{"id":31419,"date":"2025-10-08T13:44:07","date_gmt":"2025-10-08T13:44:07","guid":{"rendered":"https:\/\/www.tenthrevolution.com\/?p=30658"},"modified":"2025-10-08T13:44:07","modified_gmt":"2025-10-08T13:44:07","slug":"plate-forme-prete-a-lemploi-iceberg-delta-hudi-2","status":"publish","type":"post","link":"https:\/\/stage.tenthrevolution.com\/fr\/data-ai\/ai-ready-platform-iceberg-delta-hudi-2\/","title":{"rendered":"Construire une base de donn\u00e9es pr\u00eate pour l'IA : Pourquoi les formats de table ouverts fa\u00e7onnent la strat\u00e9gie des entreprises"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"31419\" class=\"elementor elementor-31419\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12ebe0e e-flex e-con-boxed e-con e-parent\" data-id=\"12ebe0e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ceedc2 elementor-widget elementor-widget-text-editor\" data-id=\"9ceedc2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>L'IA a transform\u00e9 la fa\u00e7on dont les entreprises envisagent leurs plateformes de donn\u00e9es.<\/b><\/p><p><span style=\"font-weight: 400;\">L'objectif ne se limite plus \u00e0 l'analyse et \u00e0 la production de rapports. Les donn\u00e9es doivent d\u00e9sormais \u00eatre en temps r\u00e9el, interop\u00e9rables et suffisamment fiables pour alimenter les syst\u00e8mes d'IA g\u00e9n\u00e9rative sans introduire de co\u00fbts inutiles ou de risques de conformit\u00e9. C'est pourquoi les formats de tableaux ouverts tels qu'Apache Iceberg, Delta Lake et Apache Hudi sont devenus essentiels pour les architectures de donn\u00e9es modernes.<\/span><\/p><p><span style=\"font-weight: 400;\">Au lieu d'une nouvelle vague d'enfermement propri\u00e9taire, les entreprises adoptent des normes ouvertes et des piles modulaires qui leur offrent flexibilit\u00e9 et contr\u00f4le. Mais il ne suffit pas de conna\u00eetre le nom de ces technologies. La v\u00e9ritable opportunit\u00e9 r\u00e9side dans la compr\u00e9hension de la mani\u00e8re dont elles s'int\u00e8grent pour cr\u00e9er une fondation pr\u00eate pour l'IA qui \u00e9quilibre la gouvernance, le co\u00fbt et l'\u00e9volutivit\u00e9.<\/span><\/p><h2><b>Pourquoi les formats de table ouverts gagnent-ils du terrain ?<\/b><\/h2><p><span style=\"font-weight: 400;\">Pendant des ann\u00e9es, les entreprises se sont retrouv\u00e9es coinc\u00e9es entre les lacs de donn\u00e9es et les entrep\u00f4ts de donn\u00e9es. Les lacs offraient de l'\u00e9chelle mais manquaient de structure. Les entrep\u00f4ts, quant \u00e0 eux, offraient une structure, mais \u00e0 un co\u00fbt beaucoup plus \u00e9lev\u00e9. Les formats de table ouverts tels qu'Iceberg, Delta et Hudi comblent d\u00e9sormais ce foss\u00e9 en ajoutant des sch\u00e9mas, des versions et une gouvernance \u00e0 un stockage abordable et \u00e9volutif.<\/span><\/p><p><span style=\"font-weight: 400;\">Le r\u00e9sultat est une plateforme de donn\u00e9es qui tient ses promesses :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Coh\u00e9rence entre les pipelines de diffusion en continu et les pipelines de traitement par lots<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Interop\u00e9rabilit\u00e9 entre les outils et les plates-formes, \u00e9vitant le verrouillage des fournisseurs<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gouvernance int\u00e9gr\u00e9e gr\u00e2ce \u00e0 des fonctionnalit\u00e9s telles que les pistes d'audit et les voyages dans le temps<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">Cette \u00e9volution est particuli\u00e8rement cruciale pour l'IA. Les mod\u00e8les n'ont pas seulement besoin de grandes quantit\u00e9s de donn\u00e9es, mais aussi de donn\u00e9es pr\u00e9cises, tra\u00e7ables et continuellement mises \u00e0 jour. Gr\u00e2ce aux formats de table ouverts, les entreprises peuvent fournir aux mod\u00e8les les informations structur\u00e9es et v\u00e9rifiables dont ils ont besoin pour prendre des d\u00e9cisions fiables.