{"id":26361,"date":"2025-11-25T15:01:07","date_gmt":"2025-11-25T15:01:07","guid":{"rendered":"https:\/\/www.novotek.com\/fr\/?p=26361"},"modified":"2025-12-02T09:07:09","modified_gmt":"2025-12-02T09:07:09","slug":"dataops-industriel-heterogeneite-donnees","status":"publish","type":"post","link":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/","title":{"rendered":"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif"},"content":{"rendered":"  <div class=\"hero\">\n    <div class=\"carousel hero-slider small\" data-flickity data-flickity-options='{\"prevNextButtons\": false}'>\n              <div class=\"carousel-cell\">\n          <div class=\"container\">\n            <div class=\"hero-content\">\n                              <p data-start=\"787\" data-end=\"1006\">Dans le contexte actuel de transformation num\u00e9rique (Industrie 4.0), les usines ne manquent pas de donn\u00e9es. Le v\u00e9ritable d\u00e9fi ne r\u00e9side plus dans la collecte, mais dans la capacit\u00e9 \u00e0 rendre cette donn\u00e9e intelligible, fiable et utilisable par tous les acteurs de l&rsquo;entreprise, des op\u00e9rateurs sur le terrain aux Data Scientists dans le Cloud.<\/p>\n              \n                          <\/div>\n          <\/div>\n\n          <img decoding=\"async\" width=\"1024\" height=\"427\" src=\"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing-1024x427.jpg.webp\" class=\"hero-bg\" alt=\"Hero Img\" fetchpriority=\"high\" srcset=\"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing-1024x427.jpg.webp 1024w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing-300x125.jpg.webp 300w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing-768x320.jpg.webp 768w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing-1536x640.jpg.webp 1536w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing-86x36.jpg.webp 86w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing-306x128.jpg.webp 306w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing-636x265.jpg.webp 636w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing-1632x680.jpg.webp 1632w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Header_Discrete-Manufacturing.jpg.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>                  <\/div>\n          <\/div>\n\n      <\/div>\n\n   \n\n\n<div class=\"container-md paragraph  \">\n<p>Dans le contexte actuel de transformation num\u00e9rique (Industrie 4.0), les usines ne manquent pas de donn\u00e9es. Le v\u00e9ritable d\u00e9fi ne r\u00e9side plus dans la collecte, mais dans la capacit\u00e9 \u00e0 rendre cette donn\u00e9e intelligible, fiable et utilisable par tous les acteurs de l&rsquo;entreprise, des op\u00e9rateurs sur le terrain aux Data Scientists dans le Cloud.<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Qu&rsquo;est-ce que le DataOps Industriel ?<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Le DataOps Industriel est une approche qui applique les principes de l&rsquo;agilit\u00e9 et du DevOps \u00e0 la gestion des donn\u00e9es de production. Contrairement \u00e0 l&rsquo;informatique classique, l&rsquo;environnement industriel (OT) pr\u00e9sente une complexit\u00e9 unique : il doit faire cohabiter des automates (PLC) vieux de 20 ans avec des capteurs IoT de derni\u00e8re g\u00e9n\u00e9ration, le tout sans interrompre la production.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>L&rsquo;objectif du DataOps est simple : <strong>briser les silos<\/strong>. Il s&rsquo;agit de cr\u00e9er une architecture fluide o\u00f9 la donn\u00e9e est :<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ol start=\"1\" class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Contextualis\u00e9e :<\/strong> Une valeur brute de \u00ab\u00a045\u00a0\u00bb ne veut rien dire sans son unit\u00e9 et sa source.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Standardis\u00e9e :<\/strong> Harmonisant les protocoles disparates (OPC UA, MQTT, Modbus, etc.).<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>S\u00e9curis\u00e9e et Disponible :<\/strong> Pour les applications m\u00e9tiers, l&rsquo;IA ou les tableaux de bord.<\/li>\n<\/div><\/ol>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\">Le d\u00e9fi de l&rsquo;h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des syst\u00e8mes<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>La r\u00e9alit\u00e9 de la plupart des sites industriels aujourd&rsquo;hui est celle d&rsquo;une \u00ab\u00a0dette technologique\u00a0\u00bb. Vous disposez probablement d&rsquo;une multitude d&rsquo;actifs :<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Syst\u00e8mes historiques (SCADA, HMI, ERP).<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Nouvelles technologies (IoT, Edge Computing, Cloud).<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Cette h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 cr\u00e9e des frictions. Comment s&rsquo;assurer que la donn\u00e9e g\u00e9n\u00e9r\u00e9e par un robot sur la ligne A est compr\u00e9hensible par l&rsquo;algorithme d&rsquo;IA h\u00e9berg\u00e9 sur Azure ? Sans une strat\u00e9gie <strong>DataOps<\/strong> claire, les \u00e9quipes passent 80% de leur temps \u00e0 nettoyer les donn\u00e9es et seulement 20% \u00e0 les analyser.