{"id":44328,"date":"2026-04-01T14:45:34","date_gmt":"2026-04-01T13:45:34","guid":{"rendered":"https:\/\/conclusionintelligence.de\/?p=44328"},"modified":"2026-04-01T14:45:34","modified_gmt":"2026-04-01T13:45:34","slug":"building-data-management-2-0-the-4-essential-steps-you-cannot-skip","status":"publish","type":"post","link":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip","title":{"rendered":"Building Data Management 2.0: The 4 Essential Steps You Cannot Skip"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-0 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"font-size:40px;margin-top:15px;margin-bottom:15px;\"><h1 class=\"title-heading-left\" style=\"font-family:&quot;Montserrat&quot;;font-weight:500;margin:0;font-size:1em;color:#000000;\">Building Data Management 2.0: The 4 Essential Steps You Cannot Skip<\/h1><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-1 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><div class=\"fusion-text\"><p>Data Management 2.0 enables organizations to become truly data-driven and ready for advanced analytics and AI. But before implementing modern architectures and scalable data platforms, there is foundational work that must be done. Too many organizations rush into new tooling or platform decisions without addressing structural weaknesses in their data landscape. The result? Low adoption, poor data quality, stalled analytics initiatives, and limited business value.<\/p>\n<p>As we discussed in the first blog of this series, <a href=\"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/why-data-driven-organizations-rethink-their-data-management\">&#8222;Data Management 2.0: Why Organizations Reshape Their Data Management&#8220;<\/a>, this shift is not just about technology, but about fundamentally rethinking how data is governed, owned, and used across the organization. It requires a move away from fragmented, siloed approaches toward a more integrated and strategic data foundation.<\/p>\n<p>According to\u202f<a href=\"https:\/\/www.gartner.com\/en\/data-analytics\/topics\/data-quality\" rel=\"nofollow\" target=\"_blank\">Gartner<\/a>, poor data quality alone costs organizations an average of $12.9 million per year. Meanwhile, research from\u202fIDC\u202fshows that data professionals spend up to 30\u201340% of their time on data preparation and cleansing instead of analysis (IDC).<\/p>\n<p>The message is clear:<\/p>\n<p><em>If you want Data Management 2.0 to succeed, you must first get the basics right.<\/em><\/p>\n<p>Below are the four essential steps that create a strong foundation for becoming data-driven, and for scaling analytics and AI in the future.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-1 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-1 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-1 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-1 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-1 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-1 .fusion-popover, .fusion-fullwidth.fusion-builder-row-1 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-1 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-2 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"font-family:&quot;Montserrat&quot;;font-weight:500;margin:0;font-size:1em;color:#e63232;\">1. Map Your Data Landscape<\/h2><\/div><div class=\"fusion-text\"><p>You cannot modernize what you do not understand. Most organizations operate in a fragmented data environment: ERP systems, CRM platforms, spreadsheets, cloud tools, legacy databases, and shadow IT solutions. Often, no single overview exists of how data flows across the organization. <a href=\"https:\/\/atlan.com\/gartner-data-lineage\" rel=\"nofollow\" target=\"_blank\">Gartner<\/a> identifies the lack of visibility into data lineage and ownership as one of the primary barriers to effective governance and compliance.<\/p>\n<p>Without clarity on:<\/p>\n<ul>\n<li>Where data originates<\/li>\n<li>How it flows<\/li>\n<li>Who owns it<\/li>\n<li>Where it is duplicated<\/li>\n<li>How it is transformed<\/li>\n<\/ul>\n<p>Any modernization effort will increase complexity rather than reduce it.