{"id":186009,"date":"2024-10-14T05:30:00","date_gmt":"2024-10-14T05:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=186009"},"modified":"2024-10-16T13:20:13","modified_gmt":"2024-10-16T13:20:13","slug":"terraform-et-azure-devops-pipelines","status":"publish","type":"post","link":"https:\/\/datascientest.com\/terraform-et-azure-devops-pipelines","title":{"rendered":"Terraform &#038; Azure DevOps Pipelines : Le guide complet"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"186009\" class=\"elementor elementor-186009\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ffd54dc e-flex e-con-boxed e-con\" data-id=\"ffd54dc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6986f29 elementor-widget elementor-widget-text-editor\" data-id=\"6986f29\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><strong>Terraform permet le d\u00e9ploiement d&rsquo;infrastructure sur Azure DevOps Pipeline. D\u00e9couvrez tout ce que vous devez savoir sur cette alternative au Azure Ressource Manager, et quels sont les points forts de cette solution !<\/strong><\/p>\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<div class=\"elementor-element elementor-element-a96be70 e-flex e-con-boxed e-con\" data-id=\"a96be70\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4b20b42 elementor-widget elementor-widget-text-editor\" data-id=\"4b20b42\" data-element_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<p>Chaque fournisseur de cloud a sa propre m\u00e9thode de d\u00e9ploiement d&rsquo;infrastructure. Par exemple, Microsoft Azure utilise le langage de configuration JSON tandis que <a style=\"font-weight: 400;\" href=\"https:\/\/datascientest.com\/amazon-web-services-tout-savoir\">AWS<\/a> et <a style=\"font-weight: 400;\" href=\"https:\/\/datascientest.com\/formation-google-cloud-platform\">Google Cloud Platform<\/a> exploitent le <a href=\"https:\/\/datascientest.com\/azure-devops-pipelines-ci-cd-avec-yaml\">YAML<\/a>.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">\u00c0 l&rsquo;heure o\u00f9 les entreprises utilisent de multiples plateformes cloud, ces <\/span><strong style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">sp\u00e9cificit\u00e9s propres \u00e0 chaque cloud<\/strong><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\"> peuvent \u00eatre contraignantes. Heureusement, Hashicorp rem\u00e9die \u00e0 ce probl\u00e8me avec Terraform.<\/span><\/p><p><span style=\"font-weight: 400;\">Ce logiciel d&rsquo;<strong>Infrastructure en tant que Code (IaC)<\/strong> open source permet le d\u00e9ploiement et la gestion d&rsquo;infrastructure sur tous les principaux clouds publics comme <a href=\"https:\/\/datascientest.com\/differences-clouds\">AWS, Azure, Google Cloud Platform<\/a>, Oracle Cloud, VMware vSphere ou Alibaba.<\/span><\/p><p><span style=\"font-weight: 400;\">La configuration d&rsquo;infrastructure s&rsquo;effectue avec le<strong> langage Hashicorp Configuration Language (HCL)<\/strong>. Les utilisateurs peuvent donc se contenter d&rsquo;apprendre un seul langage pour tous les clouds publics. Il suffit de d\u00e9crire l&rsquo;\u00e9tat souhait\u00e9 de l&rsquo;infrastructure dans un fichier de configuration, et Terraform se charge du reste. Ainsi, ce logiciel permet de <strong>cr\u00e9er modifier et supprimer tr\u00e8s facilement des ressources informatiques<\/strong>.<\/span><\/p>\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<div class=\"elementor-element elementor-element-54fbbfd e-flex e-con-boxed e-con\" data-id=\"54fbbfd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa127d6 elementor-widget elementor-widget-heading\" data-id=\"aa127d6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h3 class=\"elementor-heading-title elementor-size-default\">Comment d\u00e9ployer des ressources sur Azure DevOps avec Terraform ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c12e972 elementor-widget elementor-widget-text-editor\" data-id=\"c12e972\" data-element_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<p><span style=\"font-weight: 400;\">Pour d\u00e9ployer des ressources sur Azure DevOps Pipelines avec Terraform, vous aurez besoin d&rsquo;un compte Microsoft Azure avec Azure DevOps. T\u00e9l\u00e9chargez et installez Terraform sur la machine servant \u00e0 ex\u00e9cuter les pipelines Azure DevOps, ou utilisez une<strong> image de machine virtuelle pr\u00e9-configur\u00e9e avec Terraform<\/strong>.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-385beb1 elementor-widget elementor-widget-image\" data-id=\"385beb1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"380\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/source-g7058d5074_640.jpg\" class=\"attachment-full size-full wp-image-186021\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/source-g7058d5074_640.jpg 640w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/source-g7058d5074_640-300x178.