{"id":30438,"date":"2026-10-02T09:51:42","date_gmt":"2026-10-02T15:51:42","guid":{"rendered":"https:\/\/catsy.com\/blog\/?p=30438"},"modified":"2026-10-02T09:52:37","modified_gmt":"2026-10-02T15:52:37","slug":"faceted-search-product-data","status":"publish","type":"post","link":"https:\/\/catsy.com\/blog\/faceted-search-product-data\/","title":{"rendered":"Why Shoppers Can&#8217;t Filter Your Products (And What Faceted Search Actually Needs From Your Data)"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"30438\" class=\"elementor elementor-30438\">\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-932e7bf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"932e7bf\" 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-8487c59\" data-id=\"8487c59\" 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-25a50eb elementor-widget elementor-widget-text-editor\" data-id=\"25a50eb\" 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; transform: translateY(16px); }\n  to { opacity: 1; transform: translateY(0); }\n}\n@keyframes catsyImageUp {\n  from { opacity: 0; transform: translateY(24px) scale(.98); }\n  to { opacity: 1; transform: translateY(0) scale(1); }\n}\n@media (max-width: 768px) {\n  .catsy-hero-modern .hero-wrap { padding: 30px 18px 0; }\n  .catsy-hero-modern .hero { padding: 32px 28px 0; border-radius: 18px; }\n  .catsy-hero-modern h1 { font-size: 2rem; }\n  .catsy-hero-modern .image-area { max-width: 280px; }\n}\n@media (max-width: 520px) {\n  .catsy-hero-modern .hero-wrap { padding: 20px 12px 0; }\n  .catsy-hero-modern .hero { padding: 26px 18px 0; border-radius: 15px; }\n  .catsy-hero-modern h1 { font-size: 1.7rem; line-height: 1.15; }\n  .catsy-hero-modern .description { font-size: 0.92rem; }\n  .catsy-hero-modern .category { font-size: 9.5px; }\n  .catsy-hero-modern .meta { font-size: 0.72rem; margin-bottom: 18px; }\n  .catsy-hero-modern .image-area { max-width: 220px; }\n}\n@media (prefers-reduced-motion: reduce) {\n  .catsy-hero-modern .category, .catsy-hero-modern h1, .catsy-hero-modern .description, .catsy-hero-modern .meta, .catsy-hero-modern .image-area { animation: none !important; }\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\">\nFaceted Search \u00b7 Product Data<\/div>\n<h1>Why Shoppers Can&#8217;t Filter Your Products (And What Faceted Search Actually Needs From Your Data)<\/h1>\n<p class=\"description\">Faceted search fails when product data is incomplete. Learn which attributes, values, and rules your filters need to return every matching product.<\/p>\n<div class=\"meta\">\nCeejay S Teku\n<span class=\"meta-dot\">\u2022<\/span>\nOctober 2, 2026\n<\/div>\n<\/div>\n<div class=\"image-area\">\n<img decoding=\"async\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2017\/10\/pim-one-source-of-truth-product-information.png\" alt=\"Catsy PIM serving as a single source of truth for complete, filterable product data\" 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-e3e439e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e3e439e\" 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-5fc2b18\" data-id=\"5fc2b18\" 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-a0a8cc1 elementor-widget elementor-widget-text-editor\" data-id=\"a0a8cc1\" 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\n<!-- ===== TABLE OF CONTENTS ===== -->\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;transform:translateX(2px);}\n.catsy-toc-link:focus-visible{outline:2px solid #1D4ED8;outline-offset:4px;border-radius:6px;}\n.catsy-key-terms summary{cursor:pointer;list-style:none;display:flex;align-items:center;justify-content:space-between;padding:18px 22px;}\n.catsy-key-terms summary::-webkit-details-marker{display:none;}\n.catsy-key-terms summary::after{content:\"+\";color:#9e117b;font-size:1.5rem;font-weight:800;line-height:1;}\n.catsy-key-terms[open] summary::after{content:\"\\2212\";}\n.catsy-key-terms .catsy-key-terms-body{padding:0 22px 22px;}\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:640px){\n  .catsy-table,.catsy-table thead,.catsy-table tbody,.catsy-table th,.catsy-table td,.catsy-table tr{display:block;width:100%;}\n  .catsy-table thead{display:none;}\n  .catsy-table tr{margin-bottom:18px;border:1px solid #E2E8F0;border-radius:10px;overflow:hidden;}\n  .catsy-table td{border-bottom:none;}\n  .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}\n@media (prefers-reduced-motion: reduce){.catsy-toc-link,.catsy-toc-link *{transition:none !important;transform:none !important;}}\n<\/style>\n\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=\"#key-terms-to-know\" 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';\" 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;\"><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<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Key Terms to Know<\/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=\"#filters-read-fields-not-descriptions\" 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';\" 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;\"><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<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Filters Read Fields, Not Descriptions<\/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=\"#the-data-behind-a-working-filter\" 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';\" 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;\"><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<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">The Data Behind a Working