{"id":30214,"date":"2026-09-02T11:53:40","date_gmt":"2026-09-02T17:53:40","guid":{"rendered":"https:\/\/catsy.com\/blog\/?p=30214"},"modified":"2026-09-02T12:14:57","modified_gmt":"2026-09-02T18:14:57","slug":"why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents","status":"publish","type":"post","link":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/","title":{"rendered":"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"30214\" class=\"elementor elementor-30214\">\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-5439094 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5439094\" 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-9bd44a6\" data-id=\"9bd44a6\" 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-c1c6991 elementor-widget elementor-widget-text-editor\" data-id=\"c1c6991\" 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\">\nAI Commerce \u00b7 Structured Data<\/div>\n<h1>Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents<\/h1>\n<p class=\"description\">AI-driven orders grew 15x year over year, but most product pages still aren&#8217;t built for AI agents to read. Here&#8217;s what a B2B catalog needs to fix.<\/p>\n<div class=\"meta\">\nCeejay S Teku\n<span class=\"meta-dot\">\u2022<\/span>\nSeptember 2, 2026\n<\/div>\n<\/div>\n<div class=\"image-area\">\n<img decoding=\"async\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2023\/08\/catsy-pricing-dam-pim-multiple-shopify-stores-1.png\" alt=\"Catsy PIM and DAM structuring product data across multiple connected storefronts\" 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-6659dc9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6659dc9\" 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-bdb3200\" data-id=\"bdb3200\" 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-65f737b elementor-widget elementor-widget-text-editor\" data-id=\"65f737b\" 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<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@graph\": [\n    {\n      \"@type\": \"Article\",\n      \"headline\": \"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents\",\n      \"description\": \"AI-driven orders grew 15x year over year, but most product pages still aren't built for AI agents to read. Here's what a B2B catalog needs to fix.\",\n      \"author\": { \"@type\": \"Organization\", \"name\": \"Catsy\" },\n      \"publisher\": {\n        \"@type\": \"Organization\",\n        \"name\": \"Catsy\",\n        \"url\": \"https:\/\/catsy.com\/\",\n        \"logo\": { \"@type\": \"ImageObject\", \"url\": \"[LOGO-URL-TO-FILL]\" }\n      },\n      \"datePublished\": \"[DATE-PUBLISHED-TO-FILL]\",\n      \"dateModified\": \"[DATE-MODIFIED-TO-FILL]\",\n      \"mainEntityOfPage\": { \"@type\": \"WebPage\", \"@id\": \"https:\/\/catsy.com\/blog\/unstructured-product-data-ai-shopping-agents\/\" },\n      \"image\": \"[FEATURED-IMAGE-URL-TO-FILL]\"\n    },\n    {\n      \"@type\": \"Organization\",\n      \"name\": \"Catsy\",\n      \"url\": \"https:\/\/catsy.com\/\",\n      \"logo\": \"[LOGO-URL-TO-FILL]\",\n      \"description\": \"Catsy is a PIM and DAM software platform for manufacturers, distributors, and multi-channel brands.\"\n    }\n  ]\n}\n<\/script>\n<div class=\"catsy-article-v2\"><style>\n.catsy-article-v2, .catsy-article-v2 * { box-sizing: border-box; }\n.catsy-article-v2 {\n  font-family: system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Arial,sans-serif;\n  background: #FFFFFF; color: #1e293b; line-height: 1.78; font-size: 17px;\n}\n.catsy-article-v2 .catsy-wrap { max-width: 1120px; margin: 0 auto; padding: 0 24px 72px; }\n.catsy-article-v2 .catsy-inner { max-width: 860px; margin: 0 auto; }\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@media (prefers-reduced-motion: reduce){.catsy-toc-link,.catsy-toc-link *{transition:none !important;transform:none !important;}}\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<\/style>\n<div class=\"catsy-wrap\">\n<div class=\"catsy-inner\">\n\n<!-- ===== TABLE OF CONTENTS (first element) ===== -->\n<div style=\"margin: 0 0 34px; padding: 22px 24px 18px; background: #FFFFFF; border: 1px solid #CBD5E1; border-radius: 6px;\">\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=\"#structured-data-vs-schema-vs-jsonld\"\nonmouseover=\"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';\"\nonmouseout=\"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; display: flex; align-items: center; justify-content: center;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#ffffff\" 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: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">What&#8217;s the Difference Between Structured Data, Schema Markup, and JSON-LD?<\/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-traffic-growing\"\nonmouseover=\"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';\"\nonmouseout=\"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; display: flex; align-items: center; justify-content: center;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#ffffff\" 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: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Is AI Shopping Traffic Growing Faster Than Catalogs Can Adapt?<\/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=\"#pages-not-machine-readable\"\nonmouseover=\"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';\"\nonmouseout=\"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; display: flex; align-items: center; justify-content: center;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#ffffff\" 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: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Why Aren&#8217;t Most Product Pages Built for a Machine to Read?