{"id":12941,"date":"2025-11-17T13:57:24","date_gmt":"2025-11-17T12:57:24","guid":{"rendered":"https:\/\/www.arcadsoftware.com\/dot\/?p=12941"},"modified":"2025-11-28T10:44:25","modified_gmt":"2025-11-28T09:44:25","slug":"design-server-and-production-server-two-pillars-of-a-modern-industrialized-anonymization-architecture","status":"publish","type":"post","link":"https:\/\/www.arcadsoftware.com\/dot\/resources\/blog-en\/design-server-and-production-server-two-pillars-of-a-modern-industrialized-anonymization-architecture\/","title":{"rendered":"Design Server and Production Server: Two Pillars of a Modern, Industrialized Anonymization Architecture"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container 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:1248px;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_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:20px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:10px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--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-image-element \" style=\"text-align:center;--awb-max-width:600px;--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-1 hover-type-none\" style=\"border-radius:8px;\"><img decoding=\"async\" width=\"800\" height=\"298\" alt=\"Serveur Design &amp; Serveur Production illustration\" src=\"https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/11\/serveur-design-serveur-production-anonymisation.webp\" data-orig-src=\"https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/11\/serveur-design-serveur-production-anonymisation.webp\" class=\"lazyload img-responsive wp-image-12900\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27800%27%20height%3D%27298%27%20viewBox%3D%270%200%20800%20298%27%3E%3Crect%20width%3D%27800%27%20height%3D%27298%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/11\/serveur-design-serveur-production-anonymisation-200x75.webp 200w, https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/11\/serveur-design-serveur-production-anonymisation-400x149.webp 400w, https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/11\/serveur-design-serveur-production-anonymisation-600x224.webp 600w, https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/11\/serveur-design-serveur-production-anonymisation.webp 800w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 800px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:10px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--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-text fusion-text-1 author\"><p style=\"text-align: center;\">Article written by Amina Belhassena, November 17, 2025<\/p>\n<\/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-padding-right:20px;--awb-padding-left:20px;--awb-flex-wrap:wrap;\" id=\"blog-content\" ><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:1248px;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_2_3 2_3 fusion-flex-column summary\" style=\"--awb-padding-top:25px;--awb-padding-right:25px;--awb-padding-bottom:25px;--awb-padding-left:25px;--awb-padding-left-small:0px;--awb-bg-color:rgba(0,166,249,0.1);--awb-bg-color-hover:rgba(0,166,249,0.1);--awb-bg-size:cover;--awb-box-shadow:15px 15px 16px -6px rgba(0,0,0,0.1);;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:40px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--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\"><script type=\"text\/javascript\">\n(function ($) {\n  function setInnerLinks(containerID, elementClass) {\n    var $container = $('#' + containerID);\n    if (!$container.length) return;\n\n    \/\/ Emplacement du sommaire (Avada) avec repli sur le container\n    var $host = $(\"#blog-content .fusion-layout-column.summary .fusion-column-wrapper\");\n    if (!$host.length) $host = $container;\n\n    \/\/ Cr\u00e9e le bloc sommaire une seule fois\n    var $summary = $host.find('.summary');\n    if (!$summary.length) {\n      $summary = $(\"<div class='summary'><\/div>\");\n      var host = window.location.hostname.toLowerCase();\nvar tocTitle =\n  host.endsWith('.fr') ? 'Sommaire' :\n  host.endsWith('.com') ? 'Summary' :\n  ((document.documentElement.lang || '').toLowerCase().startsWith('fr') ? 