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Una guida pratica al Data Management Body of Knowledge"],":type":"snowflake-site/components/title-v2"},"subheadline":{"id":"subheadline","text":"\u003Cp\u003EDAMA-DMBOK è un framework di riferimento ampiamente riconosciuto per la gestione dei dati: definisce i principi, le pratiche e le funzioni alla base di ogni programma dati maturo. Questa guida illustra le 11 aree di conoscenza, come si collegano tra loro e come metterle in pratica.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text"},"layout":"60-40","buttons_container":{"layout":"SIMPLE","id":"container-501442836d",":type":"snowflake-site/components/button/buttons-container",":items":{},":itemsOrder":[]},"flexible_container":{"layout":"SIMPLE","id":"container-53c8d0faae",":type":"snowflake-site/components/container",":items":{"breadcrumb":{"id":"breadcrumb-f83fbce561","items":[{"id":"breadcrumb-f83fbce561-item-55fd32de07","link":{"valid":true,"url":"/it/data-governance/"},"active":false,"current":false,"title":"Data governance",":type":"snowflake-site/components/structure/page","appliedCssClassNames":"summit-page"},{"id":"breadcrumb-f83fbce561-item-6a3456ab03","link":{"valid":true,"url":"/it/data-governance/frameworks/"},"active":false,"current":false,"title":"Framework",":type":"snowflake-site/components/structure/page","appliedCssClassNames":"summit-page"},{"id":"breadcrumb-f83fbce561-item-4027bdaf27","link":{"valid":true,"url":"/it/data-governance/frameworks/dama-dmbok/"},"active":true,"current":true,"title":"DAMA-DMBOK",":type":"snowflake-site/components/structure/fundamentals-page","appliedCssClassNames":"summit-page"}],":type":"snowflake-site/components/breadcrumb"}},":itemsOrder":["breadcrumb"]},":type":"snowflake-site/components/hero-system","appliedCssClassNames":"snowflake-hero-system-background-grad-white"},"container_copy":{"layout":"RESPONSIVE_GRID","columnCount":12,"columnClassNames":{"container":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","id":"container-bd1b511b92",":type":"snowflake-site/components/container",":items":{"container":{"layout":"RESPONSIVE_GRID","columnCount":12,"columnClassNames":{"flexible_column_cont":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","id":"container-86ace2830b",":type":"snowflake-site/components/container",":items":{"flexible_column_cont":{"id":"flexible-column-container-f837e0930c","type":"2-column-25-75","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"medium","bottomPadding":"medium","spaceBetween":"small","reverseOnMobile":false,"carouselOnMobile":false,"propertiesCSSClasses":"use-case-body","backgroundImageOption":"none","flexible_column_content_container_1":{"layout":"SIMPLE","id":"container-68624c28eb",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"text":{"id":"text-eec6772344","additionalClasses":"page-toc","text":"\u003Cul\u003E\n\u003Cli data-anchor=\"what-is-dama-dmbok\"\u003ECos’è DAMA-DMBOK?\u003C/li\u003E\n\u003Cli data-anchor=\"the-11-dama-dmbok-knowledge-areas\"\u003ELe 11 aree di conoscenza di DAMA-DMBOK\u003C/li\u003E\n\u003Cli data-anchor=\"applying-dama-dmbok-with-snowflake\"\u003EApplicare DAMA-DMBOK con Snowflake\u003C/li\u003E\n\u003Cli data-anchor=\"dmbok-is-comprehensive-by-design\"\u003EDMBOK è completo per natura\u003C/li\u003E\n\u003Cli data-anchor=\"resources\"\u003ERisorse\u003C/li\u003E\n\u003C/ul\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-regular text-color-text-05"},"experiencefragment":{"id":"experiencefragment-667726aef3","localizedFragmentVariationPath":"/content/experience-fragments/snowflake-site/language-masters/it/site/share-icons/share-icons-no-title/jcr:content","configured":true,":type":"snowflake-site/components/experiencefragment","xfModelPath":"/content/experience-fragments/snowflake-site/language-masters/it/site/share-icons/share-icons-no-title.xfmodel.json?callerPage=/content/snowflake-site/global/it/data-governance/frameworks/dama-dmbok"}},":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":{"section_0":{"layout":"RESPONSIVE_GRID","columnCount":12,"columnClassNames":{"text_0":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","id":"intro",":type":"snowflake-site/components/container",":items":{"text_0":{"id":"text-e4752244b5","text":"\u003Cp\u003EIl Data Management Body of Knowledge, o DAMA-DMBOK®, offre ai team di gestione dei dati, ai CDO e ai professionisti della governance un linguaggio comune e una mappa strutturata della disciplina all’interno di un più ampio \u003Ca href=\"https://www.snowflake.com/it/data-governance/frameworks/\"\u003Eframework di data governance\u003C/a\u003E. È intenzionalmente non prescrittivo: definisce ciò che le organizzazioni devono affrontare, senza imporre come farlo. Questo lo rende applicabile a qualsiasi settore, stack tecnologico e organizzazione di qualunque dimensione.