<\/p>\n<\/div>\n<div class=\"table-1\">\n<table width=\"100%\">\n<thead>\n<tr>\n<th align=\"left\">Do&#8217;s<\/th>\n<th align=\"left\">Don&#8217;ts<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">\u2714 Involve both IT and business stakeholders<br \/>\n\u2714 Prioritize critical domains (finance, customers, products, operations)<br \/>\n\u2714 Use metadata cataloging where possible<br \/>\n\u2714 Use a tool that makes data lineage visible<\/td>\n<td align=\"left\">\u2718 Don\u2019t attempt to document everything at once<br \/>\n\u2718 Don\u2019t limit mapping to technical systems, but include business contexts<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-2 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-2 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-2 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-2 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-2 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-2 .fusion-popover, .fusion-fullwidth.fusion-builder-row-2 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-2 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-3 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"font-family:&quot;Montserrat&quot;;font-weight:500;margin:0;font-size:1em;color:#e63232;\">2. Strengthen Master Data Management (MDM)<\/h2><\/div><div class=\"fusion-text\"><p>Master data such as customer, product, supplier, and employee data is the backbone of reliable decision-making. If different departments define \u201ccustomer\u201d differently, or maintain inconsistent product hierarchies, reporting will be inconsistent. AI models trained on fragmented master data will produce unreliable outcomes. <a href=\"http:\/\/chrome-extension\/efaidnbmnnnibpcajpcglclefindmkaj\/https:\/assets.ctfassets.net\/f43wltp2j5se\/4hDIhHdlPFuJlgVTcTLwYX\/ee71132c7fcd66a3e1719875f11cdf71\/experian-2022-the-data-quality-imperative.pdf\" rel=\"nofollow\" target=\"_blank\">Experian\u2019s\u202fdata quality research<\/a> indicates that a high proportion of businesses experience negative impacts as a result of poor data quality<\/p>\n<p>Strong Master Data Management ensures:<\/p>\n<ul>\n<li>Single, agreed-upon definitions<\/li>\n<li>Ownership and accountability<\/li>\n<li>Data consistency across systems<\/li>\n<li>Clear lineage<\/li>\n<li>Reduced reconciliation efforts<\/li>\n<\/ul>\n<\/div>\n<div class=\"table-1\">\n<table width=\"100%\">\n<thead>\n<tr>\n<th align=\"left\">Do&#8217;s<\/th>\n<th align=\"left\">Don&#8217;ts<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">\u2714 Start with high-impact domains<br \/>\n\u2714 Establish cross-functional agreement on definitions<br \/>\n\u2714 Implement governance alongside technical consolidation<\/td>\n<td align=\"left\">\u2718 Don\u2019t treat MDM as a purely technical consolidation project<br \/>\n\u2718 Don\u2019t ignore organizational ownership<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-3 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-3 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-3 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-3 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-3 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-3 .fusion-popover, .fusion-fullwidth.fusion-builder-row-3 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-3 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-4 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"font-family:&quot;Montserrat&quot;;font-weight:500;margin:0;font-size:1em;color:#e63232;\">3. Assess Governance and Data Quality<\/h2><\/div><div class=\"fusion-text\"><p>Data governance ensures accountability. Data quality ensures trust. <a href=\"https:\/\/www.ibm.com\/think\/insights\/cost-of-poor-data-quality\" rel=\"nofollow\" target=\"_blank\">IBM\u202fresearch<\/a> shows that a significant portion of organizations identify data quality issues as a major priority and a barrier to digital transformation initiatives. Meanwhile, organizations with formal governance frameworks report significantly higher confidence in decision-making (Gartner).<\/p>\n<p>Without governance:<\/p>\n<ul>\n<li>Data ownership is unclear<\/li>\n<li>Access rights are inconsistent<\/li>\n<li>Compliance risks increase<\/li>\n<li>Quality standards vary per department<\/li>\n<\/ul>\n<p>Without quality management:<\/p>\n<ul>\n<li>Reports contradict each other<\/li>\n<li>Business decisions rely on incomplete data<\/li>\n<li>Analysts waste time reconciling numbers<\/li>\n<\/ul>\n<\/div>\n<div class=\"table-1\">\n<table width=\"100%\">\n<thead>\n<tr>\n<th align=\"left\">Do&#8217;s<\/th>\n<th align=\"left\">Don&#8217;ts<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">\u2714 Embed governance into business processes<br \/>\n\u2714 Measure quality with clear KPIs<br \/>\n\u2714 Make data quality transparent to stakeholders<\/td>\n<td align=\"left\">\u2718 Don\u2019t treat governance as a compliance checkbox<br \/>\n\u2718 Don\u2019t assume quality improves automatically with new tools<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-4 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-4 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-4 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-4 