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18.5613C5.83407 18.8998 6.35311 18.9224 6.68033 18.629L11.9159 13.9464L12.9201 15.0409C13.8454 16.0564 15.0865 16.6093 16.418 16.6093C17.7495 16.6093 18.9906 16.0564 19.9159 15.0409L20.8637 14.0028L26.0428 18.6516H26.0654C26.4039 18.945 26.9117 18.9111 27.205 18.5726C27.4984 18.2341 27.4645 17.7264 27.126 17.433L21.9695 12.818L27.7466 6.49927Z\" fill=\"#249EDC\"/\u003E\r\n\u003C/svg\u003E\u003C/span\u003E\r\n\u003C/div\u003E","cssContent":".share-icon__svg *{pointer-events:none}.share-icon-group{display:flex;gap:24px;align-items:center}.share-icon{display:inline-block}.share-icon svg{height:32px}.share-icon__svg:hover path{fill:var(--ui-02);transition:300ms ease fill}.share-icon__svg path{transition:300ms ease fill}","jsContent":"const pageURL = window.location.href;\r\n\r\ndocument.addEventListener('click', (e) =\u003E {\r\n\r\nconst targetClassesArr = [...e.target.classList];\r\nconsole.log(targetClassesArr);\r\nif (targetClassesArr.includes('share-icon--linkedin')) {\r\nconst shareURL = `https://www.linkedin.com/sharing/share-offsite/?url=${pageURL}`;\r\nwindow.open(shareURL, '_blank');\r\n}\r\nif (targetClassesArr.includes('share-icon--facebook')) {\r\nconst shareURL = `http://www.facebook.com/sharer/sharer.php?u=${pageURL}`;\r\nwindow.open(shareURL, '_blank');\r\n}\r\nif (targetClassesArr.includes('share-icon--twitter')) {\r\nconst shareURL = `https://twitter.com/intent/tweet?url=${pageURL}`;\r\nwindow.open(shareURL, '_blank');\r\n}\r\nif (targetClassesArr.includes('share-icon--email')) {\r\nconst shareURL = `mailto:?subject=Check out this news from Snowflake&body=${pageURL}`;\r\nwindow.open(shareURL);\r\n}\r\n\r\n\r\n\r\n\r\n\r\n});","isGSAPEnabled":false,":type":"snowflake-site/components/markup-editor"}},":itemsOrder":["markup_editor"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-small"}},":itemsOrder":["container_949147658"]},"cq:LiveSyncConfig":{"cq:isDeep":true,"cq:rolloutConfigs":[],"cq:master":"/content/experience-fragments/snowflake-site/language-masters/fr/site/share-icons/share-icons",":type":"cq:LiveCopy"}},":itemsOrder":["root","cq:LiveSyncConfig"],"classNames":"aem-xf","appliedCssClassNames":"snowflake-responsive-component-top-padding-extra-small"}},":itemsOrder":["text","experiencefragment"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-small"},"flexible_column_content_container_2":{"layout":"SIMPLE","id":"fundamentals-main-content",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"container_copy":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"overview",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-fad15cfc53","additionalClasses":"headline-decoration","type":"heading2","lines":["Présentation"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"text":{"id":"text-93ace7c08d","additionalClasses":"list--blue-bullets","text":"\u003Cp\u003EUn framework de \u003Ca href=\"https://www.snowflake.com/fr/fundamentals/data-governance/\"\u003Egouvernance des données\u003C/a\u003E définit les règles d’engagement pour la gestion des données d’une entreprise. Ainsi, il établit qui peut accéder à certains types d’informations, il assure la qualité constante des données et il définit qui est responsable en cas de problème dans la gestion des données. \u003C/p\u003E\n\u003Cp\u003EUne bonne \u003Ca href=\"https://www.snowflake.com/fr/product/features/horizon/\"\u003Egouvernance des données\u003C/a\u003E permet aux entreprises de faire confiance aux données qu’elles utilisent à des fins d’\u003Ca href=\"https://www.snowflake.com/fr/product/analytics/\"\u003Eanalyse\u003C/a\u003E et de stratégie commerciale, tout en maintenant leur conformité aux cadres réglementaires. Les entreprises peuvent alors prendre des décisions plus rapidement et en toute confiance, ce qui leur donne un avantage concurrentiel. \u003C/p\u003E\n\u003Cp\u003ECe guide présente les caractéristiques d’un framework de gouvernance des données efficace et les mesures que les entreprises doivent prendre pour sa mise en œuvre.