<\/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=\"#what-machine-readable-means\"\nonmouseover=\"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';\"\nonmouseout=\"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; display: flex; align-items: center; justify-content: center;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#ffffff\" 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: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">What Does &#8220;Machine-Readable&#8221; Actually Mean for a Product Record?<\/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-blind-spots\"\nonmouseover=\"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';\"\nonmouseout=\"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; display: flex; align-items: center; justify-content: center;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#ffffff\" 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: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Where Do B2B Catalogs Have Specific AI-Visibility Blind Spots?<\/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=\"#starting-checklist\"\nonmouseover=\"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';\"\nonmouseout=\"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; display: flex; align-items: center; justify-content: center;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#ffffff\" 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: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">What&#8217;s a Practical Starting Checklist for AI-Ready Product Data?<\/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=\"#fits-with-mcp-acp-ucp\"\nonmouseover=\"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';\"\nonmouseout=\"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; display: flex; align-items: center; justify-content: center;\">\n<svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#ffffff\" 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: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">How Does This Fit Alongside MCP, ACP, and UCP?<\/span>\n<\/a>\n\n<\/div>\n<\/div>\n<!-- ===== END TOC ===== -->\n\n<p style=\"margin: 0 0 40px; padding: 22px 24px; background: #F8FAFC; border: 1px solid #E2E8F0; border-left: 4px solid #9E117B; border-radius: 12px; color: #334155; font-size: 1.02rem; line-height: 1.7;\"><strong style=\"color:#0f172a;\">Direct answer:<\/strong> Structured product data for AI shopping agents means AI agents read structured data, not page design. They parse JSON-LD and schema.org fields, not marketing copy or a spec sheet PDF. Most B2B product pages score around 66% machine-readable, the lowest of any page type Adobe measured, because exact dimensions, compliance data, and technical specs usually live in a document instead of a labeled field. Fixing that starts with an audit, not a full catalog rebuild.<\/p>\n\n<div style=\"margin: 0 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"structured-data-vs-schema-vs-jsonld\" 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&#8217;s the Difference Between Structured Data, Schema Markup, and JSON-LD?<\/h2>\n<\/div>\n<p style=\"margin: 0 0 18px;\">Structured data is the general concept: product facts organized into labeled fields instead of free text. Schema.org is the shared vocabulary that defines what those fields are called, like Product, Offer, and their related properties. JSON-LD is the specific format most AI crawlers expect that vocabulary to arrive in: a clean data block in a page&#8217;s code, separate from what a shopper sees. A field can exist in a Product Information Management (PIM) system without ever reaching an agent. It has to be structured, mapped to the schema.org vocabulary, and delivered as JSON-LD on the actual page before it counts as visible.<\/p>\n<p style=\"margin: 0 0 18px;\">That data layer is a different problem from the AI shopping and checkout protocols this article covers later: MCP, ACP, and UCP. Those protocols move already-structured data between systems. None of them can expose a spec that was never structured in the first place.<\/p>\n\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-traffic-growing\" 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;\">Is AI Shopping Traffic Growing Faster Than Catalogs Can Adapt?<\/h2>\n<\/div>\n<p style=\"margin: 0 0 18px;\">Yes. Agents are already placing real orders, and most catalogs haven&#8217;t caught up. Shopify President Harley Finkelstein told investors on the company&#8217;s Q4 2025 earnings call that <a href=\"https:\/\/www.fool.com\/earnings\/call-transcripts\/2026\/02\/11\/shopify-shop-q4-2025-earnings-call-transcript\/\" style=\"color:#9e117b;text-decoration:none;font-weight:600;\">orders from AI-powered search were up roughly 15 times since January 2025<\/a>. He added the growth was on a small base, but accelerating fast.<\/p>\n<p style=\"margin: 0 0 18px;\">That traffic also converts unusually well. Adobe analyzed over one trillion visits to U.S. retail sites and found that <a href=\"https:\/\/business.adobe.com\/blog\/ai-traffic-surge-retail-sites-not-machine-readable\" style=\"color:#9e117b;text-decoration:none;font-weight:600;\">in March 2026, AI-referred traffic converted 42% better than traditional web traffic<\/a>. That&#8217;s a record high, and a sharp reversal from a year earlier when the same traffic converted worse than average.