Filter<\/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=\"#building-a-metadata-and-attribute-framework\" 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';\" 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;\"><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<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Building a Metadata and Attribute Framework<\/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=\"#images-count-too\" 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';\" 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;\"><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<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Images Count Too<\/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=\"#other-systems-read-the-same-attributes\" 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';\" 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;\"><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<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Other Systems Read the Same Attributes<\/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=\"#where-a-pim-fits\" 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';\" 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;\"><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<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Where a PIM Fits<\/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';\" 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;\"><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<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Key Takeaways<\/span>\n<\/a>\n\n<\/div>\n<\/div>\n<!-- ===== END TABLE OF CONTENTS ===== -->\n\n<!-- ===== KEY TERMS ===== -->\n<div style=\"margin: 0 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"key-terms-to-know\" style=\"margin: 0 0 20px; 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;\">Key Terms to Know<\/h2>\n<\/div>\n<details class=\"catsy-key-terms\" style=\"margin: 0 0 34px; background: #F8FAFC; border: 1px solid #E2E8F0; border-radius: 14px; overflow: hidden;\">\n<summary style=\"color: #0f172a; font-weight: 800; font-size: 1.02rem;\">View Key Terms<\/summary>\n<div class=\"catsy-key-terms-body\" style=\"display: grid; gap: 12px;\">\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Attribute:<\/strong> A single detail that describes a product, such as size, material, or voltage, saved in its own field.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Completeness Threshold:<\/strong> The share of products in a category that must have a value before an attribute is used as a filter or a product is published.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Controlled Value List:<\/strong> A fixed set of approved values for an attribute, also called a pick list, used instead of free text.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Digital Asset Management (DAM):<\/strong> Software that stores images, videos, and documents and links them to the products they show.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Facet:<\/strong> One attribute a shopper can filter by, such as Brand, Size, or Material, along with its available values.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Faceted Search:<\/strong> Filtering that lets shoppers apply several facets at once to narrow a product list. It is often used interchangeably with faceted navigation.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Metadata:<\/strong> Structured information about a product or file, such as attribute values, tags, and labels, that software can read and filter.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Product Data Governance:<\/strong> The rules, owners, and approvals that keep product data accurate over time.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Product Information Management (PIM):<\/strong> Software that stores product data in one place, enforces data rules, and publishes the data to every channel.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">SKU (Stock Keeping Unit):<\/strong> The code for one specific item a business sells, such as a single size of a wrench.<\/p>\n<\/div>\n<\/details>\n<!-- ===== END KEY TERMS ===== -->\n\n<p style=\"margin: 0 0 18px; font-size: 1.04rem; line-height: 1.8;\"><strong style=\"color: #0f172a;\">A buyer opens the hand tools section of an online store and picks three filters: &#8220;Pipe Wrench,&#8221; &#8220;12 in,&#8221; and &#8220;Stainless Steel.&#8221;<\/strong> Zero results. Yet the store stocks exactly that wrench.<\/p>\n<p style=\"margin: 0 0 22px;\">The wrench&#8217;s size and material appear only in its description (&#8220;This rugged 12-inch stainless steel pipe wrench&#8221;). They were never saved as separate product attributes such as Size or Material. The filters had nothing to match, so the buyer assumed the wrench did not exist.<\/p>\n<p style=\"margin: 0 0 28px;\">Faceted search can fail like this without anyone noticing, because the filter panel still looks fine. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/baymard.com\/blog\/current-state-product-list-and-filtering\">Baymard Institute&#8217;s 2025 benchmark<\/a> found that 58% of desktop sites and 78% of mobile sites have product list and filtering UX that performs &#8220;mediocre&#8221; or worse. Better filter design helps, but every filter depends on the data underneath it, and that data is this guide&#8217;s focus.