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"}},":itemsOrder":["title_v2","text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy_":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"container_copy_copy__480869401":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy__373061683":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy__1444615495":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy__222865509":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy__1413360324":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy_":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy__455068363":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy__659376865":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy__1500909857":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy__1978652079":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"rel",":type":"snowflake-site/components/container",":items":{"container_copy_copy":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"what",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-acea3ed5a3","additionalClasses":"headline-decoration","type":"heading2","lines":["Définition des frameworks de gouvernance des données"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"text":{"id":"text-d8b0fb93c4","text":"\u003Cp\u003EFoncièrement, un framework de gouvernance des données répond à quatre questions fondamentales : qui peut accéder à quelles données ? Comment s’assurer que les données sont exactes et fiables ? Quelles technologies utiliser pour gérer les données et en assurer la conformité ? Et qui est responsable en cas de problème ?\u003C/p\u003E\n\u003Cp\u003ECe système complet établit clairement la propriété de chaque ressource de données, définit des normes de qualité et crée des processus pour permettre la circulation des données au sein d’une entreprise. Lorsque les données sont bien gouvernées, les analyses gagnent en fiabilité, les \u003Ca href=\"https://www.snowflake.com/fr/product/ai/\"\u003Emodèles d’IA\u003C/a\u003E sont plus performants et la prise de décision s’en trouve considérablement améliorée. Les entreprises qui mettent en place une gouvernance des données efficace peuvent avancer plus rapidement, car elles peuvent se fier à leurs données. Au contraire, les entreprises qui doutent davantage de leurs données perdent du temps à se demander si leurs informations sont correctes ou même utilisables.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05 snowflake-responsive-component-bottom-padding-small"}},":itemsOrder":["title_v2","text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy_":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"a",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-5d93f46aff","additionalClasses":"headline-decoration","type":"heading2","lines":["Fonctionnement des frameworks de gouvernance des données"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"text":{"id":"text-6236fe3257","text":"\u003Cp\u003EIdéalement, la gouvernance des données fonctionne comme une équipe bien entraînée, où chaque membre a un rôle spécifique et des règles claires à suivre. Les data stewards sont considérés comme les « propriétaires » de jeux de données spécifiques. Ils prennent chaque jour des décisions concernant la qualité des données et les accès. Quant aux comités de gouvernance des données, ils établissent les politiques globales et résolvent les conflits. Les règles établissent des flux de travail qui acheminent automatiquement les décisions jusqu’aux bonnes personnes au bon moment, par exemple, lorsque de nouvelles façons d’utiliser des données nécessitent une approbation ou en cas de problème de qualité. Il s’agit essentiellement d’un système où les règles définissent ce qui doit se produire, où les rôles déterminent qui fait quoi et où les flux de travail garantissent que tout se passe bien, de l’identification des problèmes à leur résolution.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05 snowflake-responsive-component-bottom-padding-small"}},":itemsOrder":["title_v2","text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy__1444615495":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"use",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-220aaf203c","additionalClasses":"headline-decoration","type":"heading2","lines":["Les 4 piliers d’un framework de gouvernance des données"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"text":{"id":"text-53e7838865","additionalClasses":"list--blue-bullets","text":"\u003Cp\u003EUne gouvernance des données efficace repose sur quatre piliers interconnectés qui agissent ensemble comme les pieds d’une table solide ; enlevez n’importe lequel de ces pieds et l’ensemble de la structure risque de s’effondrer. \u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E1. Personnel\u003C/h4\u003E\n\u003Cp\u003EFondamentalement, la gouvernance s’intéresse aux prises de décision humaines et aux responsabilités. Même les politiques les plus réfléchies perdent tout leur sens si des rôles clairement définis ne sont pas attribués aux bonnes personnes. Ce pilier humain passe par des data stewards qui comprennent le contexte stratégique de leurs données, des comités de gouvernance qui prennent des décisions concernant les politiques, et des dirigeants impliqués qui fournissent l’autorité et les ressources nécessaires.