<\/p>\n<p style=\"margin: 0 0 18px;\">Checkout infrastructure for this traffic is live now, not experimental. <a href=\"https:\/\/stripe.com\/newsroom\/news\/stripe-openai-instant-checkout\" style=\"color:#9e117b;text-decoration:none;font-weight:600;\">Stripe and OpenAI co-developed the Agentic Commerce Protocol, which now powers Instant Checkout inside ChatGPT<\/a>. Separately, <a href=\"https:\/\/nrf.com\/blog\/google-deepens-ai-investments-that-impact-retail\" style=\"color:#9e117b;text-decoration:none;font-weight:600;\">Google introduced the Universal Commerce Protocol at NRF&#8217;s 2026 conference<\/a>, an open standard that lets agents complete purchases directly inside Search and Gemini. Shopify, Etsy, Wayfair, Target, and Walmart helped build it.<\/p>\n<p style=\"margin: 0 0 18px;\">These three facts describe one shift from three angles. Agents are placing real orders. That traffic converts better than the traffic catalogs spent a decade optimizing for. The biggest platforms in AI and commerce have already built the checkout rails to support it.<\/p>\n\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=\"pages-not-machine-readable\" 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;\">Why Aren&#8217;t Most Product Pages Built for a Machine to Read?<\/h2>\n<\/div>\n<p style=\"margin: 0 0 18px;\">Most product pages aren&#8217;t built for a machine because they were built for a person to scan, not a script to parse. Adobe&#8217;s AI Content Visibility Checker scores how much of a page&#8217;s content is actually readable by machines. Across the U.S. retail sector, <a href=\"https:\/\/business.adobe.com\/blog\/ai-traffic-surge-retail-sites-not-machine-readable\" style=\"color:#9e117b;text-decoration:none;font-weight:600;\">individual product pages scored an average of just 66%<\/a>, the lowest of any page type Adobe measured. Homepages scored 75%. Category pages scored 74%.<\/p>\n<p style=\"margin: 0 0 18px;\">That gap matters most on product pages, because that&#8217;s exactly where the comparison detail an AI agent needs actually lives, or fails to. A page can look complete to a person and still be unreadable to an agent. A spec table rendered as an image is invisible to a system parsing structured fields, not pixels. A dimension buried in marketing copy is invisible the same way.<\/p>\n<p style=\"margin: 0 0 18px;\">Marketing language substitutes for data more often than teams realize. &#8220;Industrial-grade durability&#8221; tells a shopper something. It gives an AI agent nothing to compare, filter, or verify against a competing product.<\/p>\n<p style=\"margin: 0 0 18px;\">The gap between sites is already wide, and it will only compound as more shopping activity routes through agents. <a href=\"https:\/\/business.adobe.com\/blog\/ai-traffic-surge-retail-sites-not-machine-readable\" style=\"color:#9e117b;text-decoration:none;font-weight:600;\">Adobe found the best-performing U.S. retail sites scored 82.5% on average, against 54.2% for the lowest performers<\/a>.<\/p>\n\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-machine-readable-means\" 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 Does &#8220;Machine-Readable&#8221; Actually Mean for a Product Record?<\/h2>\n<\/div>\n<p style=\"margin: 0 0 18px;\">Machine-readable means a script can parse a product&#8217;s facts without guessing. It isn&#8217;t about writing better product copy. It&#8217;s about exposing the same facts in a format built for parsing, not persuading.<\/p>\n\n<table class=\"catsy-table\" style=\"margin: 24px 0 30px;\">\n<thead><tr><th>Requirement<\/th><th>What It Means in Practice<\/th><\/tr><\/thead>\n<tbody>\n<tr><td data-label=\"Requirement\">JSON-LD, not just visible text<\/td><td data-label=\"What It Means in Practice\">A structured data block in the page&#8217;s code gives crawlers a clean, unambiguous version of a product&#8217;s name, price, availability, and attributes.<\/td><\/tr>\n<tr><td data-label=\"Requirement\">Schema.org&#8217;s Product type<\/td><td data-label=\"What It Means in Practice\">Product, Offer, and related properties are the vocabulary most AI crawlers expect. A field that never reaches that vocabulary is invisible to an agent, even if it&#8217;s technically in the PIM.<\/td><\/tr>\n<tr><td data-label=\"Requirement\">Exact values, not descriptive ranges<\/td><td data-label=\"What It Means in Practice\">An agent comparing a dimension needs an actual number in a structured field, not &#8220;compact&#8221; or &#8220;fits most standard mounts.&#8221;<\/td><\/tr>\n<tr><td data-label=\"Requirement\">Live data, not a static export<\/td><td data-label=\"What It Means in Practice\">A weekly feed can&#8217;t reflect a price change, a stock-out, or a spec correction in the window that matters. Agents checking availability need a live connection to the source PIM.<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n<figure style=\"margin: 32px 0;\">\n<img decoding=\"async\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/06\/catsy-pim-dam-enrichment-product-types-variants.webp\" alt=\"PIM and DAM interface showing product data enrichment across different product types and variants\" style=\"width:100%;max-width:700px;height:auto;display:block;margin:0 auto;border-radius:16px;\" loading=\"lazy\" \/>\n<figcaption style=\"text-align:center;color:#64748b;font-size:.85rem;margin-top:10px;\">Enrichment at the attribute level, across product types and variants, is what turns a PIM field into something schema.org&#8217;s Product vocabulary can actually use.<\/figcaption>\n<\/figure>\n\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-blind-spots\" 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 Do B2B Catalogs Have Specific AI-Visibility Blind Spots?<\/h2>\n<\/div>\n<p style=\"margin: 0 0 18px;\">B2B catalogs have a worse version of this problem than consumer retail, because the data that matters most is also the data least likely to be structured. Most of the AI-visibility conversation so far has centered on consumer retail, not manufacturing or distribution.