<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\">La solution : Vers une architecture unifi\u00e9e (UNS)<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Pour r\u00e9ussir cette convergence IT\/OT, l&rsquo;architecture de donn\u00e9es doit \u00e9voluer. Une des tendances lourdes que nous observons et d\u00e9ployons chez nos clients est le <strong>Unified Namespace (UNS)<\/strong>.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>L&rsquo;UNS agit comme une source unique de v\u00e9rit\u00e9. Au lieu de cr\u00e9er des connexions \u00ab\u00a0point \u00e0 point\u00a0\u00bb (spaghetti) entre chaque logiciel, tous les syst\u00e8mes publient et consomment des donn\u00e9es via une structure centralis\u00e9e et standardis\u00e9e. Cela garantit une <strong>data de qualit\u00e9<\/strong>, facilement accessible pour tous les services de l&rsquo;entreprise.<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\">Master Class : Passez de la th\u00e9orie \u00e0 la pratique<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Vous souhaitez voir concr\u00e8tement comment mettre en place une architecture DataOps robuste ?<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Nous serons pr\u00e9sents au salon <strong>Production Temps R\u00e9el \u00e0 Rennes<\/strong> le 3 d\u00e9cembre <strong>et Lille<\/strong> le 9 d\u00e9cembre pour approfondir ce sujet crucial. Ne manquez pas l&rsquo;intervention de notre expert :<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>\ud83d\udcc5 <strong>Master Class : Le DataOps industriel<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Intervenant :<\/strong> J\u00e9r\u00f4me BANULS<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Horaire :<\/strong> 14h40 &#8211; 15h20<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Lieu :<\/strong> Roazhon Park ,Entr\u00e9e : Porte 1 ,111 rue de Lorien, 35000 Rennes<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Au programme de cette session :<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Comment g\u00e9rer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es et des syst\u00e8mes.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>D\u00e9tails d\u2019architectures r\u00e9elles et int\u00e9gration des solutions existantes.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Exemples de cas clients dans diverses industries.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Focus sur la standardisation des donn\u00e9es via l&rsquo;UNS.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>C&rsquo;est l&rsquo;occasion id\u00e9ale pour \u00e9changer sur vos probl\u00e9matiques d&rsquo;architecture et d\u00e9couvrir comment transformer vos donn\u00e9es brutes en actifs strat\u00e9giques.<\/p>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-content-justification-space-between is-layout-flex wp-container-core-buttons-is-layout-a77020c8 wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n<div class=\"container-md columns  \">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md separator  \">\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"container-md button  \">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-novotek-red-background-color has-background has-small-font-size has-text-align-center has-custom-font-size wp-element-button\" href=\"https:\/\/production-temps-reel.com\/rennes#mInscrire\">Inscrivez-vous d\u00e8s maintenant au salon Production Temps R\u00e9el \u00e0 Renne<\/a><\/div>\n<\/div>\n\n<div class=\"container-md button  \">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-novotek-red-background-color has-background has-small-font-size has-text-align-center has-custom-font-size wp-element-button\" href=\"https:\/\/production-temps-reel.com\/lille#mInscrire\">Inscrivez-vous d\u00e8s maintenant au salon Production Temps R\u00e9el \u00e0 Lille<\/a><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-content-justification-space-between is-layout-flex wp-container-core-buttons-is-layout-a77020c8 wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n<div class=\"container-md columns  \">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture.jpg\" alt=\"\" class=\"wp-image-24319\" style=\"object-fit:cover;width:200px;height:200px\" srcset=\"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture.jpg 200w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture-150x150.jpg 150w, https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture-86x86.jpg 86w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>J\u00e9r\u00f4me Banuls<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><em>Directeur D\u00e9veloppement<br>Commercial<\/em><\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><a href=\"mailto:jerome.banuls@novotek.com\" target=\"_blank\" rel=\"noreferrer noopener\">jerome.banuls@novotek.com<\/a><\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading has-novotek-dark-red-color has-text-color has-link-color wp-elements-c5d5577c5ef7b2dc941a248eda24b27b\" style=\"font-size:15px\">En savoir plus&nbsp;: <\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Sur <strong><a href=\"https:\/\/www.highbyte.