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E2. Processus\u003C/h4\u003E\n\u003Cp\u003EDes flux de travail structurés intègrent les principes de gouvernance dans les opérations quotidiennes, de façon à assurer la concordance et à éviter que la gouvernance ne s’applique ad hoc. Considérez que le processus répond à la question « comment » de la gouvernance : des procédures pas-à-pas pour résoudre les problèmes de qualité des données, des chaînes d’approbation pour accorder l’accès aux informations sensibles et des voies à suivre pour faire remonter les problèmes éventuels. \u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E3. Technologie\u003C/h4\u003E\n\u003Cp\u003ELes infrastructures et outils technologiques permettent de gouverner les données à l’échelle de l’entreprise. Ces outils peuvent inclure des catalogues de données qui aident les utilisateurs à trouver et à comprendre des jeux de données, des systèmes de surveillance automatisés qui signalent les problèmes de qualité avant leur réplication et des contrôles d’accès qui appliquent des politiques de sécurité. \u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E4. Politique\u003C/h4\u003E\n\u003Cp\u003ELa politique établit les règles, les normes et les principes qui guident toutes les activités de gouvernance. Sans politiques claires, les collaborateurs ne savent pas quelles décisions prendre, les processus manquent d’orientation et les mises en œuvre technologiques deviennent incohérentes. Ces politiques définissent le niveau acceptable de qualité des données, établissent qui peut accéder à quelles informations et dans quelles circonstances, et décrivent comment l’entreprise gère le tout, des exigences de confidentialité à la conservation des données. \u003C/p\u003E\n\u003Cp\u003EDans l’idéal, ces piliers se renforcent les uns les autres : les collaborateurs suivent des processus qui sont permis par des technologies et guidés par des politiques, ce qui crée un cercle vertueux dans lequel le système se renforce au fil du temps.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05 snowflake-responsive-component-bottom-padding-small"}},":itemsOrder":["title_v2","text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy__1978652079":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"benefits",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-1b1d779f22","additionalClasses":"headline-decoration","type":"heading2","lines":["Mise en œuvre d’un framework de gouvernance des données"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"text":{"id":"text-9d3164d3c6","additionalClasses":"list--blue-bullets","text":"\u003Cp\u003EMettre en œuvre un framework de gouvernance des données, c’est un peu comme construire une maison. Chaque étape (élaboration des plans, préparation du site, pose de l’ossature) fournit les bases nécessaires pour la suivante. Voici les sept étapes fondamentales pour construire un framework de gouvernance des données efficace.\u003Cbr\u003E\r\n \u003C/p\u003E\r\n\u003Ch4\u003E1. Définir les objectifs et le périmètre\u003C/h4\u003E\r\n\u003Cp\u003ELa définition des objectifs et du périmètre correspond à votre plan d’architecture. Vous devez déterminer clairement les objectifs que vous souhaitez atteindre avec votre framework, qu’il s’agisse d’assurer la conformité réglementaire, d’améliorer la qualité des analyses ou de renforcer la sécurité des données. Vous devez également décider des domaines de données, unités commerciales ou régions géographiques prioritaires.\u003Cbr\u003E\r\n \u003C/p\u003E\r\n\u003Ch4\u003E2. Obtenir le soutien des dirigeants\u003C/h4\u003E\r\n\u003Cp\u003EObtenir le soutien des dirigeants revient à obtenir les clés du site et le budget nécessaire pour le chantier. Sans le soutien des dirigeants et les ressources adéquates, les initiatives de gouvernance auront du mal à surmonter les résistances inévitables et à s’imposer face aux autres priorités qui émergeront au fil de la mise en œuvre.