<\/span><\/p><h2><b>La place de la diffusion en continu<\/b><\/h2><p><span style=\"font-weight: 400;\">Les formats de tableau r\u00e9solvent le probl\u00e8me de la structure, mais l'IA exige \u00e9galement de la rapidit\u00e9. Les agents, les copilotes et les assistants IA doivent avoir acc\u00e8s \u00e0 des donn\u00e9es en temps r\u00e9el, qu'elles proviennent de syst\u00e8mes de transaction, de cadres de conformit\u00e9 ou d'interactions avec les clients. C'est la raison pour laquelle de nombreuses entreprises fusionnent aujourd'hui leurs piles de stockage et de diffusion en continu.<\/span><\/p><p><span style=\"font-weight: 400;\">Les architectures de donn\u00e9es modernes associent Iceberg, Delta ou Hudi \u00e0 des technologies telles que Kafka, Flink ou Spark Structured Streaming :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Des donn\u00e9es actualis\u00e9es pour que les mod\u00e8les fonctionnent toujours sur la base des informations les plus r\u00e9centes<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Fiabilit\u00e9 gr\u00e2ce \u00e0 l'\u00e9volution des sch\u00e9mas et \u00e0 la gestion intelligente des erreurs<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c9volutivit\u00e9 permettant de faire face \u00e0 une augmentation subite de la demande sans perturber les syst\u00e8mes en aval<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">Pour toute entreprise qui investit dans l'IA, les donn\u00e9es en temps r\u00e9el ne sont plus un luxe, mais un \u00e9l\u00e9ment essentiel de pr\u00e9cision et de confiance.<\/span><\/p><p><span style=\"font-weight: 400;\">Vous avez besoin d'aide pour cr\u00e9er des pipelines de streaming qui s'int\u00e8grent de mani\u00e8re transparente \u00e0 votre pile de donn\u00e9es ? <\/span><span style=\"font-weight: 400;\">Le groupe Tenth Revolution met en relation les organisations avec <a href=\"https:\/\/www.tenthrevolution.com\/services\/finding-talent\/\">ing\u00e9nieurs et architectes sp\u00e9cialis\u00e9s dans les donn\u00e9es<\/a> sp\u00e9cialis\u00e9s dans Iceberg, Delta, Hudi et Kafka ; des professionnels capables de construire des bases de donn\u00e9es \u00e9volutives pour une croissance bas\u00e9e sur l'IA.<\/span><\/p><h2><b>La couche de gouvernance : Au-del\u00e0 de la conformit\u00e9<\/b><\/h2><p><span style=\"font-weight: 400;\">Alors que l'adoption de l'IA s'acc\u00e9l\u00e8re, la gouvernance passe du statut de case \u00e0 cocher r\u00e9glementaire \u00e0 celui de diff\u00e9rentiateur concurrentiel. Les r\u00e9gulateurs demandent comment les entreprises g\u00e8rent les donn\u00e9es d'entra\u00eenement et d'inf\u00e9rence, tandis que les clients attendent de plus en plus de transparence sur l'utilisation des donn\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">Les formats de table ouverts permettent d'effectuer des audits au niveau du stockage, mais une gouvernance efficace va plus loin. Les entreprises tourn\u00e9es vers l'avenir mettent aujourd'hui en \u0153uvre :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Catalogues de donn\u00e9es unifi\u00e9s<\/b><span style=\"font-weight: 400;\"> qui offrent une vue unique des actifs \u00e0 l'\u00e9chelle de l'organisation<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Couches s\u00e9mantique et m\u00e9trique<\/b><span style=\"font-weight: 400;\"> qui normalisent les