<\/p>\n\n<figure style=\"margin: 0 0 46px auto; max-width: 720px; text-align: center;\">\n<img decoding=\"async\" style=\"width: 100%; height: auto; display: block; border-radius: 16px;\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/faceted-search1-e1790955265531.png\" alt=\"Illustration of a product filter search returning zero results for a Pipe Wrench, 12 in, Stainless Steel combination because the specs were never saved as separate attributes\" loading=\"lazy\" \/>\n<figcaption style=\"margin: 10px 0 0; text-align: center; color: #64748b; font-size: 0.88rem;\">A product can be in stock and still return zero filtered results when its specs live only in the description, not in their own fields.<\/figcaption>\n<\/figure>\n\n<!-- SECTION 1 -->\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=\"filters-read-fields-not-descriptions\" 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;\">Filters Read Fields, Not Descriptions<\/h2>\n<\/div>\n<p style=\"margin: 0 0 22px;\">A facet is one thing a shopper can filter by, such as Brand, Size, or Material. Each facet is a question the catalog must answer. &#8220;Which of these wrenches are 12 inches long?&#8221; can only be answered by a Size field that holds a length for every wrench.<\/p>\n<p style=\"margin: 0 0 22px;\">When that field is empty, the product drops out of filtered results, even if it is a perfect match. Shoppers see fewer choices, or none, and decide the store does not carry what they need.<\/p>\n<p style=\"margin: 0 0 22px;\">Shoppers also stack filters. In Baymard&#8217;s testing, participants commonly applied five or six filters in one session, and some applied up to 10. A product missing one of five attributes is invisible to anyone who uses all five.<\/p>\n<p style=\"margin: 0 0 14px;\">These four data problems break ecommerce product filters:<\/p>\n<div style=\"display: grid; gap: 10px; margin: 0 0 28px;\">\n<div style=\"position: relative; padding-left: 23px; color: #334155;\"><span style=\"position: absolute; left: 0; top: 1px; color: #9e117b; font-weight: 800;\">\u2713<\/span>Facts buried in text. Specs sit in the description, where no filter can read them.<\/div>\n<div style=\"position: relative; padding-left: 23px; color: #334155;\"><span style=\"position: absolute; left: 0; top: 1px; color: #9e117b; font-weight: 800;\">\u2713<\/span>Gaps. Only some products in the category have the attribute filled in.<\/div>\n<div style=\"position: relative; padding-left: 23px; color: #334155;\"><span style=\"position: absolute; left: 0; top: 1px; color: #9e117b; font-weight: 800;\">\u2713<\/span>Duplicate spellings. &#8220;Stainless Steel,&#8221; &#8220;SS,&#8221; and &#8220;Stainless&#8221; become three filter options.<\/div>\n<div style=\"position: relative; padding-left: 23px; color: #334155;\"><span style=\"position: absolute; left: 0; top: 1px; color: #9e117b; font-weight: 800;\">\u2713<\/span>The wrong kind of field. A length saved as &#8220;approx. 12 in.&#8221; cannot power a range slider.<\/div>\n<\/div>\n\n<!-- SECTION 2 -->\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=\"the-data-behind-a-working-filter\" 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 Data Behind a Working Filter<\/h2>\n<\/div>\n<p style=\"margin: 0 0 28px;\">Faceted navigation, the filter panel shoppers use to narrow a category, assumes that attributes, not extra categories, describe how products differ. Catsy&#8217;s article on how <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/why-your-product-taxonomy-breaks-down-as-your-catalog-grows\/\">attributes that become categories break a taxonomy<\/a> shows what goes wrong when a store ignores that rule.<\/p>\n\n<h3 style=\"margin: 0 0 14px; color: #0f172a; font-size: 1.2rem; font-weight: 800;\">Coverage across the whole category<\/h3>\n<p style=\"margin: 0 0 28px;\">Product data completeness should be measured attribute by attribute. A Material attribute that is only 60% filled hides 40% of the category from anyone who uses it. Catsy&#8217;s guide to <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/product-data-quality-standards\/\">product data quality standards<\/a> recommends setting a completeness threshold for each category instead of one number for the whole catalog.<\/p>\n\n<h3 style=\"margin: 0 0 14px; color: #0f172a; font-size: 1.2rem; font-weight: 800;\">One value for one meaning<\/h3>\n<p style=\"margin: 0 0 28px;\">A controlled value list, often called a pick list, gives people a fixed set of approved values instead of free text. Catsy&#8217;s <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/pim-for-b2c\">PIM for B2C brands<\/a> uses standardized pick lists to stop splits like &#8220;XXL&#8221; versus &#8220;2XL.&#8221; Baymard also warns that when a site uses &#8220;Colour&#8221; in one place and &#8220;Color&#8221; in another, shoppers lose confidence in the filters.<\/p>\n\n<h3 style=\"margin: 0 0 14px; color: #0f172a; font-size: 1.2rem; font-weight: 800;\">Numbers saved as numbers<\/h3>\n<p style=\"margin: 0 0 28px;\">Length, jaw capacity, weight, and thread size belong in number fields, with the unit kept separately. Saved as &#8220;12&#8221; with the unit &#8220;in,&#8221; the wrench shows up in a range filter for 10 to 14 inches. Saved as &#8220;approx. 12 inches&#8221; in a text box, it does not.<\/p>\n\n<h3 style=\"margin: 0 0 14px; color: #0f172a; font-size: 1.2rem; font-weight: 800;\">The right level in the hierarchy<\/h3>\n<p style=\"margin: 0 0 22px;\">When variants sit under a parent product, shared facts such as brand or material belong on the parent. Facts that differ, such as length, belong on each SKU. If one attribute lives at both levels, filters can return conflicting results. Catsy&#8217;s guide to <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/parent-vs-sku-attributes\/\">parent vs. SKU attributes<\/a> covers how to assign them.