<\/p>\n\n<table class=\"catsy-table\" style=\"margin: 24px 0 30px;\">\n<thead><tr><th>Blind Spot<\/th><th>Why It Blocks Agent Visibility<\/th><\/tr><\/thead>\n<tbody>\n<tr><td data-label=\"Blind Spot\">Technical specs live in PDFs, not fields<\/td><td data-label=\"Why It Blocks Agent Visibility\">A spec sheet attached as a digital asset is readable by a person who opens it, not by an agent scanning structured attributes.<\/td><\/tr>\n<tr><td data-label=\"Blind Spot\">Exact dimensions and tolerances<\/td><td data-label=\"Why It Blocks Agent Visibility\">A B2C shopper tolerates &#8220;approximately 12 inches.&#8221; A B2B buyer sourcing a replacement part needs an exact, comparable figure.<\/td><\/tr>\n<tr><td data-label=\"Blind Spot\">Compliance and certification data<\/td><td data-label=\"Why It Blocks Agent Visibility\">Certifications often exist as a badge on a page or a line in a document, not a queryable attribute an agent can filter for.<\/td><\/tr>\n<tr><td data-label=\"Blind Spot\">Catalog scale<\/td><td data-label=\"Why It Blocks Agent Visibility\">A distributor with tens of thousands of SKUs can&#8217;t patch data by hand. The fix has to happen at the attribute and hierarchy level.<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n<figure style=\"margin: 32px 0;\">\n<img decoding=\"async\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2020\/11\/b2b-companies.png\" alt=\"B2B buyer relying on accurate, structured product data to make a purchasing decision\" style=\"width:100%;max-width:700px;height:auto;display:block;margin:0 auto;border-radius:16px;\" loading=\"lazy\" \/>\n<figcaption style=\"text-align:center;color:#64748b;font-size:.85rem;margin-top:10px;\">B2B buyers, human or AI, decide on the same thing: whether the data in front of them is complete enough to trust.<\/figcaption>\n<\/figure>\n\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=\"starting-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;\">What&#8217;s a Practical Starting Checklist for AI-Ready Product Data?<\/h2>\n<\/div>\n<p style=\"margin: 0 0 18px;\">Fixing this doesn&#8217;t require rebuilding a catalog from scratch. It requires being specific about what&#8217;s missing, then prioritizing the fields that actually block AI agent visibility.<\/p>\n\n<table class=\"catsy-table\" style=\"margin: 24px 0 30px;\">\n<thead><tr><th>Action<\/th><th>Why It Matters<\/th><\/tr><\/thead>\n<tbody>\n<tr><td data-label=\"Action\">Audit a sample of product pages against a machine-readability framework<\/td><td data-label=\"Why It Matters\">Establishes a real baseline instead of assuming pages are fine because they look fine to a person.<\/td><\/tr>\n<tr><td data-label=\"Action\">Identify specs that live only in a document, not a field<\/td><td data-label=\"Why It Matters\">Start with dimensions, materials, certifications, and compatibility data, the attributes most likely to appear in a comparison query.<\/td><\/tr>\n<tr><td data-label=\"Action\">Confirm each channel&#8217;s feed is live, not a periodic export<\/td><td data-label=\"Why It Matters\">A PIM with real API connections keeps price, stock, and spec changes visible to an agent in near real time.<\/td><\/tr>\n<tr><td data-label=\"Action\">Check whether structured fields actually reach the page&#8217;s schema markup<\/td><td data-label=\"Why It Matters\">A field that never makes it into the page&#8217;s markup doesn&#8217;t help an agent, no matter how clean it is inside the source system. <a href=\"https:\/\/catsy.com\/blog\/ecommerce-seo\/\" style=\"color:#9e117b;text-decoration:none;font-weight:600;\">Catsy&#8217;s guidance on structured schema data<\/a> applies to AI visibility the same way it applies to traditional SEO.<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n<figure style=\"margin: 32px 0;\">\n<img decoding=\"async\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2024\/07\/pim-dam-bigcommerce-b2b-distributors-2.png\" alt=\"PIM and DAM syndication feed pushing product data to a storefront and B2B distributor channels\" style=\"width:100%;max-width:700px;height:auto;display:block;margin:0 auto;border-radius:16px;\" loading=\"lazy\" \/>\n<figcaption style=\"text-align:center;color:#64748b;font-size:.85rem;margin-top:10px;\">A live feed to each channel, not a periodic export, is what keeps a distributor listing and an AI agent&#8217;s view of your catalog in sync.<\/figcaption>\n<\/figure>\n\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=\"fits-with-mcp-acp-ucp\" 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 Does This Fit Alongside MCP, ACP, and UCP?<\/h2>\n<\/div>\n<p style=\"margin: 0 0 18px;\">This article covers the data layer: getting specs, dimensions, and attributes into a structured, machine-readable form in the first place. That&#8217;s earlier-stage work than any single protocol integration. <a href=\"https:\/\/catsy.com\/blog\/shopify-mcp-pim\/\" style=\"color:#9e117b;text-decoration:none;font-weight:600;\">Catsy&#8217;s guide to Shopify&#8217;s MCP integration<\/a> covers what shopper-facing agents see once they&#8217;re already querying a live storefront. <a href=\"https:\/\/catsy.com\/blog\/catsy-pim-mcp-hubspot-industrial-brands\/\" style=\"color:#9e117b;text-decoration:none;font-weight:600;\">Catsy&#8217;s MCP integration with HubSpot<\/a> covers a different downstream case again: generating marketing content from already-approved product data. Both depend on the groundwork this article describes. An agent connected through MCP, ACP, or UCP can only work with what&#8217;s already structured and exposed.