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">HighByte<\/a><\/strong><\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Sur le <a href=\"https:\/\/www.novotek.com\/\"><strong>Groupe Novotek<\/strong><\/a> et <a href=\"https:\/\/www.novotek.com\/fr\/prsentation\/\"><strong>Novotek France<\/strong><\/a><\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><\/p>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Dans le contexte actuel de transformation num\u00e9rique (Industrie 4.0), les usines ne manquent pas de donn\u00e9es. Le v\u00e9ritable d\u00e9fi ne r\u00e9side plus dans la collecte, mais dans la capacit\u00e9 \u00e0 rendre cette donn\u00e9e intelligible, fiable et utilisable par tous les acteurs de l&rsquo;entreprise, des op\u00e9rateurs sur le terrain aux Data Scientists dans le Cloud. Qu&rsquo;est-ce [&hellip;]<\/p>\n","protected":false},"author":57,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"25513,16922,19431,22392,20294,22457","_relevanssi_noindex_reason":"","footnotes":""},"categories":[31],"tags":[],"class_list":["post-26361","post","type-post","status-publish","format-standard","hentry","category-evenements"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif - Novotek France<\/title>\n<meta name=\"description\" content=\"D\u00e9couvrez comment le DataOps Industriel permet de g\u00e9rer l&#039;h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des syst\u00e8mes OT\/IT. Architecture, UNS et qualit\u00e9 de donn\u00e9es : rendez-vous \u00e0 notre Master Class \u00e0 Rennes pour tout savoir.\" \/>\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.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif - Novotek France\" \/>\n<meta property=\"og:description\" content=\"D\u00e9couvrez comment le DataOps Industriel permet de g\u00e9rer l&#039;h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des syst\u00e8mes OT\/IT. Architecture, UNS et qualit\u00e9 de donn\u00e9es : rendez-vous \u00e0 notre Master Class \u00e0 Rennes pour tout savoir.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/\" \/>\n<meta property=\"og:site_name\" content=\"Novotek France\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-25T15:01:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-02T09:07:09+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture.jpg\" \/>\n<meta name=\"author\" content=\"yanis.ziani@novotek.com\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"yanis.ziani@novotek.com\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/\"},\"author\":{\"name\":\"yanis.ziani@novotek.com\",\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/#\\\/schema\\\/person\\\/707f89c450df8f51c9c4233c5493a72b\"},\"headline\":\"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif\",\"datePublished\":\"2025-11-25T15:01:07+00:00\",\"dateModified\":\"2025-12-02T09:07:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/\"},\"wordCount\":618,\"image\":{\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/wp-content\\\/uploads\\\/sites\\\/21\\\/Jerome-Picture.jpg\",\"articleSection\":[\"\u00c9v\u00e9nements\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/\",\"url\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/\",\"name\":\"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif - Novotek France\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/wp-content\\\/uploads\\\/sites\\\/21\\\/Jerome-Picture.jpg\",\"datePublished\":\"2025-11-25T15:01:07+00:00\",\"dateModified\":\"2025-12-02T09:07:09+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/#\\\/schema\\\/person\\\/707f89c450df8f51c9c4233c5493a72b\"},\"description\":\"D\u00e9couvrez comment le DataOps Industriel permet de g\u00e9rer l'h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des syst\u00e8mes OT\\\/IT. Architecture, UNS et qualit\u00e9 de donn\u00e9es : rendez-vous \u00e0 notre Master Class \u00e0 Rennes pour tout savoir.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/wp-content\\\/uploads\\\/sites\\\/21\\\/Jerome-Picture.jpg.webp\",\"contentUrl\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/wp-content\\\/uploads\\\/sites\\\/21\\\/Jerome-Picture.jpg.webp\",\"width\":200,\"height\":200},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/news\\\/dataops-industriel-heterogeneite-donnees\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/#website\",\"url\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/\",\"name\":\"Novotek Switzerland\",\"description\":\"Connecter - Digitaliser - Optimiser\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.novotek.com\\\/fr\\\/#\\\/schema\\\/person\\\/707f89c450df8f51c9c4233c5493a72b\",\"name\":\"yanis.ziani@novotek.com\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/34ce4c71a0b45c3b0c978bdd0e7da8e2351c4a3c9c6dc7017f5741e0359a41da?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/34ce4c71a0b45c3b0c978bdd0e7da8e2351c4a3c9c6dc7017f5741e0359a41da?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/34ce4c71a0b45c3b0c978bdd0e7da8e2351c4a3c9c6dc7017f5741e0359a41da?s=96&d=mm&r=g\",\"caption\":\"yanis.ziani@novotek.com\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif - Novotek France","description":"D\u00e9couvrez comment le DataOps Industriel permet de g\u00e9rer l'h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des syst\u00e8mes OT\/IT. Architecture, UNS et qualit\u00e9 de donn\u00e9es : rendez-vous \u00e0 notre Master Class \u00e0 Rennes pour tout savoir.