__text elementor-divider__element\">\n\t\t\t\tSHARE\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-e9e11db\" data-id=\"e9e11db\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fc9169a elementor-widget elementor-widget-spacer\" data-id=\"fc9169a\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8bedab3 elementor-share-buttons--view-icon elementor-share-buttons--skin-minimal elementor-share-buttons--shape-rounded elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-global elementor-global-9452 elementor-widget-share-buttons\" data-id=\"8bedab3\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-grid\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" tabindex=\"0\" 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aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-38d2894 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"38d2894\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-de60139\" data-id=\"de60139\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b5d80b6 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b5d80b6\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-8fbce88 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8fbce88\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5887f7c\" data-id=\"5887f7c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-494ca4d elementor-posts__hover-none elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-widget elementor-widget-posts\" data-id=\"494ca4d\" data-element_type=\"widget\" data-settings=\"{&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30200 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/supplier-product-data-onboarding-framework-for-manufacturers-and-distributors\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/supplier-product-data-onboarding-framework--300x158.png\" class=\"attachment-medium size-medium wp-image-30201\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/supplier-product-data-onboarding-framework--300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/supplier-product-data-onboarding-framework--1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/supplier-product-data-onboarding-framework--768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/supplier-product-data-onboarding-framework--1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/supplier-product-data-onboarding-framework--2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" loading=\"lazy\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/supplier-product-data-onboarding-framework-for-manufacturers-and-distributors\/\" >\n\t\t\t\tSupplier Product Data Onboarding Framework for Manufacturers and Distributors\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/supplier-product-data-onboarding-framework-for-manufacturers-and-distributors\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tSeptember 1, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-29970 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/pim-mcp-implementation-checklist\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-1-300x158.png\" class=\"attachment-medium size-medium wp-image-29972\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-1-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-1-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-1-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-1-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-1-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" loading=\"lazy\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/pim-mcp-implementation-checklist\/\" >\n\t\t\t\tPIM MCP Implementation Checklist for Connecting AI Agents Safely\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/pim-mcp-implementation-checklist\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tAugust 26, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-29908 post type-post status-publish format-standard has-post-thumbnail hentry category-pim category-pim-dam\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/parent-vs-sku-attributes\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-300x158.png\" class=\"attachment-medium size-medium wp-image-29922\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/08\/Email-Template-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" loading=\"lazy\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/parent-vs-sku-attributes\/\" >\n\t\t\t\tParent vs. SKU Attributes: How to Set Attribute Ownership in a Complex PIM\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/parent-vs-sku-attributes\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tAugust 21, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-29808 post type-post status-publish format-standard has-post-thumbnail hentry category-pim category-pim-dam category-shopify-pim tag-pim-software tag-product-information-management tag-shopify-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/shopify-mcp-pim\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-shopify-mcp-ai-agents-300x169.png\" class=\"attachment-medium size-medium wp-image-29817\" alt=\"pim-shopify-mcp-ai-agents\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-shopify-mcp-ai-agents-300x169.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-shopify-mcp-ai-agents-1024x576.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-shopify-mcp-ai-agents-768x432.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-shopify-mcp-ai-agents.png 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/shopify-mcp-pim\/\" >\n\t\t\t\tMastering the Shopify MCP: A Guide to Enhanced Store Performance\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/shopify-mcp-pim\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tJuly 24, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-29622 post type-post status-publish format-standard has-post-thumbnail hentry category-pim category-pim-dam tag-dam-and-pim-integration tag-pim-software tag-product-catalog tag-product-information-management\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/pim-platform-comparison-how-to-choose-the-right-type-2026\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-platform-comparison-for-your-stack-300x169.png\" class=\"attachment-medium size-medium wp-image-29630\" alt=\"pim-platform-comparison-for-your-stack\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-platform-comparison-for-your-stack-300x169.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-platform-comparison-for-your-stack-1024x576.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-platform-comparison-for-your-stack-768x432.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-platform-comparison-for-your-stack.png 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/pim-platform-comparison-how-to-choose-the-right-type-2026\/\" >\n\t\t\t\tPIM Platform Comparison: How to Choose the Right Type (2026)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/pim-platform-comparison-how-to-choose-the-right-type-2026\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tJuly 22, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-29607 post type-post status-publish format-standard has-post-thumbnail hentry category-pim category-pim-dam tag-amazon tag-amazon-pim tag-pim-software tag-product-catalog tag-product-information-management\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/pim-for-amazon-how-brands-run-listing-operations-at-scale\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-amazon-how-brands-run-listing-operations-at-scale-300x169.png\" class=\"attachment-medium size-medium wp-image-29620\" alt=\"pim-amazon-how-brands-run-listing-operations-at-scale\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-amazon-how-brands-run-listing-operations-at-scale-300x169.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-amazon-how-brands-run-listing-operations-at-scale-1024x576.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-amazon-how-brands-run-listing-operations-at-scale-768x432.