\u003C/p\u003E\n\u003Cp\u003EIn genere i team implementano DAMA-DMBOK per fasi, dando priorità alle aree di conoscenza più rilevanti rispetto alle pressioni normative, operative o strategiche del momento, ed estendono la copertura man mano che il programma matura.\u003C/p\u003E\n\u003Cp\u003ECon \u003Ca rel=\"noopener noreferrer\" href=\"https://dama.org/dama-dmbok-3-0-project/\" target=\"_blank\"\u003EDMBOK 3.0\u003C/a\u003E in fase di sviluppo attivo dal 2026, il framework si sta evolvendo per affrontare l'\u003Ca href=\"https://www.snowflake.com/it/fundamentals/ai-governance/\"\u003EAI governance\u003C/a\u003E, la gestione dei dati di machine learning e le moderne architetture cloud, mantenendo i propri principi ancorati alle realtà che i team dati affrontano oggi.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"}},":itemsOrder":["text_0"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"section_1":{"layout":"RESPONSIVE_GRID","columnCount":12,"columnClassNames":{"text_0":"aem-GridColumn aem-GridColumn--default--12","title_v2":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","id":"what-is-dama-dmbok",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-342a149f9c","type":"heading2","lines":["Cos’è DAMA-DMBOK?"],":type":"snowflake-site/components/title-v2"},"text":{"id":"text-30fa7a0070","text":"\u003Cp\u003EDMBOK è il framework di riferimento per la gestione dei dati di DAMA International, riconosciuto a livello globale. Definisce i principi, le pratiche e le funzioni fondamentali di cui professionisti dei dati e organizzazioni hanno bisogno per sviluppare e sostenere programmi efficaci di gestione dei dati. È inoltre la base di conoscenza fondamentale per la certificazione \u003Ca rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://cdmp.info/\"\u003ECDMP\u003C/a\u003E (Certified Data Management Professional), una credenziale professionale ampiamente riconosciuta nel campo della gestione dei dati.\u003C/p\u003E\n\u003Cp\u003EMentre framework come \u003Ca href=\"https://snowflake.com/en/data-governance/frameworks/dcam/\"\u003EDCAM\u003C/a\u003E forniscono un modello strutturato di valutazione della maturità, DMBOK è un corpus di conoscenze: un riferimento completo che definisce cosa comprende la gestione dei dati, come si presentano le buone pratiche in ciascuna disciplina e come le funzioni si relazionano tra loro.\u003C/p\u003E\n\u003Cp\u003EVale la pena evidenziare alcuni confini importanti:\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"text_0":{"id":"text-c80fe364f9","additionalClasses":"list--blue-bullets","text":"\u003Cul\u003E\n\u003Cli\u003E\u003Cb\u003EDMBOK non è un modello di maturità.\u003C/b\u003E Non assegna alle organizzazioni un punteggio rispetto a livelli predefiniti né produce un’analisi dei gap. Le organizzazioni che necessitano di questo tipo di risultato in genere affiancano a DMBOK un framework di valutazione come DCAM.\u003C/li\u003E\n\u003Cli\u003E\u003Cb\u003EDMBOK non è un obbligo di conformità.\u003C/b\u003E È allineato ai requisiti normativi, ma non è giuridicamente vincolante.\u003C/li\u003E\n\u003Cli\u003E\u003Cb\u003EDMBOK non è un manuale tecnologico.\u003C/b\u003E Non raccomanda strumenti o piattaforme specifici.\u003C/li\u003E\n\u003C/ul\u003E\n\u003Cp\u003EAl centro del framework DMBOK si colloca la \u003Ca href=\"https://snowflake.com/it/data-governance/\"\u003Edata governance\u003C/a\u003E: la funzione che sostiene e collega tutte le altre aree di conoscenza. DAMA la rappresenta visivamente con la ruota DAMA, in cui la Data Governance è il fulcro centrale e le 11 aree di conoscenza sono disposte come raggi attorno a essa.\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"}},":itemsOrder":["title_v2","text","text_0"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"section_2":{"layout":"RESPONSIVE_GRID","columnCount":12,"columnClassNames":{"text_0":"aem-GridColumn aem-GridColumn--default--12","title_v2":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","id":"the-11-dama-dmbok-knowledge-areas",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-82bb92910a","type":"heading2","lines":["Le 11 aree di conoscenza di DAMA-DMBOK"],":type":"snowflake-site/components/title-v2"},"text_0":{"id":"text-eea58b7cba","text":"\u003Cp\u003EDMBOK organizza la gestione dei dati in 11 aree di conoscenza interconnesse. Ogni capitolo del framework illustra i driver di business, i concetti essenziali, le attività, gli strumenti e le linee guida di implementazione relativi a ciascuna area.