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-4 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-4 .fusion-popover, .fusion-fullwidth.fusion-builder-row-4 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-4 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-5 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"font-family:&quot;Montserrat&quot;;font-weight:500;margin:0;font-size:1em;color:#e63232;\">4. Design for Scalability<\/h2><\/div><div class=\"fusion-text\"><p>Becoming data-driven is not a one-time transformation. Data volumes grow, use cases expand, and performance demands increase. If architecture is designed only for today\u2019s reporting needs, it will become a bottleneck tomorrow.<a href=\"https:\/\/www.strategy.com\/software\/research-and-reports\/forresters-data-ai-and-analytics-architecture-model-2025\" rel=\"nofollow\" target=\"_blank\">\u202fForrester\u2019s\u202fresearch<\/a> on modern data architecture emphasizes the need for scalable platforms to avoid costly reactive efforts.<\/p>\n<p>Scalability includes:<\/p>\n<ul>\n<li>Data volume growth<\/li>\n<li>Performance requirements<\/li>\n<li>Security and access control<\/li>\n<li>Integration capabilities<\/li>\n<li>Future analytics and AI workloads<\/li>\n<\/ul>\n<\/div>\n<div class=\"table-1\">\n<table width=\"100%\">\n<thead>\n<tr>\n<th align=\"left\">Do&#8217;s<\/th>\n<th align=\"left\">Don&#8217;ts<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">\u2714 Design modular and flexible architectures<br \/>\n\u2714 Balance performance and cost<br \/>\n\u2714 Consider future analytics and AI demands<\/td>\n<td align=\"left\">\u2718 Don\u2019t over-engineer for hypothetical scenarios<br \/>\n\u2718 Don\u2019t ignore cost transparency and operational overhead<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-5 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-5 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-5 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-5 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-5 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-5 .fusion-popover, .fusion-fullwidth.fusion-builder-row-5 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-5 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-6 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-6 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"font-family:&quot;Montserrat&quot;;font-weight:500;margin:0;font-size:1em;color:#e63232;\">Conclusion<\/h2><\/div><div class=\"fusion-text\"><p>Many organizations are eager to implement AI. However, without mapped data flows, reliable master data, strong governance, and scalable architecture, AI initiatives struggle to move beyond experimentation. Gartner consistently highlights that the lack of data readiness is a primary reason analytics and AI initiatives fail to scale. Data Management 2.0 is not the starting point. It is the outcome of doing these four foundational steps right.<\/p>\n<p>To summarize:<\/p>\n<ul>\n<li>Map your data landscape to gain transparency<\/li>\n<li>Strengthen master data for consistency<\/li>\n<li>Assess governance and quality to build trust<\/li>\n<li>Design for scalability to future-proof your organization<\/li>\n<\/ul>\n<p>These steps create the conditions for successful Data Management 2.0, and for sustainable data-driven decision-making across the enterprise.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-6 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-6 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-6 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-6 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-6 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-6 .fusion-popover, .fusion-fullwidth.fusion-builder-row-6 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-6 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-7 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:50px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-7 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><div class=\"fusion-button-wrapper\"><style type=\"text\/css\">.fusion-button.button-1 .fusion-button-text, .fusion-button.button-1 i {color:#ffffff;}.fusion-button.button-1 .fusion-button-icon-divider{border-color:#ffffff;}.fusion-button.button-1:hover .fusion-button-text, .fusion-button.button-1:hover i,.fusion-button.button-1:focus .fusion-button-text, .fusion-button.button-1:focus i,.fusion-button.button-1:active .fusion-button-text, .fusion-button.button-1:active{color:#070707;}.fusion-button.button-1:hover .fusion-button-icon-divider, .fusion-button.button-1:hover .fusion-button-icon-divider, .fusion-button.button-1:active .fusion-button-icon-divider{border-color:#070707;}.fusion-button.button-1:hover, .fusion-button.button-1:focus, .fusion-button.button-1:active{border-color:#000000;}.fusion-button.button-1 {border-color:#000000;border-radius:0px;}.fusion-button.button-1{background: #000000;}.fusion-button.button-1:hover,.button-1:focus,.fusion-button.button-1:active{background: rgba(255,255,255,0);}<\/style><a class=\"fusion-button button-flat fusion-button-default-size button-custom button-1 fusion-button-default-span fusion-button-default-type\" target=\"_self\" href=\"#\" data-toggle=\"modal\" data-target=\".fusion-modal.contact-request-blog\"><span class=\"fusion-button-text\">Get in touch with us<\/span><i class=\"fa-arrow-right fas button-icon-right\"><\/i><\/a><\/div><div class=\"fusion-modal modal fade modal-1 contact-request-blog\" tabindex=\"-1\" role=\"dialog\" aria-labelledby=\"modal-heading-1\" aria-hidden=\"true\"><style type=\"text\/css\">.modal-1 .modal-header, .modal-1 .modal-footer{border-color:rgba(0,0,0,0);}<\/style><div class=\"modal-dialog modal-lg\"><div class=\"modal-content fusion-modal-content\" style=\"background-color:#ffffff\"><div class=\"modal-header\"><button class=\"close\" type=\"button\" data-dismiss=\"modal\" aria-hidden=\"true\">&times;<\/button><h3 class=\"modal-title\" id=\"modal-heading-1\" data-dismiss=\"modal\" aria-hidden=\"true\">Contact request<\/h3><\/div><div class=\"modal-body fusion-clearfix\">\n\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f31550-o1\" lang=\"nl-NL\" dir=\"ltr\" data-wpcf7-id=\"31550\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/de\/wp-json\/wp\/v2\/posts\/44328#wpcf7-f31550-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contactformulier\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"31550\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"nl_NL\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f31550-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<p><label> Name<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span> <\/label>\n<\/p>\n<p><label> E-mail<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span> <\/label>\n<\/p>\n<p><label> Organization (optional)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"organization\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"organization\" \/><\/span> <\/label>\n<\/p>\n<p><label> Phone (optional)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"phone\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-text wpcf7-validates-as-tel\" aria-invalid=\"false\" value=\"\" type=\"tel\" name=\"phone\" \/><\/span> <\/label>\n<\/p>\n<p><label> Sector (optional)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"sector\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"sector\" \/><\/span> <\/label>\n<\/p>\n<p><label>Message (optional)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-message\"><textarea cols=\"40\" rows=\"10\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea\" aria-invalid=\"false\" name=\"your-message\"><\/textarea><\/span> <\/label>\n<\/p>\n\n<div style=\"height: 20px;\">\n<\/div>\n<p><input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Submit\" \/>\n<\/p>\n<p>For more information about how we protect your privacy, please see our <a href=\"https:\/\/conclusionintelligence.de\/privacy-notice\" rel=\"nofollow\" target=\"_blank\">privacy notice<\/a>.\n<\/p>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utm_source\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utm_medium\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utm_campaign\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utm_content\" \/><p style=\"display: none !important;\" class=\"akismet-fields-container\" data-prefix=\"_wpcf7_ak_\"><label>&#916;<textarea name=\"_wpcf7_ak_hp_textarea\" cols=\"45\" rows=\"8\" maxlength=\"100\"><\/textarea><\/label><input type=\"hidden\" id=\"ak_js_1\" name=\"_wpcf7_ak_js\" value=\"48\"\/><script>document.getElementById( \"ak_js_1\" ).setAttribute( \"value\", ( new Date() ).getTime() );<\/script><\/p><div class=\"wpcf7-form-control-wrap maspik-field\">\n                <label for=\"full-name-maspik-hp\" class=\"wpcf7-form-control-label\">Leave this field empty<\/label>\n                <input size=\"1\" type=\"text\" autocomplete=\"off\" aria-hidden=\"true\" tabindex=\"-1\" aria-label=\"Leave this field empty\" name=\"full-name-maspik-hp\" id=\"full-name-maspik-hp\" class=\"wpcf7-form-control wpcf7-text\" placeholder=\"Leave this field empty\">\n            <\/div><input type='hidden' class='wpcf7-pum' value='{\"closepopup\":false,\"closedelay\":0,\"openpopup\":false,\"openpopup_id\":0}' \/><div class=\"fusion-alert