\u003Cbr\u003E\r\n \u003C/p\u003E\r\n\u003Ch4\u003E3. Attribuer des rôles et des responsabilités\u003C/h4\u003E\r\n\u003Cp\u003ELors de cette étape, vous devez identifier qui seront les data stewards, les membres du comité de gouvernance et les responsables de l’application des politiques. Pour ce faire, comparez les compétences et les centres d’intérêt existants de vos collaborateurs avec vos besoins en matière de gouvernance : votre meilleur data steward pour les informations clients est probablement une personne qui comprend déjà profondément ce domaine d’activité.\u003Cbr\u003E\r\n \u003C/p\u003E\r\n\u003Ch4\u003E4. Élaborer des politiques et des normes\u003C/h4\u003E\r\n\u003Cp\u003EIl s’agit des codes de construction que tout le monde doit suivre. Les politiques et les normes doivent traduire les objectifs généraux de gouvernance en règles spécifiques et exploitables que vos collaborateurs peuvent comprendre et mettre en œuvre dans leur travail quotidien.\u003Cbr\u003E\r\n \u003C/p\u003E\r\n\u003Ch4\u003E5. Déployer des outils et plateformes de gouvernance\u003C/h4\u003E\r\n\u003Cp\u003ELes outils et plateformes de gouvernance fournissent les échafaudages qui rendent la gouvernance évolutive et durable. Ils incluent des \u003Ca href=\"https://www.snowflake.com/fr/fundamentals/what-is-a-data-catalog/\"\u003Ecatalogues de données\u003C/a\u003E pour la \u003Ca href=\"https://www.snowflake.com/en/fundamentals/data-discovery/\"\u003Edécouverte\u003C/a\u003E, des outils de surveillance de la qualité pour la supervision automatisée et des systèmes de flux de travail pour acheminer les décisions de gouvernance jusqu’aux bonnes personnes.\u003Cbr\u003E\r\n \u003C/p\u003E\r\n\u003Ch4\u003E6. Former les équipes et développer leurs compétences\u003C/h4\u003E\r\n\u003Cp\u003ETout le monde doit savoir utiliser les nouveaux outils et suivre les nouveaux processus. Considérez cette étape comme un investissement continu plutôt qu’un événement ponctuel, car l’efficacité de la gouvernance dépend de la façon dont vos collaborateurs comprennent et endossent véritablement leur rôle.\u003Cbr\u003E\r\n \u003C/p\u003E\r\n\u003Ch4\u003E7. Mettre en place une surveillance, des audits et des itérations\u003C/h4\u003E\r\n\u003Cp\u003EChaque framework de gouvernance nécessite un processus de rétroaction pour garantir son intégrité et sa pertinence au fil du temps. De la même façon que l’on entretient sa maison, cela implique de vérifier régulièrement que tout fonctionne bien, d’identifier les lacunes ou les inefficacités et d’apporter des ajustements en fonction de l’évolution des besoins de l’entreprise.\u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05 snowflake-responsive-component-bottom-padding-small"}},":itemsOrder":["title_v2","text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy__455068363":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"how",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-0daecfe860","additionalClasses":"headline-decoration","type":"heading2","lines":["Frameworks de gouvernance des données populaires"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"text":{"id":"text-c00c03af81","additionalClasses":"list--blue-bullets","text":"\u003Cp\u003EChacun des frameworks standard suivants incarne une approche différente que les entreprises peuvent utiliser pour développer leurs capacités de gouvernance à partir de zéro. Notez qu’une gouvernance des données réussie implique souvent de combiner des éléments de plusieurs frameworks, plutôt que d’en suivre un seul de manière rigide.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003EData Management Body of Knowledge\u003C/h4\u003E\n\u003Cp\u003ELe framework \u003Ca href=\"https://dama.org/learning-resources/dama-data-management-body-of-knowledge-dmbok/\"\u003EBody of Knowledge de la Data Management Association (DAMA)\u003C/a\u003E fonctionne comme un guide complet qui couvre 11 domaines de connaissances pour la gestion des données. Considérez le framework DAMA-DMBOK comme un guide de référence complet qui vous aide à comprendre non seulement la gouvernance en tant qu’élément isolé, mais aussi en tant qu’élément interconnecté à l’architecture de données, à la gestion de la qualité, à la sécurité et à tous les autres aspects qui garantissent un traitement efficace des données.