{"id":8988,"date":"2024-08-01T16:50:30","date_gmt":"2024-08-01T14:50:30","guid":{"rendered":"https:\/\/www.datamart.de\/data-warehouse-data-lakehouse-design\/"},"modified":"2025-03-13T20:16:18","modified_gmt":"2025-03-13T19:16:18","slug":"data-warehouse-data-lakehouse-design","status":"publish","type":"page","link":"https:\/\/www.datamart.de\/en\/data-warehouse-data-lakehouse-design\/","title":{"rendered":"Data Warehouse &amp; Data Lakehouse Design"},"content":{"rendered":"<p><div id=\"cros\" class=\"fusion-container-anchor\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container fusion-parallax-none nonhundred-percent-fullwidth non-hundred-percent-height-scrolling lazyload\" style=\"--awb-background-position:left top;--awb-background-repeat:repeat-y;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-background-image:linear-gradient(0deg, #ffffff 0%,rgba(255,255,255,0) 21%);;--awb-flex-wrap:wrap;\" data-bg=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2023\/02\/backwellen-rechts.jpg\" data-bg-gradient=\"linear-gradient(0deg, #ffffff 0%,rgba(255,255,255,0) 21%)\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1320.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_3_5 3_5 fusion-flex-column fusion-flex-align-self-stretch fusion-animated\" style=\"--awb-padding-top:3%;--awb-padding-right:5%;--awb-padding-bottom:5%;--awb-padding-left:5%;--awb-overflow:hidden;--awb-bg-color:#ffffff;--awb-bg-color-hover:#ffffff;--awb-bg-image:linear-gradient(180deg, #ffffff 0%,rgba(234,234,234,0.52) 100%);--awb-bg-size:cover;--awb-border-color:var(--awb-custom_color_1);--awb-border-top:0px;--awb-border-right:0px;--awb-border-bottom:0px;--awb-border-left:0px;--awb-border-style:solid;--awb-border-radius:3px 3px 3px 3px;--awb-width-large:60%;--awb-margin-top-large:0px;--awb-spacing-right-large:0%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:3.2%;--awb-width-medium:50%;--awb-spacing-right-medium:0%;--awb-margin-bottom-medium:0px;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-animationType=\"fadeInLeft\" data-animationDuration=\"1.0\" data-animationOffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-space-evenly fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-custom_color_4);--awb-margin-top-small:8px;--awb-margin-right-small:0px;--awb-margin-bottom-small:16px;--awb-margin-left-small:0px;--awb-font-size:42px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:42;line-height:1.26;\">Data Warehouse &amp; Data Lakehouse Designs<\/h2><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top-small:8px;--awb-margin-right-small:0px;--awb-margin-bottom-small:16px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left awb-gradient-text fusion-responsive-typography-calculated\" style=\"margin:0;background-color:var(--awb-custom_color_4);background-image:linear-gradient(180deg, var(--awb-custom_color_4) 0%,var(--awb-custom_color_4) 100%);--fontSize:22;line-height:1.34;\">Faster and cheaper access to relevant data and new information &#8211; with DATA MART Consulting.<\/h4><\/div><div class=\"fusion-text fusion-text-1 fusion-text-no-margin\" style=\"--awb-margin-bottom:0px;\"><p><b style=\"color: var(--awb-custom_color_4);\">Tailor-made solutions<\/b><br \/>\nIn practice, there is rarely just one right approach. At <a href=\"\/\">DATA MART Consulting<\/a>, we therefore combine tried-and-tested architectures and modeling methods to precisely match customer requirements. Our best practices are based on three fundamental approaches in classic data warehousing:<\/p>\n<\/div><ul style=\"--awb-size:20px;--awb-iconcolor:var(--awb-custom_color_4);--awb-line-height:34px;--awb-icon-width:34px;--awb-icon-height:34px;--awb-icon-margin:14px;--awb-content-margin:48px;\" class=\"fusion-checklist fusion-checklist-1 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-dice-d6 fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Ralph Kimball&#8217;s Data Warehouse Architecture<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-dice-d6 fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Bill Inmon&#8217;s Corporate Information Factory (CIF)<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-dice-d6 fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Daniel Linstedt&#8217;s Data Vault 2.0<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-2\"><p>These approaches also remain relevant in modern analytical data platforms such as data lakehouses, where technologies such as Spark clusters and delta files are used instead of relational databases.