'Sommaire' : 'Summary');\n\n\/\/ Insertion du titre (en texte, pas en HTML)\n$summary.append($('<h2\/>', { text: tocTitle, class: 'exclude-summary', style: 'padding-left: 25px;' }));\n      $summary.append(\"<ol id='\" + containerID + \"_links'><\/ol>\");\n      $host.prepend($summary);\n    }\n    var $list = $('#' + containerID + '_links').empty();\n\n    \/\/ Helpers: enlever la num\u00e9rotation, slug, unicit\u00e9\n    function stripLeadingEnumeration(str) {\n      var s = (str || '').trim();\n\n      \/\/ Cas 1 : \"1) Titre\", \"1. Titre\", \"1 - Titre\", \"1 \u2014 Titre\", \"1: Titre\"\n      s = s.replace(\/^\\d+\\s*[).:\\-\u2013\u2014]\\s+\/, '');\n\n      \/\/ Cas 2 : \"1.2 Titre\", \"2.3.4 Titre\" (au moins un point dans le groupe)\n      s = s.replace(\/^\\d+(?:\\.\\d+)+\\s+\/, '');\n\n      \/\/ NB : on ne retire PAS un simple nombre suivi d\u2019un espace (ex: \"2025 Roadmap\")\n      return s.trim();\n    }\n    var slugCounts = {};\n    function toSlug(str) {\n      return (str || '')\n        .toLowerCase()\n        .normalize('NFD').replace(\/[\\u0300-\\u036f]\/g, '')\n        .replace(\/[^\\w\\s-]\/g, '')\n        .trim()\n        .replace(\/\\s+\/g, '-')\n        .replace(\/-+\/g, '-');\n    }\n    function uniqueId(base) {\n      var n = (slugCounts[base] || 0) + 1;\n      slugCounts[base] = n;\n      return n === 1 ? base : base + '-' + n;\n    }\n\n    \/\/ S\u00e9lectionne les titres\n    var selector = elementClass || 'h2:not(.exclude-summary)';\n    var $headings = $container.find(selector);\n\n    $headings.each(function () {\n      var $h = $(this);\n      if ($h.hasClass('exclude-summary')) return;\n\n      \/\/ Texte pour l'affichage dans l'OL : sans la num\u00e9rotation initiale\n      var rawText = $.trim($h.text());\n      var displayText = stripLeadingEnumeration(rawText);\n\n      \/\/ ID bas\u00e9 sur le texte nettoy\u00e9 pour un slug plus propre\n      if (!$h.attr('id')) {\n        var base = toSlug(displayText || 'section');\n        var id = uniqueId(base);\n        while (document.getElementById(id)) { id = uniqueId(base); }\n        $h.attr('id', id);\n      }\n      var id = $h.attr('id');\n\n      \/\/ Focusable quand on suit l\u2019ancre\n      if (!$h.attr('tabindex')) $h.attr('tabindex', '-1');\n\n      \/\/ Ajoute l\u2019item de la liste ordonn\u00e9e (le num\u00e9ro est fourni par <ol>)\n      $list.append(\"<li><a href='#\" + id + \"'>\" + displayText + \"<\/a><\/li>\");\n    });\n\n    \/\/ Scroll fluide avec offset si header fixe\n    var $header = $('.fusion-header, .fusion-header-wrapper, header, .site-header').first();\n    var isFixed = \/fixed|sticky\/.test(($header.css('position') || ''));\n    var offset = isFixed ? ($header.outerHeight() || 0) : 0;\n\n    \/\/ D\u00e9l\u00e9gation: un seul handler pour tous les liens\n    $list.off('click.toc').on('click.toc', 'a', function (e) {\n      e.preventDefault();\n      var targetId = $(this).attr('href'); \/\/ ex: #vs-code-settings-sync\n      var $t = $(targetId);\n      if (!$t.length) return;\n\n      var y = Math.max($t.offset().top - offset, 0);\n      $('html, body').animate({ scrollTop: y }, 400);\n\n      \/\/ Met \u00e0 jour l\u2019URL sans jump\n      if (history.replaceState) history.replaceState(null, '', targetId);\n    });\n  }\n\n  \/\/ Document ready\n  $(function () {\n    setInnerLinks('blog-content', 'h2:not(.exclude-summary)');\n  });\n\n  \/\/ Optionnel: exporter la fonction\n  window.setInnerLinks = setInnerLinks;\n})(jQuery);\n<\/script>\n<\/div><\/div>\n<div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--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-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">1. Why separate design and execution in an anonymization project?<\/h2><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-content-alignment:left;\"><p>In companies, <strong>sensitive data<\/strong> (customers, employees, transactions, healthcare) represents both a <strong>strategic asset<\/strong> and a <strong>major risk<\/strong>. Business, data, and IT teams need to manipulate this data to run tests, train AI models, or analyze trends\u2026 without compromising confidentiality.<\/p>\n<p>This is where <strong>anonymization solutions<\/strong> such as DOT Anonymizer come into play\u2014capable of transforming real data into <strong>coherent anonymized versions<\/strong> that remain usable without risk.<\/p>\n<p>To ensure <strong>flexibility, security, and GDPR compliance<\/strong>, these solutions rely on two complementary environments: the <strong>Design Server<\/strong> and the <strong>Production Server<\/strong>.