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003EData Governance Institute\u003C/h4\u003E\n\u003Cp\u003ELe \u003Ca href=\"https://datagovernance.com/\"\u003EDGI\u003C/a\u003E se positionne comme un consultant expérimenté spécialisé dans le changement en entreprise, qui reconnaît que la réussite ou l’échec de la gouvernance dépend davantage de facteurs humains que de la perfection technique. Ce framework est idéal pour surmonter les défis liés au personnel lors de la mise en œuvre, fournir des conseils détaillés sur l’établissement des droits de décision, constituer des équipes de gouvernance efficaces et apporter les changements culturels nécessaires pour que les nouvelles pratiques en matière de données soient appliquées durablement.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003EISO 38500 \u003C/h4\u003E\n\u003Cp\u003ELe \u003Ca href=\"https://www.iso.org/standard/62816.html\"\u003Eframework 38500 de l’Organisation internationale de normalisation (ISO)\u003C/a\u003E fournit des meilleures pratiques en matière de gouvernance des données, acceptées à l’échelle mondiale et approuvées par des experts de nombreux pays et secteurs. Ce framework s’avère particulièrement précieux pour les entreprises qui doivent démontrer leur conformité aux normes internationales ou opérer dans plusieurs pays.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003EControl Objectives for Information Technologies 2019\u003C/h4\u003E\n\u003Cp\u003ELe framework \u003Ca href=\"https://www.isaca.org/resources/cobit\"\u003ECOBIT 2019\u003C/a\u003E décompose la gouvernance en objectifs de contrôle spécifiques et mesurables, tout en fournissant une approche d’évaluation de la maturité pour suivre les progrès dans le temps. Grâce à des benchmarks clairs et des contrôles détaillés, le framework COBIT permet aux entreprises de mesurer et d’améliorer systématiquement leurs capacités.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05 snowflake-responsive-component-bottom-padding-small"}},":itemsOrder":["title_v2","text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy__222865509":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"ai",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-3a5c42402b","additionalClasses":"headline-decoration","type":"heading2","lines":["Avantages d’un framework de gouvernance des données"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"text":{"id":"text-e5626f451d","additionalClasses":"list--blue-bullets","text":"\u003Cp\u003EVoici cinq avantages stratégiques et opérationnels de l’intégration de frameworks de gouvernance des données dans votre entreprise :\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E1. Amélioration de la qualité et de la fiabilité des données\u003C/h4\u003E\n\u003Cp\u003ELes contrôles qualité et les processus de validation systématiques peuvent réduire les erreurs, les incohérences et les redondances dans les informations entre les systèmes. Lorsque les parties prenantes peuvent compter sur une plus grande précision, elles savent qu’elles peuvent utiliser leurs données en toute confiance pour prendre des décisions stratégiques, plutôt que d’avoir à remettre en question ou à vérifier manuellement les informations.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E2. Amélioration de la prise de décision\u003C/h4\u003E\n\u003Cp\u003ELes données gouvernées fournissent aux dirigeants des informations plus fiables et concordantes qui leur permettent de faire des choix stratégiques plus rapidement et avec plus de confiance. Les équipes passent moins de temps à mettre en doute la validité des données et plus de temps à analyser les informations, ce qui les conduit à se baser sur des faits pour prendre des décisions, plutôt que sur leur intuition ou sur des informations incomplètes.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E3. Conformité réglementaire et réduction des risques\u003C/h4\u003E\n\u003Cp\u003ELes frameworks de gouvernance peuvent être utilisés pour créer des contrôles systématiques autour du traitement des données, de la protection de la confidentialité et des pistes d’audit, ce qui aide les entreprises à répondre aux exigences réglementaires applicables. Cette approche proactive peut contribuer à réduire le risque d’amendes et de dommages à la réputation en cas de violation des données ou de manquement à la conformité.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E4. Efficacité opérationnelle et réduction des coûts\u003C/h4\u003E\n\u003Cp\u003EAvec des données bien gouvernées, les équipes ne perdent pas d’énergie à recueillir plusieurs fois les mêmes données, réduisent le temps passé à résoudre des problèmes de qualité des données et simplifient les processus qui dépendent d’informations fiables. Lorsque les équipes peuvent avoir confiance dans les données dont elles ont besoin et y accéder facilement, les entreprises peuvent réduire leurs coûts de stockage, effectuer moins de tâches manuelles de rapprochement des données et améliorer leur productivité.