<\/p>\n\n<figure style=\"margin: 32px 0;\">\n<img decoding=\"async\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/06\/catsy-pim-problem-solution-streamline-product-data-syndication-transparent-e1781013834521.png\" alt=\"Diagram showing scattered, unstructured product data on one side and a streamlined PIM syndication pipeline on the other\" style=\"width:100%;max-width:700px;height:auto;display:block;margin:0 auto;border-radius:16px;\" loading=\"lazy\" \/>\n<figcaption style=\"text-align:center;color:#64748b;font-size:.85rem;margin-top:10px;\">The fix is structural, not protocol-specific: one validated source feeding every channel, instead of a separate patch for each new AI surface.<\/figcaption>\n<\/figure>\n\n<p style=\"margin: 0 0 18px;\">A PIM that validates attributes at the field level, then pushes them through live API connections, makes a catalog visible to every one of these channels at once. That beats fixing each new protocol separately as it launches. For manufacturers managing complex technical catalogs, that structural foundation matters more, not less, because the specs an agent needs most are exactly the ones most likely trapped in a document instead of a field. The same is true for distributors aggregating feeds from multiple suppliers, where inconsistent source data multiplies the problem across every feed.<\/p>\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<h2 id=\"key-takeaways\" style=\"margin: 0 0 20px; scroll-margin-top: 100px; color: #0f172a; font-size: 1.65rem; font-weight: 800; letter-spacing: -0.025em;\">Key Takeaways<\/h2>\n<div style=\"display: grid; gap: 14px;\">\n<div style=\"position: relative; padding-left: 26px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #9E117B; font-weight: 900;\">01.<\/span> AI-driven shopping is already producing real orders and converting better than traditional traffic.<\/div>\n<div style=\"position: relative; padding-left: 26px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #9E117B; font-weight: 900;\">02.<\/span> Most product pages, especially in B2B catalogs, remain hard for agents to read even when they look complete to a person.<\/div>\n<div style=\"position: relative; padding-left: 26px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #9E117B; font-weight: 900;\">03.<\/span> Machine-readability means structured JSON-LD using schema.org&#8217;s Product vocabulary, exact values, and live feeds.<\/div>\n<div style=\"position: relative; padding-left: 26px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #9E117B; font-weight: 900;\">04.<\/span> B2B catalogs have specific blind spots: specs trapped in PDFs, imprecise dimensions, unstructured compliance data, and scale that blocks manual fixes.<\/div>\n<div style=\"position: relative; padding-left: 26px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #9E117B; font-weight: 900;\">05.<\/span> Start with an honest visibility audit, not a full catalog rebuild, then prioritize the fields most likely to block agent comparison.<\/div>\n<div style=\"position: relative; padding-left: 26px; color: #334155;\"><span style=\"position: absolute; left: 0; color: #9E117B; font-weight: 900;\">06.<\/span> Structuring and exposing product data comes before any protocol integration like MCP, ACP, or UCP can actually help.<\/div>\n<\/div>\n<\/div>\n\n<!-- ===== CLOSING CTA (only one) ===== -->\n<div style=\"margin: 40px 0 0; padding: 36px 34px; background: #0F172A; border-radius: 20px;\">\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;\">PIM for AI Agents<\/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;\">See How Catsy Structures Product Data for AI Visibility<\/h2>\n<p style=\"margin: 0; color: #cbd5e1; line-height: 1.75;\">If your pages look complete to a shopper but you&#8217;re not confident an agent could parse your specs, dimensions, and compliance data, the gap is usually in the data layer, not the page design. Catsy validates attributes at the field level, then pushes them through live API connections so structured data stays accurate across every channel. [BOOK-A-DEMO-URL TO FILL] Or browse <a href=\"https:\/\/catsy.com\/resource-center\" style=\"color: #f3b13d; text-decoration: none; font-weight: bold;\">Catsy&#8217;s PIM and DAM resource center<\/a> for more on preparing your catalog for agentic commerce.<\/p>\n<\/div>\n\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-5522ff6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5522ff6\" 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-bb50cbf\" data-id=\"bb50cbf\" 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-8a2f016 elementor-widget elementor-widget-global elementor-global-9867 elementor-widget-video\" data-id=\"8a2f016\" 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-49f6b96 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"49f6b96\" 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-6489078\" data-id=\"6489078\" 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-3f5fb33 elementor-align-right elementor-widget elementor-widget-global elementor-global-9870 elementor-widget-button\" data-id=\"3f5fb33\" 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-a287040 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a287040\" 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-10648f1\" data-id=\"10648f1\" 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-97bac10 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=\"97bac10\" 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-fc57926 elementor-widget elementor-widget-toggle\" data-id=\"fc57926\" 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-2641\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2641\" 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 can't AI shopping agents read most product pages?