\u003C/p\u003E\u003Ctable\u003E\u003Cthead\u003E\u003Ctr\u003E\u003Cth\u003EArea di conoscenza\u003C/th\u003E\u003Cth\u003ECosa comprende\u003C/th\u003E\u003C/tr\u003E\u003C/thead\u003E\u003Ctbody\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EData Governance\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EPolicy, diritti decisionali, ruoli e strutture di responsabilità per gestire i dati come asset di business\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EData Architecture\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EStrutture, modelli e framework dati enterprise che allineano la progettazione dei dati alla strategia di business\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EData Modeling and Design\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EModelli di dati concettuali, logici e fisici che supportano integrazione, operazioni e analisi dei dati\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EData Storage and Operations\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EProgettazione dello storage fisico, gestione dei database, prestazioni e supporto operativo per i dati strutturati\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EData Security\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EPrivacy, riservatezza, controllo degli accessi e protezione dei dati lungo l’intero ciclo di vita\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EData Integration and Interoperability\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EProcessi e tecniche per spostare, consolidare e trasformare i dati tra i sistemi\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EDocument and Content Management\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EGestione di dati non strutturati e semi‑strutturati, inclusi documenti, record e contenuti digitali\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EReference and Master Data\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EGestione di dati condivisi e autorevoli: dai master data (clienti, prodotti) ai reference data (codici, classificazioni)\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EData Warehousing and Business Intelligence\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EPianificazione, implementazione e gestione dell’infrastruttura dati analitica e del reporting\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EMetadata\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003ERaccolta, gestione e utilizzo dei dati sui dati: definizioni, lineage, classificazione e contesto\u003C/td\u003E\u003C/tr\u003E\u003Ctr\u003E\u003Ctd\u003E\u003Cstrong\u003EData Quality\u003C/strong\u003E\u003C/td\u003E\u003Ctd\u003EDefinizione, misurazione e miglioramento di accuratezza, completezza, coerenza e idoneità all’uso dei dati\u003C/td\u003E\u003C/tr\u003E\u003C/tbody\u003E\u003C/table\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"}},":itemsOrder":["title_v2","text_0"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"section_3":{"layout":"RESPONSIVE_GRID","columnCount":12,"columnClassNames":{"h3_title_3":"aem-GridColumn aem-GridColumn--default--12","h3_title_4":"aem-GridColumn aem-GridColumn--default--12","text_1":"aem-GridColumn aem-GridColumn--default--12","h3_title_5":"aem-GridColumn aem-GridColumn--default--12","text_0":"aem-GridColumn aem-GridColumn--default--12","title_v2":"aem-GridColumn aem-GridColumn--default--12","h3_title_0":"aem-GridColumn aem-GridColumn--default--12","h3_title_1":"aem-GridColumn aem-GridColumn--default--12","h3_title_2":"aem-GridColumn aem-GridColumn--default--12","text_3":"aem-GridColumn aem-GridColumn--default--12","text_2":"aem-GridColumn aem-GridColumn--default--12","text_5":"aem-GridColumn aem-GridColumn--default--12","text_4":"aem-GridColumn aem-GridColumn--default--12","text_6":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","id":"applying-dama-dmbok-with-snowflake",":type":"snowflake-site/components/container",":items":{"title_v2":{"id":"title-v2-99afb0e889","type":"heading2","lines":["Applicare DAMA-DMBOK con Snowflake"],":type":"snowflake-site/components/title-v2"},"text_0":{"id":"text-8f069f86a4","text":"\u003Cp\u003ELe 11 aree di conoscenza di DMBOK possono essere allineate alle funzionalità disponibili in Snowflake. In questo modo i team dispongono di un percorso pratico dai principi del framework all’implementazione operativa.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"h3_title_0":{"id":"title-v2-422be60cde","type":"heading3","lines":["Data governance"],":type":"snowflake-site/components/title-v2"},"text_1":{"id":"text-a43ad99689","text":"\u003Cp\u003ESnowflake \u003Ca href=\"https://www.snowflake.com/en/product/features/horizon/\"\u003EHorizon Catalog\u003C/a\u003E offre una governance integrata per dati, applicazioni e modelli. 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