<\/p>\n<p style=\"margin: 0 0 28px;\">Compatibility filters, such as &#8220;fits Model X,&#8221; connect one product to another, so they need structured links from a <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/product-relationship-data-model\/\">product relationship data model<\/a>, not a line of text.<\/p>\n\n<h3 style=\"margin: 0 0 14px; color: #0f172a; font-size: 1.2rem; font-weight: 800;\">Labels shoppers understand<\/h3>\n<p style=\"margin: 0 0 28px;\">Internal shorthand like &#8220;OAL&#8221; or &#8220;Jaw Cap.&#8221; can slip onto the storefront unchanged. Baymard reports that 25% of desktop sites and 40% of mobile sites use unclear labels for industry-specific filters, and shoppers may skip those filters entirely. Show shoppers a plain label such as &#8220;Overall Length.&#8221;<\/p>\n\n<div style=\"margin: 28px 0; 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;\">SHOPPERS SKIP WHAT THEY DON&#8217;T UNDERSTAND<\/div>\n<div style=\"font-size: 1.15rem; line-height: 1.55; font-weight: bold;\"><a style=\"color: #F3B13D; text-decoration: underline;\" href=\"https:\/\/baymard.com\/blog\/explain-industry-specific-filters\">Baymard reports<\/a> that unclear labels for industry-specific filters make shoppers skip them, and recommends swapping internal shorthand like &#8220;OAL&#8221; for a plain label such as &#8220;Overall Length.&#8221;<\/div>\n<\/div>\n\n<!-- SECTION 3 -->\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=\"building-a-metadata-and-attribute-framework\" 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;\">Building a Metadata and Attribute Framework<\/h2>\n<\/div>\n<p style=\"margin: 0 0 22px;\">A metadata and attribute framework is the set of rules for which attributes each category needs and how they are stored. For the pipe wrench:<\/p>\n\n<div style=\"margin: 24px 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; display: block; margin-bottom: 4px;\">List the buyer questions.<\/strong>\n<span style=\"color: #475569;\">Pipe wrench buyers filter by length, jaw capacity, material, and handle type.<\/span><\/div>\n<div style=\"padding: 20px 24px; background: #FFFFFF; border-bottom: 1px solid #E2E8F0;\"><strong style=\"color: #0f172a; display: block; margin-bottom: 4px;\">Define every attribute.<\/strong>\n<span style=\"color: #475569;\">Give it a data type, a unit, and an owner. Length becomes a number in inches, not free text.<\/span><\/div>\n<div style=\"padding: 20px 24px; background: #F8FAFC; border-bottom: 1px solid #E2E8F0;\"><strong style=\"color: #0f172a; display: block; margin-bottom: 4px;\">Set the allowed values with pick lists,<\/strong>\n<span style=\"color: #475569;\">so every spelling of stainless steel collapses into one value.<\/span><\/div>\n<div style=\"padding: 20px 24px; background: #FFFFFF; border-bottom: 1px solid #E2E8F0;\"><strong style=\"color: #0f172a; display: block; margin-bottom: 4px;\">Move facts out of descriptions.<\/strong>\n<span style=\"color: #475569;\">Copy size, material, and other specs into their own fields. Leave selling points in the description.<\/span><\/div>\n<div style=\"padding: 20px 24px; background: #F8FAFC; border-bottom: 1px solid #E2E8F0;\"><strong style=\"color: #0f172a; display: block; margin-bottom: 4px;\">Add rules before anything publishes.<\/strong>\n<span style=\"color: #475569;\">Require the category&#8217;s key attributes, and keep a filter hidden until nearly every product has a value.<\/span><\/div>\n<div style=\"padding: 20px 24px; background: #FFFFFF;\"><strong style=\"color: #0f172a; display: block; margin-bottom: 4px;\">Test with real searches.<\/strong>\n<span style=\"color: #475569;\">Apply the filters a buyer would use and compare the result count with what you stock.<\/span><\/div>\n<\/div>\n\n<p style=\"margin: 0 0 28px;\">After launch, Baymard suggests tracking zero-result events and drop-off after filtering, since both can point to label or data problems. If step one turns up attributes posing as categories, fix the product taxonomy first.<\/p>\n\n<figure style=\"margin: 0 0 46px auto; max-width: 720px; text-align: center;\">\n<img decoding=\"async\" style=\"width: 100%; height: auto; display: block; border-radius: 16px;\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/faceted-search2-e1790955294695.png\" alt=\"Diagram of a metadata and attribute framework: listing buyer questions, defining attributes with a data type and unit, setting pick lists, moving facts out of descriptions, adding publish rules, and testing with real searches\" loading=\"lazy\" \/>\n<figcaption style=\"margin: 10px 0 0; text-align: center; color: #64748b; font-size: 0.88rem;\">A metadata and attribute framework turns each buyer question into a defined, owned field before anything publishes.<\/figcaption>\n<\/figure>\n\n<!-- SECTION 4 -->\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=\"images-count-too\" 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;\">Images Count Too<\/h2>\n<\/div>\n<p style=\"margin: 0 0 28px;\">Some filters are visual. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/baymard.com\/blog\/ecommerce-filter-ui\">Baymard notes<\/a> that color swatches are more intuitive than text labels for fashion and home goods. A swatch only helps if the photo behind it shows the right color. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/digital-asset-management\">Digital asset management (DAM)<\/a> keeps each photo tied to the correct SKU and variant, so swatches and filtered results stay in sync.<\/p>\n\n<figure style=\"margin: 0 0 46px auto; max-width: 700px; text-align: center;\">\n<img decoding=\"async\" style=\"width: 100%; height: auto; display: block; border-radius: 16px;\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2023\/11\/0_pim-dam-data-governance-pdp-6.png\" alt=\"Diagram showing PIM and DAM data governance connecting approved product attributes to the correct images and variants on a product detail page\" loading=\"lazy\" \/>\n<figcaption style=\"margin: 10px 0 0; text-align: center; color: #64748b; font-size: 0.88rem;\">A color swatch is only as reliable as the data governance that keeps it linked to the matching photo and variant.<\/figcaption>\n<\/figure>\n\n<!-- SECTION 5 -->\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=\"other-systems-read-the-same-attributes\" 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;\">Other Systems Read the Same Attributes<\/h2>\n<\/div>\n<p style=\"margin: 0 0 22px;\">Google Merchant Center uses these attributes to match products to searches, and it lists missing or incorrect variant attributes, such as color or size, among the common issues that can keep products out of ads and free listings.<\/p>\n<p style=\"margin: 0 0 22px;\">AI shopping tools read them too. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/developers.openai.com\/commerce\/specs\/spec\">OpenAI&#8217;s product feed specification<\/a> describes a structured feed that OpenAI ingests and indexes to make products discoverable inside ChatGPT. Catsy explains why <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\">unstructured product data leaves B2B catalogs invisible to AI shopping agents<\/a>.<\/p>\n<p style=\"margin: 0 0 28px;\">Filter pages matter to search engines too. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/developers.google.com\/search\/blog\/2024\/12\/crawling-december-faceted-nav\">Google warns<\/a> that filter URLs built from parameters can lead to overcrawling and slower discovery of new pages, and recommends a 404 status when a filter combination has no results.<\/p>\n\n<!-- SECTION 6 -->\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=\"where-a-pim-fits\" 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;\">Where a PIM Fits<\/h2>\n<\/div>\n<p style=\"margin: 0 0 22px;\">A one-time cleanup does not last as new SKUs arrive.<\/p>\n<p style=\"margin: 0 0 18px;\">A product information management (PIM) platform stores product data in one place and turns your framework into product attribute management rules that the system enforces. With a governed PIM and DAM, teams can:<\/p>\n<div style=\"display: grid; gap: 10px; margin: 0 0 22px;\">\n<div style=\"position: relative; padding-left: 23px; color: #334155;\"><span style=\"position: absolute; left: 0; top: 1px; color: #9e117b; font-weight: 800;\">\u2713<\/span>stop products from publishing until required attributes pass validation rules and automated readiness checks<\/div>\n<div style=\"position: relative; padding-left: 23px; color: #334155;\"><span style=\"position: absolute; left: 0; top: 1px; color: #9e117b; font-weight: 800;\">\u2713<\/span>limit values to controlled pick lists instead of free text<\/div>\n<div style=\"position: relative; padding-left: 23px; color: #334155;\"><span style=\"position: absolute; left: 0; top: 1px; color: #9e117b; font-weight: 800;\">\u2713<\/span>spot incomplete products on content scoring dashboards<\/div>\n<div style=\"position: relative; padding-left: 23px; color: #334155;\"><span style=\"position: absolute; left: 0; top: 1px; color: #9e117b; font-weight: 800;\">\u2713<\/span>keep images tied to the right variants<\/div>\n<\/div>\n<p style=\"margin: 0 0 28px;\">For the storefront, <a href=\"https:\/\/catsy.com\/blog\/faceted-search-ecommerce\/\" style=\"color: #9e117b; text-decoration: underline;\">Catsy&#8217;s faceted search capability<\/a> supports unlimited attributes and pushes metadata fields to fuel faceted search on ecommerce platforms. <a href=\"https:\/\/catsy.com\/data-governance\" style=\"color: #9e117b; text-decoration: underline;\">Product data governance<\/a> decides who owns each attribute and who approves changes.<\/p>\n\n<figure style=\"margin: 0 0 30px auto; max-width: 700px; text-align: center;\">\n<img decoding=\"async\" style=\"width: 100%; height: auto; display: block; border-radius: 16px;\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2021\/02\/pim-one-source-of-truth-product-information-3.png\" alt=\"Diagram of a PIM acting as a single source of truth for product information, feeding consistent attribute data out to every storefront and channel\" loading=\"lazy\" \/>\n<figcaption style=\"margin: 10px 0 0; text-align: center; color: #64748b; font-size: 0.88rem;\">One governed source of product data is what lets the same attribute power a filter on every channel, not just one.<\/figcaption>\n<\/figure>\n\n<div style=\"margin: 0 0 28px; padding: 24px 26px; background: #0F172A; border-radius: 16px; color: #ffffff;\">\n<div style=\"font-size: 1.1rem; line-height: 1.65;\">If buyers keep filtering their way to empty pages, start with the attribute layer. <a style=\"color: #F3B13D; text-decoration: underline; font-weight: 700;\" href=\"https:\/\/catsy.com\/request-demo\">Request a Catsy demo<\/a> to see one of your busiest categories with every spec saved as filterable data.<\/div>\n<\/div>\n\n<!