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2641\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2641\"><p><span style=\"font-weight: 400;\">Because AI agents parse structured data, like JSON-LD and schema markup, rather than visual layout. A page can look complete to a human shopper and still be unreadable to an agent if its specs live in an image, a PDF, or plain marketing copy instead of a structured field.<\/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-2642\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2642\" 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\">What's the difference between SEO structured data and AI shopping agent visibility?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2642\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2642\"><p><span style=\"font-weight: 400;\">They overlap significantly. Both depend on clean schema markup and accurate structured fields. The difference comes down to stakes: a search engine might still rank a page with weak structured data using other signals, but an AI shopping agent comparing products often can&#8217;t include a product in its results at all if the data isn&#8217;t there in a usable format.<\/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-2643\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-2643\" 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 are B2B catalogs more affected by this than B2C catalogs?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2643\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-2643\"><p><span style=\"font-weight: 400;\">Because the data B2B buyers and AI agents need most, exact technical specifications, compliance certifications, and compatibility details, is exactly the data most likely to live in an unstructured document rather than a labeled field. B2C product data tends to be simpler and easier to structure by comparison.<\/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-2644\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-2644\" 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\">Does a live product feed matter more than a well-formatted one? <\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2644\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-2644\"><p><span style=\"font-weight: 400;\">Both matter, but a static export that&#8217;s accurate once a week can&#8217;t support an agent that needs current pricing, stock status, or spec accuracy at the moment of the query. A live API connection is what keeps structured data trustworthy enough for an agent to act on.<\/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-2645\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-2645\" 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 fixing this the same project as preparing for MCP or other agent protocols?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2645\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-2645\"><p><span style=\"font-weight: 400;\">No, though they&#8217;re related. Structuring and exposing product data is the foundational layer. Protocol-specific work, like configuring an MCP connection, assumes that foundational data is already clean, complete, and structured. Skipping straight to protocol integration without fixing the underlying data just exposes the same gaps through a new channel.<\/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-914e0fc elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"914e0fc\" 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-b74f5c7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b74f5c7\" 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-7fd4b3e\" data-id=\"7fd4b3e\" 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-7372cba 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=\"7372cba\" 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-fc476ff elementor-widget elementor-widget-global elementor-global-9446 elementor-widget-post-info\" data-id=\"fc476ff\" 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\/09\/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\tSeptember 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-0b23db2\" data-id=\"0b23db2\" 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-023f338 elementor-widget elementor-widget-spacer\" data-id=\"023f338\" 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-7b54516 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=\"7b54516\" 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-bf85d7a\" data-id=\"bf85d7a\" 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-54aade4 elementor-widget elementor-widget-spacer\" data-id=\"54aade4\" 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-d1860c5 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=\"d1860c5\" 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-db98e4a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"db98e4a\" 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-c6ead61\" data-id=\"c6ead61\" 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-4daf038 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"4daf038\" 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-9db7416 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9db7416\" 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-8146041\" data-id=\"8146041\" 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-562157e 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=\"562157e\" 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-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 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\" 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-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<article class=\"elementor-post