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\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-d9e45c6 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"d9e45c6\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-cloud-computing\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Se former au Cloud Computing<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a01a42d elementor-widget elementor-widget-text-editor\" data-id=\"a01a42d\" data-element_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<p><span style=\"font-weight: 400;\">Il faut ensuite cr\u00e9er un projet sur Azure DevOps, et cr\u00e9er un dossier dans les d\u00e9p\u00f4ts pour t\u00e9l\u00e9charger le fichier Terraform de d\u00e9ploiement de ressources. Il s&rsquo;agit du fichier d\u00e9crivant l&rsquo;\u00e9tat souhait\u00e9 de l&rsquo;infrastructure. Vous devrez ensuite <strong>cr\u00e9er un nouveau pipeline de relaxe<\/strong> et ajouter le fichier Terraform en guise d&rsquo;artefact depuis le d\u00e9p\u00f4t Azure.<\/span><\/p><p><span style=\"font-weight: 400;\">L&rsquo;\u00e9tape suivante est d&rsquo;ajouter les \u00e9tapes de build d&rsquo;ex\u00e9cution Terraform Init, Plan et Apply. La <strong>commande Init<\/strong> permet d&rsquo;initialiser l&rsquo;infrastructure, la commande Plan de planifier les modifications \u00e0 apporter \u00e0 l&rsquo;infrastructure et les actions n\u00e9cessaires pour atteindre l&rsquo;\u00e9tat d\u00e9sir\u00e9, et la commande Apply d&rsquo;appliquer ces modifications.<\/span><\/p><p><span style=\"font-weight: 400;\">De pr\u00e9f\u00e9rence, stockez le fichier de configuration Terraform dans un <a href=\"https:\/\/datascientest.com\/gitlab-tout-savoir\">d\u00e9p\u00f4t Git<\/a>. Il faudra alors configurer le pipeline Azure DevOps, afin qu&rsquo;il utilise ce d\u00e9p\u00f4t Git. C&rsquo;est ce qui permet de <strong>suivre les changements apport\u00e9s \u00e0 l&rsquo;infrastructure de fa\u00e7on centralis\u00e9e<\/strong>. Vous pourrez aussi collaborer sur la configuration de l&rsquo;infrastructure avec une \u00e9quipe.<\/span><\/p><p><span style=\"font-weight: 400;\">En revanche, \u00e9vitez d&rsquo;inclure les informations sensibles comme les identifiants d&rsquo;acc\u00e8s et mots de passe dans le fichier de configuration Terraform. Il est pr\u00e9f\u00e9rable de <strong>configurer des variables d&rsquo;environnement dans Azure DevOps<\/strong>, afin de les prot\u00e9ger.<\/span><\/p>\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<div class=\"elementor-element elementor-element-d348d3d e-flex e-con-boxed e-con\" data-id=\"d348d3d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e3ca1e9 elementor-widget elementor-widget-heading\" data-id=\"e3ca1e9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Terraform vs Azure Ressource Manager<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40b6bcd elementor-widget elementor-widget-text-editor\" data-id=\"40b6bcd\" data-element_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<p><span style=\"font-weight: 400;\">Pour la configuration d&rsquo;infrastructure sur le <a href=\"https:\/\/datascientest.com\/tout-savoir-sur-microsoft-azure\">cloud Microsoft Azure<\/a>, il est possible d&rsquo;utiliser Terraform en guise d&rsquo;<strong>alternative au Azure Ressource Manager<\/strong> propos\u00e9 par d\u00e9faut sur la plateforme. Ces deux outils pr\u00e9sentent plusieurs diff\u00e9rences.<\/span><\/p><p><span style=\"font-weight: 400;\">Tout d&rsquo;abord, Terraform utilise le <strong>langage HCL<\/strong> tandis que Azure Ressource Manager repose sur le langage JSON pour la d\u00e9finition d&rsquo;infrastructure. Sur Terraform, la d\u00e9pendance entre les ressources est d\u00e9finie automatiquement alors qu&rsquo;elle doit \u00eatre pr\u00e9cis\u00e9e explicitement sur les <strong>templates ARM<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Par ailleurs, Terraform utilise des variables et les templates Azure Ressource Manager des param\u00e8tres. Dans les deux cas, il s&rsquo;agit des valeurs entr\u00e9es par l&rsquo;utilisateur pour le <strong>d\u00e9ploiement<\/strong> et d\u00e9finies comme un fichier s\u00e9par\u00e9.<\/span><\/p><p><span style=\"font-weight: 400;\">Les valeurs d\u00e9finies au sein du template sont appel\u00e9es <strong>variables locales sur Terraform et variables sur ARM<\/strong>. Pour le d\u00e9ploiement d&rsquo;une ressource particuli\u00e8re, Terraform utilise des modules et Azure des mod\u00e8les imbriqu\u00e9s.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efc526e elementor-widget elementor-widget-image\" data-id=\"efc526e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/Azure-Resource-Manager-Terraform.jpg\" class=\"attachment-full size-full wp-image-186025\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/Azure-Resource-Manager-Terraform.jpg 1280w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/Azure-Resource-Manager-Terraform-300x169.