-- ===== KEY TAKEAWAYS BOX ===== -->\n<div style=\"margin: 64px 0 24px; padding: 30px 30px 28px; background: #F8FAFC; border: 1px solid #E2E8F0; border-radius: 18px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\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=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">01.<\/span><span>Filters read fields, not descriptions. A spec written only in product copy is invisible to every filter that depends on it.<\/span><\/div>\n<div style=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">02.<\/span><span>A working facet needs full category coverage, one approved value per meaning, numbers stored as numbers, the right hierarchy level, and a label shoppers understand.<\/span><\/div>\n<div style=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">03.<\/span><span>A metadata and attribute framework starts with what buyers filter by and turns each answer into a defined attribute with a data type, a unit, allowed values, and an owner.<\/span><\/div>\n<div style=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">04.<\/span><span>Google Merchant Center and AI shopping feeds read the same attributes as your filters, so one gap can show up in several places.<\/span><\/div>\n<div style=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">05.<\/span><span>A PIM with validation rules, pick lists, and variant-linked images keeps these rules in force as the catalog grows.<\/span><\/div>\n<\/div>\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      \"headline\": \"Why Shoppers Can't Filter Your Products (And What Faceted Search Actually Needs From Your Data)\",\n      \"description\": \"Faceted search fails when product data is incomplete. 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elementor-col-100 elementor-top-column elementor-element elementor-element-867574f\" data-id=\"867574f\" 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-dc7edab elementor-widget elementor-widget-video\" data-id=\"dc7edab\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=1LwOfApHzHw&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-31d63d5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"31d63d5\" 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-50b98ae\" data-id=\"50b98ae\" 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-6800a4b elementor-align-right elementor-widget elementor-widget-global elementor-global-9870 elementor-widget-button\" data-id=\"6800a4b\" 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-c832580 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c832580\" 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-726abbf\" data-id=\"726abbf\" 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-f6f85e1 elementor-widget-divider--view-line_text elementor-widget-divider--element-align-left elementor-widget elementor-widget-global elementor-global-9437 elementor-widget-divider\" data-id=\"f6f85e1\" 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\tFAQs\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<div class=\"elementor-element elementor-element-355532b elementor-widget elementor-widget-toggle\" data-id=\"355532b\" data-element_type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-5591\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-5591\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Is faceted search the same as faceted navigation?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-5591\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-5591\"><p><span style=\"font-weight: 400;\">Yes, for practical purposes.<\/span><a href=\"https:\/\/baymard.com\/blog\/ecommerce-filter-ui\"> <span style=\"font-weight: 400;\">Baymard<\/span><\/a><span style=\"font-weight: 400;\"> treats the two terms as interchangeable.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-5592\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-5592\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Why do matching products disappear when a filter is applied?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-5592\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-5592\"><p><span style=\"font-weight: 400;\">The attribute behind that filter is usually empty, spelled differently, or written only in the description.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-5593\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-5593\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Which filters should an ecommerce site offer first?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-5593\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-5593\"><p><a href=\"https:\/\/baymard.com\/research-articles\/current-state-product-list-and-filtering\"><span style=\"font-weight: 400;\">Baymard recommends<\/span><\/a><span style=\"font-weight: 400;\"> price, user rating, color, size, and brand when they apply, plus category-specific attributes such as length or material.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-5594\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-5594\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Can faceted navigation hurt SEO?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-5594\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-5594\"><p><span style=\"font-weight: 400;\">It can affect crawling.<\/span><a href=\"https:\/\/developers.google.com\/crawling\/docs\/faceted-navigation\"> <span style=\"font-weight: 400;\">Google<\/span><\/a><span style=\"font-weight: 400;\"> suggests blocking filter URLs you do not need indexed, or returning a 404 when a filter combination has no results.