elementor-grid-item post-30214 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-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents-300x158.png\" class=\"attachment-medium size-medium wp-image-30229\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents-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-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\" >\n\t\t\t\tWhy Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents\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-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\" >\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 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-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 loading=\"lazy\" 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\" \/><\/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 loading=\"lazy\" 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\" \/><\/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<\/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-6026eb7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6026eb7\" 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-952118b\" data-id=\"952118b\" 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-e26a971 elementor-widget elementor-widget-spacer\" data-id=\"e26a971\" 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-83a10b0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"83a10b0\" 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-eb68258\" data-id=\"eb68258\" 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-84114dc 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=\"84114dc\" 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>AI Commerce \u00b7 Structured Data Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents AI-driven orders grew 15x year over year,<\/p>\n","protected":false},"author":1,"featured_media":30229,"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 Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents - 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\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents - Catsy DAM + PIM\" \/>\n<meta property=\"og:description\" content=\"AI Commerce \u00b7 Structured Data Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents AI-driven orders grew 15x year over year,\" \/>\n<meta property=\"og:url\" content=\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\" \/>\n<meta property=\"og:site_name\" content=\"Catsy DAM + PIM\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/catsyhq\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-02T17:53:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-02T18:14:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png\" \/>\n\t<meta property=\"og:image:width\" content=\"3750\" \/>\n\t<meta property=\"og:image:height\" content=\"1969\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Ceejay S Teku\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@catsyhq\" \/>\n<meta name=\"twitter:site\" content=\"@catsyhq\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ceejay S Teku\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\"},\"author\":{\"name\":\"Ceejay S Teku\",\"@id\":\"https:\/\/catsy.com\/blog\/#\/schema\/person\/f4576eff37d09a41b8119c450a885159\"},\"headline\":\"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents\",\"datePublished\":\"2026-09-02T17:53:40+00:00\",\"dateModified\":\"2026-09-02T18:14:57+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\"},\"wordCount\":2139,\"publisher\":{\"@id\":\"https:\/\/catsy.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png\",\"articleSection\":[\"PIM\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\",\"url\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\",\"name\":\"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents - Catsy DAM + PIM\",\"isPartOf\":{\"@id\":\"https:\/\/catsy.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png\",\"datePublished\":\"2026-09-02T17:53:40+00:00\",\"dateModified\":\"2026-09-02T18:14:57+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#primaryimage\",\"url\":\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png\",\"contentUrl\":\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png\",\"width\":3750,\"height\":1969},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/catsy.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/catsy.com\/blog\/#website\",\"url\":\"https:\/\/catsy.com\/blog\/\",\"name\":\"Catsy DAM + PIM\",\"description\":\"An Industry Leading Product Information Management (PIM) Software and Digital Asset Management (DAM) Software\",\"publisher\":{\"@id\":\"https:\/\/catsy.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/catsy.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/catsy.com\/blog\/#organization\",\"name\":\"CATSY - Product Information Management Software\",\"url\":\"https:\/\/catsy.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/catsy.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2019\/05\/Green-Catsy-Icon.png\",\"contentUrl\":\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2019\/05\/Green-Catsy-Icon.png\",\"width\":144,\"height\":144,\"caption\":\"CATSY - Product Information Management Software\"},\"image\":{\"@id\":\"https:\/\/catsy.com\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/catsyhq\/\",\"https:\/\/x.com\/catsyhq\",\"https:\/\/www.instagram.com\/catsyhq\/\",\"https:\/\/www.linkedin.com\/company\/10466581\/admin\/\",\"https:\/\/www.pinterest.com\/catsyhq\/\",\"https:\/\/www.youtube.com\/channel\/UC7RMjwqLmN_MyMI_Y4LdAeA\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/catsy.com\/blog\/#\/schema\/person\/f4576eff37d09a41b8119c450a885159\",\"name\":\"Ceejay S Teku\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/catsy.