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 awb-sticky awb-sticky-medium awb-sticky-large fusion_builder_column_2_5 2_5 fusion-flex-column fusion-flex-align-self-flex-start fusion-animated\" style=\"--awb-padding-right:0%;--awb-padding-left:0%;--awb-bg-size:cover;--awb-box-shadow:20px -20px 0px 0px var(--awb-custom_color_4);;--awb-width-large:40%;--awb-margin-top-large:29px;--awb-spacing-right-large:4.8%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:4.8%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:7.104%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:2;--awb-spacing-right-small:4.896%;--awb-spacing-left-small:2.88%;--awb-sticky-offset:200px;\" data-animationType=\"fadeInRight\" data-animationDuration=\"1.0\" data-animationOffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-liftup-border-radius:0px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><div class=\"awb-image-frame awb-image-frame-1 imageframe-liftup\"><span class=\" fusion-imageframe imageframe-none imageframe-1\"><img decoding=\"async\" width=\"1500\" height=\"650\" alt=\"Data Warehouse Designs\" title=\"Data Warehouse Designs\" src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/dwh_design_1500x650_final_klein.jpg\" data-orig-src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/dwh_design_1500x650_final_klein.jpg\" class=\"lazyload img-responsive wp-image-8689\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271500%27%20height%3D%27650%27%20viewBox%3D%270%200%201500%20650%27%3E%3Crect%20width%3D%271500%27%20height%3D%27650%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/dwh_design_1500x650_final_klein-200x87.jpg 200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/dwh_design_1500x650_final_klein-400x173.jpg 400w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/dwh_design_1500x650_final_klein-600x260.jpg 600w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/dwh_design_1500x650_final_klein-800x347.jpg 800w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/dwh_design_1500x650_final_klein-1200x520.jpg 1200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/dwh_design_1500x650_final_klein.jpg 1500w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1200px) 100vw, (max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1320.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:25px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:54px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-margin-bottom-small:0px;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-custom_color_4);--awb-margin-top-small:8px;--awb-margin-right-small:0px;--awb-margin-bottom-small:16px;--awb-margin-left-small:0px;--awb-font-size:42px;\"><h2 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:42;line-height:1.26;\"><b>Classic architectures<\/b><\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch fusion-animated\" style=\"--awb-padding-top:3%;--awb-padding-right:5%;--awb-padding-bottom:5%;--awb-padding-left:5%;--awb-overflow:hidden;--awb-bg-color:#ffffff;--awb-bg-color-hover:#ffffff;--awb-bg-image:linear-gradient(180deg, #ffffff 0%,rgba(234,234,234,0.52) 100%);--awb-bg-size:cover;--awb-border-color:var(--awb-custom_color_1);--awb-border-top:0px;--awb-border-right:0px;--awb-border-bottom:0px;--awb-border-left:0px;--awb-border-style:solid;--awb-border-radius:3px 3px 3px 3px;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:0%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-spacing-right-medium:0%;--awb-margin-bottom-medium:12px;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-animationType=\"fadeInLeft\" data-animationDuration=\"1.0\" data-animationOffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-space-evenly fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-custom_color_4);--awb-margin-top-small:8px;--awb-margin-right-small:0px;--awb-margin-bottom-small:16px;--awb-margin-left-small:0px;--awb-font-size:42px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:42;line-height:1;\">Kimball architectural model<\/h3><\/div><div class=\"fusion-text fusion-text-3\"><p>The data warehouse layer is already structured in dimensional form (star schema and snowflakes). This layer often consists of several department-specific data marts that are accessible to the end user. An additional analysis layer is only required if the use of cubes is being considered.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"1889\" height=\"888\" title=\"DWH Design 1 Kimball\" src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_1_Kimball.png\" data-orig-src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_1_Kimball.png\" alt class=\"lazyload img-responsive wp-image-8691\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271889%27%20height%3D%27888%27%20viewBox%3D%270%200%201889%20888%27%3E%3Crect%20width%3D%271889%27%20height%3D%27888%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_1_Kimball-200x94.png 200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_1_Kimball-400x188.png 400w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_1_Kimball-600x282.png 600w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_1_Kimball-800x376.png 800w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_1_Kimball-1200x564.png 1200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_1_Kimball.png 1889w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1200px) 100vw, (max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch fusion-animated\" style=\"--awb-padding-top:3%;--awb-padding-right:5%;--awb-padding-bottom:5%;--awb-padding-left:5%;--awb-overflow:hidden;--awb-bg-color:#ffffff;--awb-bg-color-hover:#ffffff;--awb-bg-image:linear-gradient(180deg, #ffffff 0%,rgba(234,234,234,0.52) 100%);--awb-bg-size:cover;--awb-border-color:var(--awb-custom_color_1);--awb-border-top:0px;--awb-border-right:0px;--awb-border-bottom:0px;--awb-border-left:0px;--awb-border-style:solid;--awb-border-radius:3px 3px 3px 