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-amazon-how-brands-run-listing-operations-at-scale.png 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/pim-for-amazon-how-brands-run-listing-operations-at-scale\/\" >\n\t\t\t\tPIM for Amazon: How Brands Run Listing Operations at Scale\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/pim-for-amazon-how-brands-run-listing-operations-at-scale\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tJuly 21, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-29588 post type-post status-publish format-standard has-post-thumbnail hentry category-bigcommerce category-pim tag-bigcommerce tag-bigcommerce-pim tag-bigcommerce-pim-strategies tag-pim-software tag-product-catalog tag-product-information-management\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/bigcommerce-pim-the-setup-playbook-for-catalogs-that-cant-break\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-bigcommerce-setup-playbook-for-catalogs-300x169.png\" class=\"attachment-medium size-medium wp-image-29601\" alt=\"pim-bigcommerce-setup-playbook-for-catalogs\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-bigcommerce-setup-playbook-for-catalogs-300x169.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-bigcommerce-setup-playbook-for-catalogs-1024x576.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-bigcommerce-setup-playbook-for-catalogs-768x432.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-bigcommerce-setup-playbook-for-catalogs.png 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/bigcommerce-pim-the-setup-playbook-for-catalogs-that-cant-break\/\" >\n\t\t\t\tBigCommerce PIM: The Setup Playbook for Catalogs That Can\u2019t Break\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/bigcommerce-pim-the-setup-playbook-for-catalogs-that-cant-break\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tJuly 20, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-29632 post type-post status-publish format-standard has-post-thumbnail hentry category-pim category-pim-dam tag-adobe-commerce tag-dam-and-pim-integration tag-ecommerce tag-magento tag-pim-software tag-product-catalog tag-product-information-management\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/pim-magento-adobe-commerce-one-source-of-truth\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-magento-adobe-commerce-300x169.png\" class=\"attachment-medium size-medium wp-image-29636\" alt=\"pim-magento-adobe-commerce\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-magento-adobe-commerce-300x169.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-magento-adobe-commerce-1024x576.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-magento-adobe-commerce-768x432.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/pim-magento-adobe-commerce.png 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/pim-magento-adobe-commerce-one-source-of-truth\/\" >\n\t\t\t\tPIM for Magento &#038; Adobe Commerce: One Source of Truth for Every Store\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/pim-magento-adobe-commerce-one-source-of-truth\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tJuly 17, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-29498 post type-post status-publish format-standard has-post-thumbnail hentry category-manufacturing-pim category-pim category-pim-dam tag-manufacturers tag-manufacturing-pim tag-pim tag-pim-for-manufacturers tag-pim-software tag-product-catalog tag-product-information-management tag-supply-chain\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/pim-impact-on-supply-chain-efficiency-guide\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/catsy-pim-impact-on-supply-chain-efficiency-guide-300x169.png\" class=\"attachment-medium size-medium wp-image-29565\" alt=\"catsy-pim-impact-on-supply-chain-efficiency-guide\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/catsy-pim-impact-on-supply-chain-efficiency-guide-300x169.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/catsy-pim-impact-on-supply-chain-efficiency-guide-1024x576.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/catsy-pim-impact-on-supply-chain-efficiency-guide-768x432.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/07\/catsy-pim-impact-on-supply-chain-efficiency-guide.png 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/pim-impact-on-supply-chain-efficiency-guide\/\" >\n\t\t\t\tThe Impact of PIM on Supply Chain Efficiency: A Comprehensive Guide\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/pim-impact-on-supply-chain-efficiency-guide\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tJuly 10, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\n\n\t\t\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-c90b750 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c90b750\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bdf1382\" data-id=\"bdf1382\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4c809f0 elementor-widget elementor-widget-spacer\" data-id=\"4c809f0\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-61f21fc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"61f21fc\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f1af61\" data-id=\"1f1af61\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1b7e3dc elementor-cta--skin-classic elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-global elementor-global-9434 elementor-widget-call-to-action\" data-id=\"1b7e3dc\" data-element_type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<a class=\"elementor-cta\" href=\"https:\/\/catsy.com\/request-demo\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/catsy.com\/blog\/wp-content\/uploads\/2022\/09\/new-blog-cta-3-1024x256.png);\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t<h3 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">Speed to Market<\/h3>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tGet to Market Faster with Catsy\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item \">\n\t\t\t\t\t<span class=\"elementor-cta__button elementor-button elementor-size-md\">\n\t\t\t\t\t\tRequest Demo\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-172f544 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"172f544\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a458c3d\" data-id=\"a458c3d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-9976b77 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9976b77\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b784a7f\" data-id=\"b784a7f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-a6ad74e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a6ad74e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6517ae1\" data-id=\"6517ae1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-671ac77 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"671ac77\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-897f69d\" data-id=\"897f69d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>A well-classified product catalog isn&#8217;t just organized \u2014 it&#8217;s discoverable, filterable, and ready to syndicate. Here&#8217;s how manufacturers scale product classification without losing consistency across thousands of SKUs and dozens of channels. Read more!<\/p>\n","protected":false},"author":1,"featured_media":28791,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","footnotes":""},"categories":[1375,10,1303,1302,1333,16,9,128,11,1377],"tags":[622,1314,1291,3,1345,1340,1231,1137,4,1378],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Product Classification: A PIM-Driven Guide for Manufacturers (2026) | Catsy - Catsy DAM + PIM<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/catsy.com\/blog\/product-classification-for-manufacturers-2026\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Product Classification: A PIM-Driven Guide for Manufacturers (2026) | Catsy - Catsy DAM + PIM\" \/>\n<meta property=\"og:description\" content=\"A well-classified product catalog isn&#039;t just organized \u2014 it&#039;s discoverable, filterable, and ready to syndicate. 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