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E5. Démocratisation des données et accès sécurisé\u003C/h4\u003E\n\u003Cp\u003EEn établissant des contrôles de sécurité clairs et des \u003Ca href=\"https://www.snowflake.com/fr/fundamentals/rbac/\"\u003Eautorisations utilisateur\u003C/a\u003E qui protègent les informations sensibles, les entreprises peuvent mieux exploiter leurs données sans compromettre les exigences de sécurité ou de confidentialité.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05 snowflake-responsive-component-bottom-padding-small"}},":itemsOrder":["title_v2","text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy__1413360324":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2_copy":"aem-GridColumn aem-GridColumn--default--12","text_copy":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"tools",":type":"snowflake-site/components/container",":items":{"title_v2_copy":{"id":"title-v2-37458608c0","additionalClasses":"headline-decoration","type":"heading2","lines":["Défis résolus par les frameworks modernes"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"text_copy":{"id":"text-7a7d10d75e","additionalClasses":"list--blue-bullets","text":"\u003Cp\u003EVoici les principaux défis auxquels répondent les frameworks de gouvernance des données modernes :\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E1. Silos de données et fragmentation\u003C/h4\u003E\n\u003Cp\u003ELes données des entreprises sont souvent dispersées entre différents services, systèmes et formats qui ne communiquent pas efficacement entre eux. Les frameworks modernes établissent des normes d’intégration des données et des processus de gouvernance qui éliminent ces silos, de façon à créer des vues unifiées des informations dans toute l’entreprise.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E2. Manque de constance dans la qualité des données\u003C/h4\u003E\n\u003Cp\u003ELes différentes équipes appliquent souvent des normes variables en matière de collecte, de validation et de maintenance des données, ce qui génère des informations contradictoires ou peu fiables. Les frameworks de gouvernance mettent en œuvre des indicateurs de qualité normalisés, des règles de validation et des processus de surveillance qui assurent la précision et la concordance des données dans tous les systèmes et services.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E3. Complexité réglementaire\u003C/h4\u003E\n\u003Cp\u003ELes entreprises sont confrontées à un enchevêtrement de plus en plus complexe de réglementations en matière de protection des données, telles que le RGPD, la CCPA et des exigences spécifiques à chaque secteur. Les frameworks modernes fournissent des approches structurées pour faire correspondre les exigences réglementaires aux pratiques de traitement des données, assurant ainsi une conformité complète sur des juridictions multiples.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E4. Manque de responsabilité\u003C/h4\u003E\n\u003Cp\u003ESans définition claire des responsabilités, les problèmes liés aux données restent souvent sans réponse, pendant que les différentes équipes se pointent mutuellement du doigt. Les frameworks de gouvernance établissent des rôles spécifiques (comme des data stewards) et des voies claires pour faire remonter les problèmes. Ils peuvent également définir sans ambiguïté qui est responsable des décisions en matière de qualité, de sécurité et de conformité des données.\u003Cbr\u003E\n \u003C/p\u003E\n\u003Ch4\u003E5. Goulots d’étranglement opérationnels\u003C/h4\u003E\n\u003Cp\u003ELes processus manuels de traitement des données, les retards dans l’attribution des approbations et le manque de clarté dans les procédures d’accès ralentissent les opérations stratégiques et les analyses. Les frameworks modernes automatisent les tâches de gouvernance de routine et établissent des flux de travail simplifiés qui facilitent le maintien de la sécurité tout en permettant un accès plus rapide aux données dont les utilisateurs ont besoin.