3px;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0%;--awb-width-medium:50%;--awb-spacing-right-medium:3.84%;--awb-margin-bottom-medium:12px;--awb-spacing-left-medium:0%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-animationType=\"fadeInLeft\" data-animationDuration=\"1.0\" data-animationOffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-space-evenly fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-custom_color_4);--awb-margin-top-small:8px;--awb-margin-right-small:0px;--awb-margin-bottom-small:16px;--awb-margin-left-small:0px;--awb-font-size:42px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:42;line-height:1;\">Immon architectural model<\/h3><\/div><div class=\"fusion-text fusion-text-4\"><p>Here, the data warehouse layer is mapped in the third normal form, and access is via a multidimensional analysis layer (star schema and snowflakes) based on data marts and cubes.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-margin-top:68px;--awb-margin-top-small:0px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-3 hover-type-none\"><img decoding=\"async\" width=\"1910\" height=\"886\" title=\"DWH Design 2 Inmon\" src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_2_Inmon.png\" data-orig-src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_2_Inmon.png\" alt class=\"lazyload img-responsive wp-image-8690\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271910%27%20height%3D%27886%27%20viewBox%3D%270%200%201910%20886%27%3E%3Crect%20width%3D%271910%27%20height%3D%27886%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_2_Inmon-200x93.png 200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_2_Inmon-400x186.png 400w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_2_Inmon-600x278.png 600w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_2_Inmon-800x371.png 800w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_2_Inmon-1200x557.png 1200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_2_Inmon.png 1910w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1200px) 100vw, (max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-bottom-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1320.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:25px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:25px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-margin-bottom-small:0px;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-custom_color_4);--awb-margin-top-small:8px;--awb-margin-right-small:0px;--awb-margin-bottom-small:16px;--awb-margin-left-small:0px;--awb-font-size:42px;\"><h2 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:42;line-height:1.26;\">More flexibility with Data Vault 2.0<\/h2><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top-small:0px;--awb-margin-bottom:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1320.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 awb-sticky awb-sticky-medium awb-sticky-large fusion_builder_column_3_5 3_5 fusion-flex-column fusion-flex-align-self-flex-start fusion-animated\" style=\"--awb-padding-right:3%;--awb-padding-left:0%;--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:5px 5px 5px 5px;--awb-width-large:60%;--awb-margin-top-large:21px;--awb-spacing-right-large:3.2%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:3.2%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:2;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;--awb-sticky-offset:200px;\" data-animationType=\"fadeInRight\" data-animationDuration=\"1.0\" data-animationOffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-liftup-border-radius:0px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><div class=\"awb-image-frame awb-image-frame-4 imageframe-liftup\"><span class=\" fusion-imageframe imageframe-none imageframe-4\"><img decoding=\"async\" width=\"1844\" height=\"883\" title=\"DWH Design 3 Data Vault 2.0\" src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_3_Data_Vault_2.0-1.png\" data-orig-src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_3_Data_Vault_2.0-1.png\" alt class=\"lazyload img-responsive wp-image-8693\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271844%27%20height%3D%27883%27%20viewBox%3D%270%200%201844%20883%27%3E%3Crect%20width%3D%271844%27%20height%3D%27883%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_3_Data_Vault_2.0-1-200x96.png 200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_3_Data_Vault_2.0-1-400x192.png 400w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_3_Data_Vault_2.0-1-600x287.png 600w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_3_Data_Vault_2.0-1-800x383.png 800w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_3_Data_Vault_2.0-1-1200x575.png 1200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_3_Data_Vault_2.0-1.png 1844w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1200px) 100vw, (max-width: 640px) 100vw, 800px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_2_5 2_5 fusion-flex-column fusion-flex-align-self-stretch fusion-animated\" style=\"--awb-padding-top:3%;--awb-padding-right:5%;--awb-padding-bottom:5%;--awb-padding-left:5%;--awb-overflow:hidden;--awb-bg-color:#ffffff;--awb-bg-color-hover:#ffffff;--awb-bg-image:linear-gradient(180deg, #ffffff 