d\u00e9finitions et l'utilisation au sein des \u00e9quipes<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Contr\u00f4les d'acc\u00e8s bas\u00e9s sur les r\u00f4les<\/b><span style=\"font-weight: 400;\"> qui associent les autorisations \u00e0 la responsabilit\u00e9 de l'entreprise<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">Ensemble, ces composants garantissent que lorsque les syst\u00e8mes d'IA acc\u00e8dent aux donn\u00e9es, les chefs d'entreprise peuvent r\u00e9pondre \u00e0 des questions cl\u00e9s : D'o\u00f9 proviennent ces donn\u00e9es ? Qui en est responsable ? Sont-elles appropri\u00e9es pour \u00eatre utilis\u00e9es dans ce contexte sp\u00e9cifique ?<\/span><\/p><p><span style=\"font-weight: 400;\">Une gouvernance solide n'est pas seulement une question de conformit\u00e9, elle permet \u00e9galement de renforcer la confiance dans toutes les d\u00e9cisions prises par votre entreprise en mati\u00e8re d'IA.<\/span><\/p><h2><b>Une perspective diff\u00e9rente : Le rapport co\u00fbt-efficacit\u00e9<\/b><\/h2><p><span style=\"font-weight: 400;\">L'IA et l'analytique avanc\u00e9e cr\u00e9ent une immense valeur, mais introduisent \u00e9galement de nouvelles pressions financi\u00e8res. \u00c0 mesure que les charges de travail de l'IA augmentent, les co\u00fbts de formation et de service peuvent augmenter rapidement. Les formats de table ouverte offrent un moyen de maintenir ces co\u00fbts pr\u00e9visibles.<\/span><\/p><p><span style=\"font-weight: 400;\">En s\u00e9parant le calcul du stockage et en adoptant des normes ouvertes, les entreprises peuvent choisir les services les plus rentables sans \u00eatre li\u00e9es \u00e0 un seul fournisseur. Cette flexibilit\u00e9 devient cruciale \u00e0 mesure que les organisations traitent des ensembles massifs de donn\u00e9es d'entra\u00eenement et servent l'inf\u00e9rence \u00e0 l'\u00e9chelle.<\/span><\/p><p><span style=\"font-weight: 400;\">Lorsqu'ils sont mis en \u0153uvre de mani\u00e8re strat\u00e9gique, Iceberg, Delta et Hudi peuvent aider les entreprises \u00e0 maintenir \u00e0 la fois la flexibilit\u00e9 et le contr\u00f4le des co\u00fbts. Mais pour atteindre cet \u00e9quilibre, il faut des professionnels des donn\u00e9es qui comprennent \u00e0 la fois les principes FinOps et les meilleures pratiques en mati\u00e8re d'ing\u00e9nierie des donn\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">Vous cherchez \u00e0 aligner votre strat\u00e9gie de donn\u00e9es d'IA sur la discipline financi\u00e8re ? <\/span><span style=\"font-weight: 400;\">Le groupe Tenth Revolution aide les entreprises \u00e0 embaucher <a href=\"https:\/\/www.tenthrevolution.com\/services\/finding-talent\/\">Ing\u00e9nieurs de donn\u00e9es experts en FinOps<\/a> qui allient l'expertise technique \u00e0 une compr\u00e9hension claire de la gouvernance des co\u00fbts.<\/span><\/p><h2><b>Ce sur quoi les dirigeants doivent se concentrer aujourd'hui<\/b><\/h2><p><span style=\"font-weight: 400;\">Pour les directeurs financiers, les directeurs des syst\u00e8mes d'information et les directeurs des donn\u00e9es, le d\u00e9fi va bien au-del\u00e0 du choix de la technologie. Construire une plateforme pr\u00eate pour l'IA signifie planifier l'\u00e9volutivit\u00e9, l'interop\u00e9rabilit\u00e9 et la gouvernance continue d\u00e8s le d\u00e9part. Les \u00e9tapes suivantes peuvent aider les dirigeants \u00e0 pr\u00e9parer leur organisation \u00e0 la r\u00e9ussite :<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Adopter un format de table ouvert.<\/b><span style=\"font-weight: 400;\"> Que vous choisissiez Iceberg, Delta ou Hudi, faites-en la norme de l'entreprise. Les environnements fragment\u00e9s ralentissent les progr\u00e8s et ajoutent une complexit\u00e9 inutile.