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05 snowflake-responsive-component-bottom-padding-small"}},":itemsOrder":["title_v2_copy","text_copy"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy__659376865":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"conclusion",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-f951dadf0f","additionalClasses":"headline-decoration","type":"heading2","lines":["Conclusion"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"text":{"id":"text-39576cc615","additionalClasses":"list--blue-bullets","text":"\u003Cp\u003EPour réussir à exploiter leurs données, les entreprises ont besoin d’un framework de gouvernance des données efficace. En établissant des responsabilités claires, en validant l’intégrité des données et en alignant les pratiques en matière de données sur les objectifs stratégiques, une gouvernance bien structurée peut favoriser la conformité réglementaire tout en optimisant la valeur des données. Comme les parties prenantes ont l’assurance de s’appuyer sur des informations précises et concordantes, les entreprises disposant de frameworks de gouvernance efficaces peuvent prendre des décisions plus rapides et plus éclairées que leurs concurrents.\u003C/p\u003E\n\u003Cp\u003ESurtout, la gouvernance des données est une discipline qui doit évoluer en permanence au rythme des besoins stratégiques, des exigences réglementaires et des avancées technologiques. Sans cet engagement sur la durée, même les meilleurs frameworks se dégradent au fil du temps, au détriment des capacités basées sur les données dont les entreprises modernes dépendent pour réussir sur le long terme.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05 snowflake-responsive-component-bottom-padding-small"}},":itemsOrder":["title_v2","text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy__1500909857":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"title_v2":"aem-GridColumn aem-GridColumn--default--12","simple_snowflake_acc":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"faq",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-8bd6242cf5","additionalClasses":"headline-decoration","type":"heading2","lines":["Questions fréquentes sur les frameworks de gouvernance des données"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"simple_snowflake_acc":{"id":"simple-snowflake-accordion-9a389acbe6","additionalClasses":"list--blue-bullets","showDivider":false,"accordionItemsList":[{"title":"Quel est le lien entre la gestion des données et la gouvernance des données ?","richText":"\u003Cp\u003ELa gouvernance des données établit des politiques, des normes et des processus de prise de décision concernant la façon de gérer les données, tandis que la \u003Ca href=\"https://www.snowflake.com/fr/fundamentals/master-data-management/\"\u003Egestion des données\u003C/a\u003E englobe les activités quotidiennes de collecte, de stockage, de traitement et de conservation de ces données. Vous pouvez le voir ainsi : la gouvernance établit le « code de la route », tandis que la gestion des données consiste à conduire la voiture. La gouvernance définit comment les choses doivent se passer et la gestion des données en fait une réalité.\u003C/p\u003E\n"},{"title":"Comment un framework de gouvernance des données favorise-t-il la conformité réglementaire ?","richText":"\u003Cp\u003EUn framework peut démontrer qu’une entreprise gère ses données conformément aux exigences réglementaires (RGPD, HIPAA, obligations spécifiques à un secteur, etc.). Cette approche proactive fournit aux auditeurs et aux organismes de réglementation des preuves claires de la \u003Ca href=\"https://www.snowflake.com/fr/fundamentals/governance-risk-compliance/\"\u003Econformité\u003C/a\u003E, tout en réduisant le risque d’amendes coûteuses et de problèmes juridiques liés à un mauvais traitement des données.\u003C/p\u003E\n"},{"title":"Comment évaluer un framework de gouvernance des données ?","richText":"\u003Cp\u003EVous pouvez évaluer un framework de gouvernance des données en mesurant des indicateurs clés tels que des scores de qualité des données, des résultats d’audits de conformité ou encore le délai nécessaire pour accéder aux données demandées. De nombreuses entreprises utilisent également des modèles de maturité à l’aide de frameworks tels que COBIT ou DAMA-DMBOK pour évaluer leurs capacités de gouvernance par rapport aux normes du secteur et suivre leurs progrès au fil du temps.