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/","og_locale":"fr_FR","og_type":"article","og_title":"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif - Novotek France","og_description":"D\u00e9couvrez comment le DataOps Industriel permet de g\u00e9rer l'h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des syst\u00e8mes OT\/IT. Architecture, UNS et qualit\u00e9 de donn\u00e9es : rendez-vous \u00e0 notre Master Class \u00e0 Rennes pour tout savoir.","og_url":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/","og_site_name":"Novotek France","article_published_time":"2025-11-25T15:01:07+00:00","article_modified_time":"2025-12-02T09:07:09+00:00","og_image":[{"url":"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture.jpg","type":"","width":"","height":""}],"author":"yanis.ziani@novotek.com","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"yanis.ziani@novotek.com","Dur\u00e9e de lecture estim\u00e9e":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/#article","isPartOf":{"@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/"},"author":{"name":"yanis.ziani@novotek.com","@id":"https:\/\/www.novotek.com\/fr\/#\/schema\/person\/707f89c450df8f51c9c4233c5493a72b"},"headline":"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif","datePublished":"2025-11-25T15:01:07+00:00","dateModified":"2025-12-02T09:07:09+00:00","mainEntityOfPage":{"@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/"},"wordCount":618,"image":{"@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/#primaryimage"},"thumbnailUrl":"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture.jpg","articleSection":["\u00c9v\u00e9nements"],"inLanguage":"fr-FR"},{"@type":"WebPage","@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/","url":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/","name":"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif - Novotek France","isPartOf":{"@id":"https:\/\/www.novotek.com\/fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/#primaryimage"},"image":{"@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/#primaryimage"},"thumbnailUrl":"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture.jpg","datePublished":"2025-11-25T15:01:07+00:00","dateModified":"2025-12-02T09:07:09+00:00","author":{"@id":"https:\/\/www.novotek.com\/fr\/#\/schema\/person\/707f89c450df8f51c9c4233c5493a72b"},"description":"D\u00e9couvrez comment le DataOps Industriel permet de g\u00e9rer l'h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des syst\u00e8mes OT\/IT. Architecture, UNS et qualit\u00e9 de donn\u00e9es : rendez-vous \u00e0 notre Master Class \u00e0 Rennes pour tout savoir.","breadcrumb":{"@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/#primaryimage","url":"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture.jpg.webp","contentUrl":"https:\/\/www.novotek.com\/fr\/wp-content\/uploads\/sites\/21\/Jerome-Picture.jpg.webp","width":200,"height":200},{"@type":"BreadcrumbList","@id":"https:\/\/www.novotek.com\/fr\/news\/dataops-industriel-heterogeneite-donnees\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.novotek.com\/fr\/"},{"@type":"ListItem","position":2,"name":"DataOps Industriel : Transformer l\u2019h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 des donn\u00e9es en avantage comp\u00e9titif"}]},{"@type":"WebSite","@id":"https:\/\/www.novotek.com\/fr\/#website","url":"https:\/\/www.novotek.com\/fr\/","name":"Novotek Switzerland","description":"Connecter - Digitaliser - Optimiser","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.novotek.com\/fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Person","@id":"https:\/\/www.novotek.com\/fr\/#\/schema\/person\/707f89c450df8f51c9c4233c5493a72b","name":"yanis.ziani@novotek.com","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/34ce4c71a0b45c3b0c978bdd0e7da8e2351c4a3c9c6dc7017f5741e0359a41da?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/34ce4c71a0b45c3b0c978bdd0e7da8e2351c4a3c9c6dc7017f5741e0359a41da?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/34ce4c71a0b45c3b0c978bdd0e7da8e2351c4a3c9c6dc7017f5741e0359a41da?s=96&d=mm&r=g","caption":"yanis.ziani@novotek.com"}}]}},"_links":{"self":[{"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/posts\/26361","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/users\/57"}],"replies":[{"embeddable":true,"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/comments?post=26361"}],"version-history":[{"count":11,"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/posts\/26361\/revisions"}],"predecessor-version":[{"id":26375,"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/posts\/26361\/revisions\/26375"}],"wp:attachment":[{"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/media?parent=26361"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/categories?post=26361"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.novotek.com\/fr\/wp-json\/wp\/v2\/tags?post=26361"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}