0%,rgba(234,234,234,0.52) 100%);--awb-bg-size:cover;--awb-border-color:var(--awb-custom_color_1);--awb-border-top:0px;--awb-border-right:0px;--awb-border-bottom:0px;--awb-border-left:0px;--awb-border-style:solid;--awb-border-radius:3px 3px 3px 3px;--awb-width-large:40%;--awb-margin-top-large:0px;--awb-spacing-right-large:4.8%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:4.8%;--awb-width-medium:50%;--awb-spacing-right-medium:3.84%;--awb-margin-bottom-medium:0px;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-animationType=\"fadeInLeft\" data-animationDuration=\"1.0\" data-animationOffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-space-evenly fusion-content-layout-column\"><div class=\"fusion-text fusion-text-5 fusion-text-no-margin\" style=\"--awb-margin-bottom:0px;\"><p><b>Daniel Linstedt&#8217;s Data Vault 2.0<\/b> places particular emphasis on the flexibility of the data model. Comparable to Inmon&#8217;s approach, it differs in that it is divided into a raw vault and a business vault. This flexibility is achieved by dividing the data into three table types:<\/p>\n<\/div><ul style=\"--awb-size:20px;--awb-iconcolor:var(--awb-custom_color_4);--awb-line-height:34px;--awb-icon-width:34px;--awb-icon-height:34px;--awb-icon-margin:14px;--awb-content-margin:48px;\" class=\"fusion-checklist fusion-checklist-2 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-dice-d6 fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Hubs<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-dice-d6 fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Links<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-dice-d6 fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Satellites<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-6 fusion-text-no-margin\" style=\"--awb-margin-bottom:0px;\"><p>Changes are easier to implement as existing tables do not need to be adapted. Instead, new hubs, satellites and links are added using largely standardized and automated processes.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:1320.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:25px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:25px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-custom_color_4);--awb-margin-top-small:8px;--awb-margin-right-small:0px;--awb-margin-bottom-small:16px;--awb-margin-left-small:0px;--awb-font-size:42px;\"><h2 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:42;line-height:1.26;\">All 3 approaches in direct comparison<\/h2><\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-content-alignment:center;\"><p>The different architectural approaches each offer their own advantages and can be used differently depending on the specific requirements and objectives of the company.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-5 hover-type-none\"><img decoding=\"async\" width=\"1864\" height=\"384\" title=\"DWH Design Tabelle\" src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_Tabelle.png\" data-orig-src=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_Tabelle.png\" alt class=\"lazyload img-responsive wp-image-8694\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271864%27%20height%3D%27384%27%20viewBox%3D%270%200%201864%20384%27%3E%3Crect%20width%3D%271864%27%20height%3D%27384%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_Tabelle-200x41.png 200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_Tabelle-400x82.png 400w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_Tabelle-600x124.png 600w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_Tabelle-800x165.png 800w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_Tabelle-1200x247.png 1200w, https:\/\/www.datamart.de\/wp-content\/uploads\/2024\/08\/DWH_Design_Tabelle.png 1864w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1200px) 100vw, (max-width: 640px) 100vw, 1864px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:51px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:39px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-custom_color_4);--awb-margin-top-small:8px;--awb-margin-right-small:0px;--awb-margin-bottom-small:16px;--awb-margin-left-small:0px;--awb-font-size:42px;\"><h2 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:42;line-height:1.26;\">Our expertise for your success<\/h2><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-content-alignment:center;\"><p>With years of experience in all areas of data warehousing, DATA MART Consulting offers you professional and competent advice. Our aim is to guarantee you fast and cost-effective access to relevant data and information. Put your trust in our expertise and let us work together to optimize and consolidate your data strategies.<br \/>\nTogether we will turn your data into your company&#8217;s most valuable asset.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":8689,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"footnotes":""},"class_list":["post-8988","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Warehouse &amp; Data Lakehouse Design - Find out now!<\/title>\n<meta name=\"description\" content=\"Data Warehouse &amp; Data Lakehouse Design. 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