alert custom alert-custom fusion-alert-center wpcf7-response-output fusion-alert-capitalize alert-dismissable\" style=\"border-width:1px;\"><button type=\"button\" class=\"close toggle-alert\" data-dismiss=\"alert\" aria-hidden=\"true\">&times;<\/button><div class=\"fusion-alert-content-wrapper\"><span class=\"fusion-alert-content\"><\/span><\/div><\/div>\n<\/form>\n<\/div>\n\n<\/div><\/div><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-7 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-7 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-7 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-7 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-7 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-7 .fusion-popover, .fusion-fullwidth.fusion-builder-row-7 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-7 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Organizations increasingly aspire to become data-driven. Not just in reporting, but in daily decision-making, operational optimization, customer engagement, and strategic planning. Data is no longer a byproduct of processes, it is a core business asset [&#8230;]<\/p>\n","protected":false},"author":2,"featured_media":43457,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[107],"tags":[],"class_list":["post-44328","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-de-2"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Management 2.0: Why Data-Driven Organizations Rethink Their Data Management - Conclusion Intelligence<\/title>\n<meta name=\"description\" content=\"To become truly data-driven and capable of scaling analytics or AI, organizations must first get the basics right. This is where Data Management 2.0 comes in.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Management 2.0: Why Data-Driven Organizations Rethink Their Data Management - Conclusion Intelligence\" \/>\n<meta property=\"og:description\" content=\"To become truly data-driven and capable of scaling analytics or AI, organizations must first get the basics right. This is where Data Management 2.0 comes in.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip\" \/>\n<meta property=\"og:site_name\" content=\"Conclusion Intelligence\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/MediaanABS\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-01T13:45:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2026\/02\/Important-Steps-Data-Management.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Agita\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@mediaan\" \/>\n<meta name=\"twitter:site\" content=\"@mediaan\" \/>\n<meta name=\"twitter:label1\" content=\"Verfasst von\" \/>\n\t<meta name=\"twitter:data1\" content=\"Agita\" \/>\n\t<meta name=\"twitter:label2\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data2\" content=\"21\u00a0Minuten\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Data Management 2.0: Why Data-Driven Organizations Rethink Their Data Management - Conclusion Intelligence","description":"To become truly data-driven and capable of scaling analytics or AI, organizations must first get the basics right. This is where Data Management 2.0 comes in.","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:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip","og_locale":"de_DE","og_type":"article","og_title":"Data Management 2.0: Why Data-Driven Organizations Rethink Their Data Management - Conclusion Intelligence","og_description":"To become truly data-driven and capable of scaling analytics or AI, organizations must first get the basics right. This is where Data Management 2.0 comes in.","og_url":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip","og_site_name":"Conclusion Intelligence","article_publisher":"https:\/\/www.facebook.com\/MediaanABS\/","article_published_time":"2026-04-01T13:45:34+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2026\/02\/Important-Steps-Data-Management.jpg","type":"image\/jpeg"}],"author":"Agita","twitter_card":"summary_large_image","twitter_creator":"@mediaan","twitter_site":"@mediaan","twitter_misc":{"Verfasst von":"Agita","Gesch\u00e4tzte Lesezeit":"21\u00a0Minuten"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip#article","isPartOf":{"@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip"},"author":{"name":"Agita","@id":"https:\/\/conclusionintelligence.de\/de#\/schema\/person\/19c600ff67c36cd368fb065fdf328c33"},"headline":"Building Data Management 2.0: The 4 Essential Steps You Cannot