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">2. The role of the Design Server: designing and testing anonymization rules<\/h2><\/div><div class=\"fusion-text fusion-text-3\" style=\"--awb-content-alignment:left;\"><p>A true <strong>data laboratory<\/strong>, the Design Server is the environment where teams design, configure, and validate anonymization rules:<\/p>\n<ul>\n<li>Identification of <strong>sensitive fields<\/strong>: names, addresses, card numbers, emails, etc.<\/li>\n<li>Selection of suitable <strong>anonymization techniques <\/strong>(anonymization, pseudonymization, coherence).<\/li>\n<li>Configuration of <strong>dictionaries, scripts, and transformation rules.<\/strong><\/li>\n<li>Testing and validation of results before running them on real data.<\/li>\n<\/ul>\n<\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:32;line-height:1.26;\">Typical users of the Design Server<\/h3><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-content-alignment:left;\"><ul style=\"margin-top: -10px;\">\n<li><strong>Data and development teams<\/strong> experimenting with new scenarios<\/li>\n<li><strong>Consultants and integrators<\/strong> configuring the solution for a client<\/li>\n<li><strong>Project managers<\/strong> responsible for validating results before production<\/li>\n<\/ul>\n<p>In short, the Design Server belongs to the <strong>Build world<\/strong>: it promotes innovation and quality prior to operational execution.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">3. The role of the Production Server: executing processing securely<\/h2><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-content-alignment:left;\"><p>The <strong>Production Server<\/strong> is the<strong> secure factory<\/strong> of the system. This is where anonymization processes are executed on real data, in compliance with security, performance, and regulatory standards (<a href=\"https:\/\/eur-lex.europa.eu\/eli\/reg\/2016\/679\/oj\/\" target=\"_blank\" rel=\"noopener noreferrer\">GDPR<\/a>, <a href=\"https:\/\/www.iso.org\/standard\/27001\" target=\"_blank\" rel=\"noopener noreferrer\">ISO 27001<\/a>, etc.).<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:0px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:32;line-height:1.26;\">Characteristics of the Production Server<\/h3><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-margin-top:0px;\"><ul>\n<li>Hosted in a <strong>secure zone<\/strong> of the information system<\/li>\n<li>Connected to <strong>production databases<\/strong> or isolated copies<\/li>\n<li>Administered by <strong>IT and security teams<\/strong><\/li>\n<li>Integrated into <strong>automated processing chains<\/strong> or <strong>schedulers <\/strong>such as VTOM<\/li>\n<\/ul>\n<p>The Production Server ensures <strong>reliable, fast, and traceable<\/strong> execution of anonymization processes, typically via a <strong>CLI (command-line interface)<\/strong> provided by <a href=\"https:\/\/www.arcadsoftware.com\/dot\">DOT Anonymizer<\/a>.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_3_5 3_5 fusion-flex-column cta-box\" style=\"--awb-padding-top:25px;--awb-padding-right:40px;--awb-padding-bottom:30px;--awb-padding-left:40px;--awb-bg-image:radial-gradient(circle at center center, #daeaf65e 0%,#daeaf61a 100%);--awb-bg-size:cover;--awb-box-shadow:3px 3px 4px 0px #daeaf65e;;--awb-border-color:var(--awb-color5);--awb-border-style:solid;--awb-width-large:60%;--awb-margin-top-large:25px;--awb-spacing-right-large:3.2%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.2%;--awb-width-medium:60%;--awb-order-medium:0;--awb-spacing-right-medium:3.2%;--awb-spacing-left-medium:3.2%;--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-text fusion-text-7 fusion-text-no-margin\" style=\"--awb-content-alignment:center;--awb-font-size:25px;--awb-text-color:var(--awb-color6);--awb-margin-bottom:15px;--awb-text-font-family:&quot;Poppins&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><p>Transform your real data into anonymized, coherent, and fully usable data<\/p>\n<\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat button-medium button-custom fusion-button-default button-1 fusion-button-default-span fusion-button-default-type\" style=\"--button_accent_color:#ffffff;--button_border_color:var(--awb-color6);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);\" target=\"_self\" data-hover=\"text_slide_up\" href=\"\/dot\/\"><div class=\"awb-button-text-transition  awb-button__hover-content--centered\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Discover