\u003C/p\u003E\n"}],":type":"snowflake-site/components/simple-snowflake-accordion","appliedCssClassNames":"snowflake-responsive-component-bottom-padding-small"}},":itemsOrder":["title_v2","simple_snowflake_acc"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy__480869401":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"flexible_column_cont":"aem-GridColumn aem-GridColumn--default--12","title_v2":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"customer",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-f4c8c9c732","additionalClasses":"headline-decoration","type":"heading2","lines":["Clients qui utilisent l’AI Data Cloud"],":type":"snowflake-site/components/title-v2","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"},"flexible_column_cont":{"id":"flexible-column-container-1914ac4985","type":"2-column-even","alignColumns":"match-height","containerMaxWidth":"extra-large","topPadding":"extra-small","bottomPadding":"small","spaceBetween":"small","reverseOnMobile":false,"carouselOnMobile":false,"backgroundImageOption":"none","flexible_column_content_container_1":{"layout":"SIMPLE","id":"container-2e2b8e58d5",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"card_v2":{"id":"card-v2-10578a2e12","configurationStatus":{"configured":true,"message":""},"text":{"id":"text","text":"\u003Cp\u003EMerkle, une société de dentsu, consolide les données sensibles et collabore avec ses clients dans Snowflake. Le résultat ? Un environnement de données plus efficace et fiable qui accélère l’accès aux données et réduit les risques.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text"},"layoutStyle":"vertical","title":{"id":"title","type":"heading4","lines":["Merkle améliore l’expérience client tout en assurant la gouvernance et la sécurité des données"],":type":"snowflake-site/components/title-v2"},"button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"attributes":{"target":"_blank"},"url":"https://www.snowflake.com/en/customers/all-customers/case-study/merkle/"},"linkTargetContentType":"GENERIC","linkType":"SNOWFLAKE_EXTERNAL",":type":"snowflake-site/components/button","text":"Lire le témoignage"},":type":"snowflake-site/components/card-v2","image":{"id":"image","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--eaeaceff-bbea-4758-9c80-983c74943b9b/merkle-customer-card%25402x.jpg?quality=85&preferwebp=true","alt":"simon data logo","lazyEnabled":true,"height":"720","width":"1680",":type":"snowflake-site/components/image"},"type":"content-card"}},":itemsOrder":["card_v2"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-medium"},"flexible_column_content_container_2":{"layout":"SIMPLE","id":"container-5d91175ffc",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"card_v2_copy":{"id":"card-v2-290bcbde93","configurationStatus":{"configured":true,"message":""},"text":{"id":"text","text":"\u003Cp\u003ELa centralisation des données dans l’AI Data Cloud de Snowflake permet à la ville de Gilbert aux États-Unis d’améliorer sa gouvernance des données, d’accélérer la collaboration et de transmettre au public des informations sur les performances.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text"},"layoutStyle":"vertical","title":{"id":"title","type":"heading4","lines":["La ville de Gilbert renforce la gouvernance des données tout en servant mieux la communauté"],":type":"snowflake-site/components/title-v2"},"button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/customers/all-customers/case-study/town-of-gilbert/"},"linkTargetContentType":"GENERIC","linkType":"SNOWFLAKE_EXTERNAL",":type":"snowflake-site/components/button","text":"Lire le témoignage"},":type":"snowflake-site/components/card-v2","image":{"id":"image","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--bd040113-0d19-45d5-be25-21e8fbcff330/gilbert-customer-card%25402x.jpg?quality=85&preferwebp=true","alt":"penske logo","lazyEnabled":true,"height":"720","width":"1680",":type":"snowflake-site/components/image"},"type":"content-card"}},":itemsOrder":["card_v2_copy"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-medium"},"isBlogPage":false,"isActiveTOC":false,":type":"snowflake-site/components/flexible-column-container"}},":itemsOrder":["title_v2","flexible_column_cont"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"container_copy_copy__373061683":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"flexible_column_cont":"aem-GridColumn aem-GridColumn--default--12","title_v2":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"resources",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-e6f8539943","type":"heading2","lines":["Ressources sur la gouvernance des 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