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/777ba477362be24eee70c7480944b652?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/777ba477362be24eee70c7480944b652?s=96&d=mm&r=g\",\"caption\":\"Ceejay S Teku\"},\"url\":\"https:\/\/catsy.com\/blog\/author\/stekucatsy-com\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents - Catsy DAM + PIM","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/","og_locale":"en_US","og_type":"article","og_title":"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents - Catsy DAM + PIM","og_description":"AI Commerce \u00b7 Structured Data Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents AI-driven orders grew 15x year over year,","og_url":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/","og_site_name":"Catsy DAM + PIM","article_publisher":"https:\/\/www.facebook.com\/catsyhq\/","article_published_time":"2026-09-02T17:53:40+00:00","article_modified_time":"2026-09-02T18:14:57+00:00","og_image":[{"width":3750,"height":1969,"url":"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png","type":"image\/png"}],"author":"Ceejay S Teku","twitter_card":"summary_large_image","twitter_creator":"@catsyhq","twitter_site":"@catsyhq","twitter_misc":{"Written by":"Ceejay S Teku","Est. reading time":"11 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#article","isPartOf":{"@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/"},"author":{"name":"Ceejay S Teku","@id":"https:\/\/catsy.com\/blog\/#\/schema\/person\/f4576eff37d09a41b8119c450a885159"},"headline":"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents","datePublished":"2026-09-02T17:53:40+00:00","dateModified":"2026-09-02T18:14:57+00:00","mainEntityOfPage":{"@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/"},"wordCount":2139,"publisher":{"@id":"https:\/\/catsy.com\/blog\/#organization"},"image":{"@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#primaryimage"},"thumbnailUrl":"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png","articleSection":["PIM"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/","url":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/","name":"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents - Catsy DAM + PIM","isPartOf":{"@id":"https:\/\/catsy.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#primaryimage"},"image":{"@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#primaryimage"},"thumbnailUrl":"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png","datePublished":"2026-09-02T17:53:40+00:00","dateModified":"2026-09-02T18:14:57+00:00","breadcrumb":{"@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#primaryimage","url":"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png","contentUrl":"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/unstructured-product-data-ai-shopping-agents.png","width":3750,"height":1969},{"@type":"BreadcrumbList","@id":"https:\/\/catsy.com\/blog\/why-unstructured-product-data-makes-your-b2b-catalog-invisible-to-ai-shopping-agents\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/catsy.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Why Unstructured Product Data Makes Your B2B Catalog Invisible to AI Shopping Agents"}]},{"@type":"WebSite","@id":"https:\/\/catsy.com\/blog\/#website","url":"https:\/\/catsy.com\/blog\/","name":"Catsy DAM + PIM","description":"An Industry Leading Product Information Management (PIM) Software and Digital Asset Management (DAM) Software","publisher":{"@id":"https:\/\/catsy.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/catsy.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/catsy.com\/blog\/#organization","name":"CATSY - Product Information Management Software","url":"https:\/\/catsy.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/catsy.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2019\/05\/Green-Catsy-Icon.png","contentUrl":"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2019\/05\/Green-Catsy-Icon.png","width":144,"height":144,"caption":"CATSY - Product Information Management Software"},"image":{"@id":"https:\/\/catsy.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/catsyhq\/","https:\/\/x.com\/catsyhq","https:\/\/www.instagram.com\/catsyhq\/","https:\/\/www.linkedin.com\/company\/10466581\/admin\/","https:\/\/www.pinterest.com\/catsyhq\/","https:\/\/www.youtube.com\/channel\/UC7RMjwqLmN_MyMI_Y4LdAeA"]},{"@type":"Person","@id":"https:\/\/catsy.com\/blog\/#\/schema\/person\/f4576eff37d09a41b8119c450a885159","name":"Ceejay S Teku","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/catsy.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/777ba477362be24eee70c7480944b652?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/777ba477362be24eee70c7480944b652?s=96&d=mm&r=g","caption":"Ceejay S Teku"},"url":"https:\/\/catsy.com\/blog\/author\/stekucatsy-com\/"}]}},"_links":{"self":[{"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/posts\/30214"}],"collection":[{"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/comments?post=30214"}],"version-history":[{"count":9,"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/posts\/30214\/revisions"}],"predecessor-version":[{"id":30238,"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/posts\/30214\/revisions\/30238"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/media\/30229"}],"wp:attachment":[{"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/media?parent=30214"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/categories?post=30214"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/catsy.com\/blog\/wp-json\/wp\/v2\/tags?post=30214"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}