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-5595\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-5595\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">How does a PIM keep filters consistent across channels?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-5595\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-5595\"><p><span style=\"font-weight: 400;\">It validates attributes before products publish, then sends the same values everywhere through<\/span><a href=\"https:\/\/catsy.com\/pim-for-omnichannel\"> <span style=\"font-weight: 400;\">omnichannel product publishing<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\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-bbc44b9 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"bbc44b9\" 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-bc00290 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bc00290\" 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-914d782\" data-id=\"914d782\" 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-6e49b2e 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=\"6e49b2e\" 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-fbc8505 elementor-widget elementor-widget-global elementor-global-9446 elementor-widget-post-info\" data-id=\"fbc8505\" 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\/10\/02\/\">\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 fa-calendar\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\tOctober 2, 2026\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\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-1eb8459\" data-id=\"1eb8459\" 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-261d1e1 elementor-widget elementor-widget-spacer\" data-id=\"261d1e1\" 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-0b19b87 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=\"0b19b87\" 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-69c0fa9\" data-id=\"69c0fa9\" 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-9a2c2a0 elementor-widget elementor-widget-spacer\" data-id=\"9a2c2a0\" 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-5c8d943 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=\"5c8d943\" 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\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" 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\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" 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\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" 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-dbc1f49 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dbc1f49\" 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-d1f3176\" data-id=\"d1f3176\" 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-6c0dd84 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6c0dd84\" 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<div class=\"elementor-element elementor-element-07ff3f6 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=\"07ff3f6\" 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-30438 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\/faceted-search-product-data\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-300x158.png\" class=\"attachment-medium size-medium wp-image-30440\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-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\/faceted-search-product-data\/\" >\n\t\t\t\tWhy Shoppers Can&#8217;t Filter Your Products (And What Faceted Search Actually Needs From Your Data)\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\/faceted-search-product-data\/\" >\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\tOctober 2, 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-30434 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\/seasonal-sku-management\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-300x158.png\" class=\"attachment-medium size-medium wp-image-30433\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-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\/seasonal-sku-management\/\" >\n\t\t\t\tManaging Seasonal and Promotional SKUs Without Cluttering Your Live Catalog\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\/seasonal-sku-management\/\" >\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\tOctober 2, 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-30425 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\/why-your-team-keeps-reformatting-the-same-product-data-for-every-distributor\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-300x158.png\" class=\"attachment-medium size-medium wp-image-30424\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-2048x1075.