Skip","datePublished":"2026-04-01T13:45:34+00:00","mainEntityOfPage":{"@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip"},"wordCount":4183,"publisher":{"@id":"https:\/\/conclusionintelligence.de\/de#organization"},"image":{"@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip#primaryimage"},"thumbnailUrl":"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2026\/02\/Important-Steps-Data-Management.jpg","articleSection":["Blog"],"inLanguage":"de"},{"@type":"WebPage","@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip","url":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip","name":"Data Management 2.0: Why Data-Driven Organizations Rethink Their Data Management - Conclusion Intelligence","isPartOf":{"@id":"https:\/\/conclusionintelligence.de\/de#website"},"primaryImageOfPage":{"@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip#primaryimage"},"image":{"@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip#primaryimage"},"thumbnailUrl":"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2026\/02\/Important-Steps-Data-Management.jpg","datePublished":"2026-04-01T13:45:34+00:00","description":"To become truly data-driven and capable of scaling analytics or AI, organizations must first get the basics right. This is where Data Management 2.0 comes in.","breadcrumb":{"@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip#breadcrumb"},"inLanguage":"de","potentialAction":[{"@type":"ReadAction","target":["https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip"]}]},{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip#primaryimage","url":"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2026\/02\/Important-Steps-Data-Management.jpg","contentUrl":"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2026\/02\/Important-Steps-Data-Management.jpg","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/conclusionintelligence.de\/de\/blog-de-2\/building-data-management-2-0-the-4-essential-steps-you-cannot-skip#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/conclusionintelligence.de\/de"},{"@type":"ListItem","position":2,"name":"Building Data Management 2.0: The 4 Essential Steps You Cannot Skip"}]},{"@type":"WebSite","@id":"https:\/\/conclusionintelligence.de\/de#website","url":"https:\/\/conclusionintelligence.de\/de","name":"Conclusion Intelligence","description":"","publisher":{"@id":"https:\/\/conclusionintelligence.de\/de#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/conclusionintelligence.de\/de?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"de"},{"@type":"Organization","@id":"https:\/\/conclusionintelligence.de\/de#organization","name":"Mediaan","url":"https:\/\/conclusionintelligence.de\/de","logo":{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/conclusionintelligence.de\/de#\/schema\/logo\/image\/","url":"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2019\/11\/Mediaan_M_GROOT_logo_oranje_rgb.png","contentUrl":"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2019\/11\/Mediaan_M_GROOT_logo_oranje_rgb.png","width":1181,"height":930,"caption":"Mediaan"},"image":{"@id":"https:\/\/conclusionintelligence.de\/de#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/MediaanABS\/","https:\/\/x.com\/mediaan","https:\/\/www.instagram.com\/mediaan.vibes\/","https:\/\/www.linkedin.com\/company\/mediaan\/?originalSubdomain=nl","https:\/\/www.youtube.com\/channel\/UCbX3NvsTGNCc-XqJgH-4i6g"]},{"@type":"Person","@id":"https:\/\/conclusionintelligence.de\/de#\/schema\/person\/19c600ff67c36cd368fb065fdf328c33","name":"Agita","image":{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/secure.gravatar.com\/avatar\/dde1eb397133be70a78ed355d1047a9345a70f9e19420087b61fef0c0ed4bae8?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/dde1eb397133be70a78ed355d1047a9345a70f9e19420087b61fef0c0ed4bae8?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/dde1eb397133be70a78ed355d1047a9345a70f9e19420087b61fef0c0ed4bae8?s=96&d=mm&r=g","caption":"Agita"}}]}},"jetpack_featured_media_url":"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2026\/02\/Important-Steps-Data-Management.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/posts\/44328","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/comments?post=44328"}],"version-history":[{"count":1,"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/posts\/44328\/revisions"}],"predecessor-version":[{"id":44330,"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/posts\/44328\/revisions\/44330"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/media\/43457"}],"wp:attachment":[{"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/media?parent=44328"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/categories?post=44328"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/conclusionintelligence.de\/de\/wp-json\/wp\/v2\/tags?post=44328"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}