{"id":15251,"date":"2022-04-14T12:49:14","date_gmt":"2022-04-14T10:49:14","guid":{"rendered":"https:\/\/www.pim-consultants.com\/pim-wiki\/product-data-quality\/"},"modified":"2026-10-21T20:18:31","modified_gmt":"2026-10-21T18:18:31","slug":"product-data-quality","status":"publish","type":"page","link":"https:\/\/www.pim-consultants.com\/en\/pim-wiki\/product-data-quality\/","title":{"rendered":"Product Data Quality"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"15251\" class=\"elementor elementor-15251 elementor-4977\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" wpc-filter-elementor-widget=\"1\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e050581 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e050581\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\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-c98ccfa\" data-id=\"c98ccfa\" data-element_type=\"column\" data-e-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-40b0d8b elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"40b0d8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Product Data Quality<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2aa320 elementor-widget elementor-widget-ha-breadcrumbs happy-addon ha-breadcrumbs happy-addon-pro\" data-id=\"e2aa320\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ha-breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"ha-breadcrumbs\"><li class=\"ha-breadcrumbs-item ha-breadcrumbs-start\"><a href=\"https:\/\/www.pim-consultants.com\/en\/\" rel=\"home\"><span class=\"ha-breadcrumbs-text\"><span class=\"ha-breadcrumbs-home-icon\"><span class=\"fas fa-home\" aria-hidden=\"true\"><\/span><\/span>PIM Consultants<\/span><\/a><\/li><\/ul>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00e39d3 elementor-widget elementor-widget-text-editor\" data-id=\"00e39d3\" data-element_type=\"widget\" data-e-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\t\t<p><strong>In brief:<\/strong> Product data quality describes how complete, accurate, consistent and up to date the information about a product is. PIM systems measure and maintain it through mandatory fields, validation rules, completeness indicators and approval workflows.<\/p><h2>What makes good product data<\/h2>\n<ul>\n<li><strong>Complete:<\/strong> All mandatory attributes for each category and channel are populated.<\/li>\n<li><strong>Accurate:<\/strong> Values match the product and are plausible.<\/li>\n<li><strong>Consistent:<\/strong> consistent spelling, <a href=\"https:\/\/www.pim-consultants.com\/en\/pim-wiki\/units-of-measurement\/\">units<\/a> and <a href=\"https:\/\/www.pim-consultants.com\/en\/pim-wiki\/values\/\">value lists<\/a>.<\/li>\n<li><strong>Up to date:<\/strong> Changes reach all channels promptly.<\/li>\n<li><strong>Unique:<\/strong> no duplicates, each product appears only once.<\/li>\n<\/ul>\n<h2>How a PIM system ensures quality<\/h2>\n<p>PIM systems provide automated validation: mandatory fields for each category and channel, format checks (for GTINs, for example), plausibility rules, completeness scores for each product and language, and data quality dashboards. Products are only approved once they meet the rules. <a href=\"https:\/\/www.pim-consultants.com\/en\/pim-wiki\/workflows\/\">Workflows<\/a> show each contributor what is still missing.<\/p>\n<h2>Why it matters<\/h2>\n<p>Poor data costs sales and leads to returns. Retailers reject incomplete data, and AI applications produce incorrect results when data has gaps. But even the best system is ineffective without clear responsibilities. See <a href=\"https:\/\/www.pim-consultants.com\/data-governance-warum-ein-pim-system-ohne-klare-regeln-scheitert\/\">Data Governance<\/a>.<\/p><h2>See also<\/h2><ul><li><a href=\"https:\/\/www.pim-consultants.com\/en\/pim-wiki\/workflows\/\">Workflows<\/a><\/li><li><a href=\"https:\/\/www.pim-consultants.com\/en\/pim-wiki\/values\/\">Values<\/a><\/li><li><a href=\"https:\/\/www.pim-consultants.com\/en\/pim-wiki\/enrichment-enhancing-product-information\/\">Enrichment<\/a><\/li><li><a href=\"https:\/\/www.pim-consultants.com\/en\/pim-wiki\/access-rights\/\">Access Rights<\/a><\/li><li><a href=\"https:\/\/www.pim-consultants.com\/en\/ai-readiness-quick-check\/\">AI Readiness Quick-Check<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1adf6b elementor-widget elementor-widget-text-editor\" data-id=\"c1adf6b\" data-element_type=\"widget\" data-e-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\t\t<div style=\"background:#F5F9FB;border-left:4px solid #0F6E99;padding:24px 28px;margin:8px 0;\">\n<p style=\"margin:0 0 8px;font-size:20px;font-weight:600;color:#2F3438;\">How well is your product data set up?