DOT Anonymizer<\/span><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Discover DOT Anonymizer<\/span><\/div><\/a><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--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-6 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">4. Practical use cases: an architecture suited to all industries<\/h2><\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:10px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:32;line-height:1.26;\">Banking and insurance<\/h3><\/div><div class=\"fusion-text fusion-text-8\"><p>Test and training teams need realistic data without accessing real customer information.<\/p>\n<ul>\n<li>The <strong>Design Server<\/strong> configures anonymization scenarios.<\/li>\n<li>The <strong>Production Server<\/strong> generates anonymized <strong>copies of customers<\/strong> and claims databases every week.<\/li>\n<\/ul>\n<p>\ud83d\udc49 <span class=\"TextRun SCXW83597863 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW83597863 BCX0\">Result:<\/span><\/span><span class=\"TextRun SCXW83597863 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW83597863 BCX0\">\u00a0100% anonymous but functionally coherent data (relationships between accounts, contracts, payments\u2026).<\/span><\/span><span class=\"EOP SCXW83597863 BCX0\" data-ccp-props=\"\">\u00a0<\/span><\/p>\n<\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:10px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:32;line-height:1.26;\">Pharmaceutical and healthcare<\/h3><\/div><div class=\"fusion-text fusion-text-9\"><p>Patient data is extremely sensitive but essential for research and AI.<\/p>\n<ul>\n<li>The <strong>Design Server<\/strong> defines anonymization and pseudonymization rules.<\/li>\n<li>The <strong>Production Server<\/strong> applies these rules before any transfer to research environments.<\/li>\n<\/ul>\n<p>\ud83d\udc49 <span class=\"TextRun SCXW94189630 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW94189630 BCX0\">Objective:<\/span><\/span><span class=\"TextRun SCXW94189630 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW94189630 BCX0\">\u00a0protect privacy while fostering medical innovation.<\/span><\/span><span class=\"EOP SCXW94189630 BCX0\" data-ccp-props=\"\">\u00a0<\/span><\/p>\n<\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:10px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:32;line-height:1.26;\">Retail and e-commerce<\/h3><\/div><div class=\"fusion-text fusion-text-10\"><p>E-commerce players test recommendation models or analyze purchase patterns.<\/p>\n<ul>\n<li>The <strong>Design Server<\/strong> selects columns to anonymize (emails, IPs, credit card data\u2026).<\/li>\n<li>The <strong>Production Server<\/strong> runs large-scale anonymization jobs nightly to feed an <strong>anonymized data lake.<\/strong><\/li>\n<\/ul>\n<p>\ud83d\udc49 Benefit: reliable analytics without exposing personal data.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">5. From Build mode to Run mode: industrializing anonymization<\/h2><\/div><div class=\"fusion-text fusion-text-11\"><p>Large enterprises organize their systems around two complementary modes: Build and Run(<a href=\"https:\/\/www.opengroup.org\/togaf\" target=\"_blank\" rel=\"noopener noreferrer\">TOGAF<\/a>).<\/p>\n<\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:10px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:32;line-height:1.26;\">Build Mode \u2192 Design Server<\/h3><\/div><div class=\"fusion-text fusion-text-12\"><p>This is the <strong>preparation<\/strong> phase: design, test, and validate rules. Data engineers and consultants configure anonymization projects that comply with GDPR before handing them over to the Run teams.<\/p>\n<p>Example: In a large bank or healthcare organization, consultants and data engineers work on the Design Server to configure compliant anonymization projects before transferring them to Run teams.