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Investir dans des pipelines en temps r\u00e9el.<\/b><span style=\"font-weight: 400;\"> Le traitement par lots ne suffit plus \u00e0 r\u00e9pondre aux exigences de vitesse de l'IA. Adoptez des architectures de type \"streaming-first\" qui s'int\u00e8grent de mani\u00e8re transparente \u00e0 votre centre d'h\u00e9bergement.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Int\u00e9grer la gouvernance d\u00e8s le d\u00e9part.<\/b><span style=\"font-weight: 400;\"> Int\u00e9grez les catalogues, les couches s\u00e9mantiques et les contr\u00f4les d'acc\u00e8s dans votre architecture d\u00e8s le premier jour plut\u00f4t que de les traiter apr\u00e8s coup.<\/span><p>\u00a0<\/p><\/li><\/ol><p><span style=\"font-weight: 400;\">Avec ces priorit\u00e9s en place, les entreprises peuvent construire des syst\u00e8mes d'IA \u00e9volutifs, transparents et financi\u00e8rement viables.<\/span><\/p><p><span style=\"font-weight: 400;\">Alors que l'IA devient un \u00e9l\u00e9ment central de la strat\u00e9gie des entreprises, les dirigeants qui associent une infrastructure de donn\u00e9es ouvertes aux bons talents se d\u00e9marqueront de leurs organisations.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53953fb elementor-cta--layout-image-left elementor-cta--skin-classic elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"53953fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg lazyload\" style=\"background-image:inherit;\" role=\"img\" aria-label=\"Image de carte_01\" data-bg-image=\"url(https:\/\/stage.tenthrevolution.com\/wp-content\/uploads\/2024\/10\/Card-image_01-768x525.jpg)\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\t<b>Pr\u00eat \u00e0 moderniser votre plateforme de donn\u00e9es pour l'\u00e8re de l'IA ? <\/b>\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tLe groupe Tenth Revolution aide les entreprises \u00e0 recruter des ing\u00e9nieurs de donn\u00e9es experts, des architectes et des sp\u00e9cialistes FinOps qui peuvent construire les cadres n\u00e9cessaires \u00e0 l'adoption s\u00e9curis\u00e9e et rentable de l'IA. \t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-\" href=\"https:\/\/www.tenthrevolution.com\/services\/finding-talent\/\">\n\t\t\t\t\t\tCommencer\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>D\u00e9couvrez comment les formats de tableaux ouverts comme Iceberg, Delta et Hudi aident les entreprises \u00e0 cr\u00e9er des plateformes de donn\u00e9es pr\u00eates pour l'IA.<\/p>","protected":false},"author":2,"featured_media":31431,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[74],"tags":[],"class_list":["post-31419","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI-ready data foundations: Why open table formats are shaping strategy<\/title>\n<meta name=\"description\" content=\"Discover how Iceberg, Delta, and Hudi form the backbone of AI-ready data platforms by uniting governance, interoperability, and real-time pipelines.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI-ready data foundations: Why open table formats are shaping strategy\" \/>\n<meta property=\"og:description\" content=\"Discover how Iceberg, Delta, and Hudi form the backbone of AI-ready data platforms by uniting governance, interoperability, and real-time pipelines.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/stage.tenthrevolution.com\/fr\/donnees-ai\/plate-forme-prete-a-lemploi-iceberg-delta-hudi-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Tenth 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