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\/why-your-team-keeps-reformatting-the-same-product-data-for-every-distributor\/\" >\n\t\t\t\tWhy Your Team Keeps Reformatting the Same Product Data for Every Distributor\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\/why-your-team-keeps-reformatting-the-same-product-data-for-every-distributor\/\" >\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 28, 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-30414 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\/why-your-product-taxonomy-breaks-down-as-your-catalog-grows\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-300x158.png\" class=\"attachment-medium size-medium wp-image-30421\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-2048x1075.png 2048w\" 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\/why-your-product-taxonomy-breaks-down-as-your-catalog-grows\/\" >\n\t\t\t\tWhy Your Product Taxonomy Breaks Down as Your Catalog Grows\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\/why-your-product-taxonomy-breaks-down-as-your-catalog-grows\/\" >\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 25, 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-30376 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\/product-relationship-data-model\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-300x158.png\" class=\"attachment-medium size-medium wp-image-30379\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-2048x1075.png 2048w\" 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\/product-relationship-data-model\/\" >\n\t\t\t\tHow to Build a Product Relationship Data Model for Complex B2B Catalogs\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\/product-relationship-data-model\/\" >\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 23, 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-30357 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-harness-for-ai\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-300x158.png\" class=\"attachment-medium size-medium wp-image-30396\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-2048x1075.png 2048w\" 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-harness-for-ai\/\" >\n\t\t\t\tHow PIM Acts as a Harness to Keep AI From Ruining Your Product Data\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-harness-for-ai\/\" >\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 14, 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-30345 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\/product-data-quality-standards\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-300x158.png\" class=\"attachment-medium size-medium wp-image-30347\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-2048x1075.png 2048w\" 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\/product-data-quality-standards\/\" >\n\t\t\t\tHow to Set Product Data Quality Standards for Product Listings\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\/product-data-quality-standards\/\" >\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 14, 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-30273 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\/product-data-change-impact-analysis\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--300x158.png\" class=\"attachment-medium size-medium wp-image-30325\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--2048x1075.png 2048w\" 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\/product-data-change-impact-analysis\/\" >\n\t\t\t\tProduct Spec Change Management: How to Update Data Without Channel Errors\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\/product-data-change-impact-analysis\/\" >\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 8, 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-30252 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-vs-api-which-product-data-connection-fits-your-workflow\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-300x158.png\" class=\"attachment-medium size-medium wp-image-30255\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-2048x1075.png 2048w\" 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-mcp-vs-api-which-product-data-connection-fits-your-workflow\/\" >\n\t\t\t\tPIM MCP vs API Which Product-Data Connection Fits Your Workflow\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-vs-api-which-product-data-connection-fits-your-workflow\/\" >\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 3, 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-a34e59e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a34e59e\" 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-f391ab8\" data-id=\"f391ab8\" 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-e1e5113 elementor-widget elementor-widget-spacer\" data-id=\"e1e5113\" 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-77391d1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"77391d1\" 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-95f89c8\" data-id=\"95f89c8\" 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-b307d2c 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=\"b307d2c\" 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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Faceted Search \u00b7 Product Data Why Shoppers Can&#8217;t Filter Your Products (And What Faceted Search Actually Needs From Your Data) Faceted search fails when product<\/p>\n","protected":false},"author":1,"featured_media":30440,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","footnotes":""},"categories":[16],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Why Shoppers Can&#039;t Filter Your Products (And What Faceted Search Actually Needs From Your Data)<\/title>\n<meta name=\"description\" content=\"Faceted search fails when product data is incomplete. Learn which attributes, values, and rules your filters need to return every matching product.\" \/>\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\/faceted-search-product-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why Shoppers Can&#039;t Filter Your Products (And What Faceted Search Actually Needs From Your Data)\" \/>\n<meta property=\"og:description\" content=\"Faceted search fails when product data is incomplete. 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