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:10px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:32;line-height:1.26;\">Run Mode \u2192 Production Server<\/h3><\/div><div class=\"fusion-text fusion-text-13\"><p>This is the <strong>execution<\/strong> phase: processes are scheduled, monitored, and optimized. With tools like VTOM and the DOT Anonymizer CLI, anonymization integrates seamlessly into existing automation pipelines, ensuring <strong>stability, traceability, and performance. <\/strong><\/p>\n<\/div><div class=\"fusion-title title fusion-title-13 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">6. A Design \/ Production architecture serving data governance<\/h2><\/div><div class=\"fusion-text fusion-text-14\"><p>The <strong>Design + Production Server<\/strong> approach fits naturally into overall IT governance: it <strong>separates responsibilities<\/strong> between project teams and operations, ensures regulatory compliance, and supports <strong>controlled innovation.<\/strong><\/p>\n<\/div><div class=\"fusion-title title fusion-title-14 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:0px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:32;line-height:1.26;\">In summary:<\/h3><\/div><div class=\"fusion-text fusion-text-15\" style=\"--awb-margin-top:0px;\"><ul>\n<li><strong>Design Server<\/strong> \u2192 creation, experimentation, validation<\/li>\n<li><strong>Production Server<\/strong> \u2192 execution, security, compliance<\/li>\n<li>Together, they ensure <strong>reliable, industrialized, and GDPR-ready anonymization.<\/strong><\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container 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-right:20px;--awb-padding-left:20px;--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:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_3_5 3_5 fusion-flex-column cta-box\" style=\"--awb-padding-top:25px;--awb-padding-right:40px;--awb-padding-bottom:30px;--awb-padding-left:40px;--awb-bg-image:radial-gradient(circle at center center, #daeaf65e 0%,#daeaf61a 100%);--awb-bg-size:cover;--awb-box-shadow:3px 3px 4px 0px #daeaf65e;;--awb-border-color:var(--awb-color5);--awb-border-style:solid;--awb-width-large:60%;--awb-margin-top-large:25px;--awb-spacing-right-large:3.2%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.2%;--awb-width-medium:60%;--awb-order-medium:0;--awb-spacing-right-medium:3.2%;--awb-spacing-left-medium:3.2%;--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-15 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom:10px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:32;line-height:1.26;\">Want to take it a step further?<\/h3><\/div><div class=\"fusion-text fusion-text-16 fusion-text-no-margin\" style=\"--awb-content-alignment:center;--awb-font-size:25px;--awb-text-color:var(--awb-color6);--awb-margin-bottom:15px;--awb-text-font-family:&quot;Poppins&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><p>Deploy a secure, compliant, and fully automated Design \/ Production architecture<\/p>\n<\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat button-medium button-custom fusion-button-default button-2 fusion-button-default-span fusion-button-default-type\" style=\"--button_accent_color:#ffffff;--button_border_color:var(--awb-color6);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);\" target=\"_self\" data-hover=\"text_slide_up\" href=\"\/dot\/\"><div class=\"awb-button-text-transition  awb-button__hover-content--centered\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Discover DOT Anonymizer<\/span><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Discover DOT Anonymizer<\/span><\/div><\/a><\/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:45px;--awb-padding-right-small:20px;--awb-padding-left-small:20px;--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:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion-flex-column\" style=\"--awb-padding-top:25px;--awb-padding-right:25px;--awb-padding-left:25px;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-size:cover;--awb-box-shadow:2px 1px 4px 0px rgba(33,41,52,0.41);;--awb-width-large:51%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.7647058823529%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.7647058823529%;--awb-width-medium:51%;--awb-order-medium:0;--awb-spacing-right-medium:3.7647058823529%;--awb-spacing-left-medium:3.7647058823529%;--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-16 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-top:0px;--awb-margin-bottom:0px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;--awb-font-size:20px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Poppins&quot;;font-style:normal;font-weight:300;margin:0;font-size:1em;--fontSize:20;--minFontSize:20;line-height:1.14;\">About the Author<\/h2><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_5 1_5 