<\/p>\n<p style=\"margin:0 0 20px;\">Our vendor-independent assessment evaluates your data model, governance, processes and systems, showing where you stand with PIM and AI.<\/p>\n<p style=\"margin:0;\"><a href=\"https:\/\/www.pim-consultants.com\/en\/agentic-readiness-assessment\/\" style=\"display:inline-block;padding:14px 28px;background:#0F6E99;color:#FFFFFF;font-weight:600;text-decoration:none;border-radius:4px;\">Request an assessment<\/a><\/p>\n<p style=\"margin:16px 0 0;\">Or start by completing the <a href=\"https:\/\/www.pim-consultants.com\/en\/pim-checklist\/\">PIM checklist<\/a>.<\/p>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea64a58 elementor-widget elementor-widget-html\" data-id=\"ea64a58\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"DefinedTerm\",\"name\":\"Product Data Quality\",\"description\":\"Product data quality describes how complete, accurate, consistent and up to date the information about a product is. PIM systems measure and maintain it through mandatory fields, validation rules, completeness indicators and approval workflows.\",\"url\":\"https:\/\/www.pim-consultants.com\/pim-wiki\/qualitat-der-produktdaten\/\",\"inDefinedTermSet\":{\"@type\":\"DefinedTermSet\",\"name\":\"PIM Wiki\",\"url\":\"https:\/\/www.pim-consultants.com\/pim-wiki\/\"}}<\/script>\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-172635a elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"172635a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\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-886d567\" data-id=\"886d567\" data-element_type=\"column\" data-e-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-9a7d8e0 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"9a7d8e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:50}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">PIM KNOWLEDGE<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6923f2f elementor-widget elementor-widget-heading\" data-id=\"6923f2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">News &amp; Blog<\/h2>\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-a764519 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a764519\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\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-b4c9844\" data-id=\"b4c9844\" data-element_type=\"column\" data-e-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-25be583 elementor-widget elementor-widget-heading\" data-id=\"25be583\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Have any questions?<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b308b3a elementor-widget elementor-widget-heading\" data-id=\"b308b3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">We are happy to advise you.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c631b4a elementor-align-center elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"c631b4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/www.pim-consultants.com\/en\/contact\/\">\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\">Contact<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\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\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>Product Data Quality PIM Consultants In brief: Product data quality describes how complete, accurate, consistent and up to date the information about a product is. PIM systems measure and maintain it through mandatory fields, validation rules, completeness indicators and approval workflows. What makes good product data Complete: All mandatory attributes for each category and channel [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"parent":15140,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-15251","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.pim-consultants.com\/en\/wp-json\/wp\/v2\/pages\/15251","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pim-consultants.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.pim-consultants.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.pim-consultants.com\/en\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pim-consultants.com\/en\/wp-json\/wp\/v2\/comments?post=15251"}],"version-history":[{"count":2,"href":"https:\/\/www.pim-consultants.com\/en\/wp-json\/wp\/v2\/pages\/15251\/revisions"}],"predecessor-version":[{"id":15334,"href":"https:\/\/www.pim-consultants.com\/en\/wp-json\/wp\/v2\/pages\/15251\/revisions\/15334"}],"up":[{"embeddable":true,"href":"https:\/\/www.pim-consultants.com\/en\/wp-json\/wp\/v2\/pages\/15140"}],"wp:attachment":[{"href":"https:\/\/www.pim-consultants.com\/en\/wp-json\/wp\/v2\/media?parent=15251"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}