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:20%;--awb-margin-top-large:20px;--awb-spacing-right-large:0%;--awb-margin-bottom-large:5px;--awb-spacing-left-large:9.6%;--awb-width-medium:20%;--awb-order-medium:0;--awb-spacing-right-medium:0%;--awb-spacing-left-medium:9.6%;--awb-width-small:20%;--awb-order-small:0;--awb-spacing-right-small:0%;--awb-margin-bottom-small:0px;--awb-spacing-left-small:9.6%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-max-width:130px;--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\" style=\"border-radius:50px;\"><img decoding=\"async\" width=\"200\" height=\"200\" alt=\"Photo de l&#039;auteur\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27200%27%20height%3D%27200%27%20viewBox%3D%270%200%20200%20200%27%3E%3Crect%20width%3D%27200%27%20height%3D%27200%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.arcadsoftware.fr\/dot\/wp-content\/uploads\/2025\/11\/amina-belhassena-dot.png\" class=\"lazyload img-responsive wp-image-12879\"\/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:20px;--awb-spacing-right-large:2.56%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.56%;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:2.56%;--awb-spacing-left-medium:2.56%;--awb-width-small:80%;--awb-order-small:0;--awb-margin-top-small:0px;--awb-spacing-right-small:2.4%;--awb-spacing-left-small:2.4%;\"><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-17 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-top:0px;--awb-margin-bottom:0px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:0px;--awb-margin-left-small:0px;--awb-font-size:22px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Poppins&quot;;font-style:normal;font-weight:600;margin:0;font-size:1em;--fontSize:22;--minFontSize:22;line-height:1.26;\">Amina Belhassena<\/h3><\/div><div class=\"fusion-title title fusion-title-18 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-top:0px;--awb-margin-bottom:5px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;--awb-font-size:16px;\"><h4 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Poppins&quot;;font-style:normal;font-weight:400;margin:0;font-size:1em;--fontSize:16;--minFontSize:16;line-height:1.4;\">Solution Architect, ARCAD Software<\/h4><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-2 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--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-margin-top-small:0px;--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-text fusion-text-17\" style=\"--awb-font-size:14px;--awb-line-height:1.4;--awb-text-font-family:&quot;Poppins&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Holder of a PhD in Computer Science and Technologies with a specialization in Big Data Processing, Amina worked for several years in various data-focused companies, where she gained solid experience in data processing, management, and value creation. She joined ARCAD Software in 2024 as a Product Manager before moving into the role of DOT Solution Architect, where she now supports clients in their data anonymization and sampling projects.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Separate your Design and Production environments to secure, automate, and industrialize the anonymization of your sensitive data.<\/p>\n","protected":false},"author":5,"featured_media":12900,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[113],"tags":[],"class_list":["post-12941","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Design Server and Production Server: the modern anonymization<\/title>\n<meta name=\"description\" content=\"Separate your Design and Production environments to secure, automate, and industrialize the anonymization of your sensitive data.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.arcadsoftware.com\/dot\/resources\/blog-en\/design-server-and-production-server-two-pillars-of-a-modern-industrialized-anonymization-architecture\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Design Server and Production Server: the modern anonymization\" \/>\n<meta property=\"og:description\" content=\"Separate your Design and Production environments to secure, automate, and industrialize the anonymization of your sensitive data.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.arcadsoftware.com\/dot\/resources\/blog-en\/design-server-and-production-server-two-pillars-of-a-modern-industrialized-anonymization-architecture\/\" \/>\n<meta property=\"og:site_name\" content=\"DOT - 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