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/Azure-Resource-Manager-Terraform-1024x576.jpg 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/Azure-Resource-Manager-Terraform-768x432.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/>\t\t\t\t\t\t\t\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-7fdfe49 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"7fdfe49\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-cloud-computing\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">En savoir plus sur le cloud computing<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-ca77788 e-flex e-con-boxed e-con\" data-id=\"ca77788\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee4c703 elementor-widget elementor-widget-heading\" data-id=\"ee4c703\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Astuces et meilleures pratiques<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0f622f elementor-widget elementor-widget-text-editor\" data-id=\"d0f622f\" data-element_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<p><span style=\"font-weight: 400;\">Pour utiliser Terraform et Azure DevOps Pipelines de fa\u00e7on optimale, vous pouvez appliquer <strong>plusieurs pratiques recommand\u00e9es<\/strong>. Tout d&rsquo;abord, utilisez le YAML plut\u00f4t que les pipelines classiques pour la cr\u00e9ation de nouveaux pipelines.<\/span><\/p><p><span style=\"font-weight: 400;\">En revanche, mieux vaut utiliser l&rsquo;invite de commande que les t\u00e2ches YAML. Ceci vous permettra de mieux comprendre le fonctionnement de Terraform. Veillez aussi \u00e0 <strong>utiliser la derni\u00e8re version<\/strong> en date de Terraform.<\/span><\/p><p><span style=\"font-weight: 400;\">Dans la documentation de Terraform, il est aussi recommand\u00e9 d&rsquo;utiliser la <strong>configuration partielle<\/strong> et d&rsquo;utiliser un <strong>Principal de Service ou une Identit\u00e9 de Service G\u00e9r\u00e9e<\/strong> pour l&rsquo;authentification. Ce second point concerne l&rsquo;ex\u00e9cution non-interactive de Terraform, par exemple sur un serveur CI. En revanche, en cas d&rsquo;ex\u00e9cution locale, vous pouvez utiliser le CLI Azure.<\/span><\/p><p><span style=\"font-weight: 400;\">Veillez \u00e0 conserver les variables de pipeline sous forme de secrets, afin qu&rsquo;elles soient chiffr\u00e9es. Pour aller plus loin, vous pouvez utiliser le <strong>service Azure Key Vault<\/strong> pour encore plus de s\u00e9curit\u00e9 et la capacit\u00e9 de r\u00e9utiliser les secrets.<\/span><\/p><p><span style=\"font-weight: 400;\">Enfin, cr\u00e9ez un r\u00f4le custom pour le principal de service utilis\u00e9 par Terraform. Ceci simplifiera la <strong>configuration des permissions<\/strong> comme la politique d&rsquo;acc\u00e8s au Key Vault, sans avoir \u00e0 donner les permissions du r\u00f4le de propri\u00e9taire au principal de service. Il est notamment important de ne pas donner \u00e0 Terraform la permission d&rsquo;effacer des infrastructures, <strong>par souci de conformit\u00e9 aux r\u00e8gles de protection des donn\u00e9es<\/strong>.<\/span><\/p>\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<div class=\"elementor-element elementor-element-5099156 e-flex e-con-boxed e-con\" data-id=\"5099156\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d6ef57e elementor-widget elementor-widget-heading\" data-id=\"d6ef57e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Comment ma\u00eetriser Terraform et Azure DevOps ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5f099a elementor-widget elementor-widget-text-editor\" data-id=\"d5f099a\" data-element_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<p><span style=\"font-weight: 400;\">Afin de ma\u00eetriser Terraform, Azure et tous les meilleurs outils DevOps, vous pouvez choisir<strong> les formations DataScientest<\/strong>. Notre <a href=\"https:\/\/datascientest.com\/formation-data-engineer\">cursus Data Engineer<\/a> vous permettra d&rsquo;apprendre les meilleures pratiques et le maniement des logiciels et solutions.<\/span><\/p><p><span style=\"font-weight: 400;\">Au fil des diff\u00e9rents modules, vous d\u00e9couvrirez notamment la <a href=\"https:\/\/datascientest.com\/formation-langage-python\">programmation en Python<\/a>, le <a href=\"https:\/\/datascientest.com\/ci-cd-integration-continue-livraison-continue\">CI\/CD<\/a> avec Git, les <a href=\"https:\/\/datascientest.com\/base-de-donnees-definition\">bases de donn\u00e9es<\/a> et le <a href=\"https:\/\/datascientest.com\/formation-big-data\">Big Data<\/a>, le <a href=\"https:\/\/datascientest.com\/le-machine-learning-au-service-de-la-cybersecurite-pour-la-detection-de-spams-dans-les-e-mails\">Machine Learning<\/a>, ou encore <strong>l&rsquo;automatisation et le d\u00e9ploiement avec<\/strong> <a href=\"https:\/\/datascientest.com\/tutoriel-docker\">Docker<\/a> et <a href=\"https:\/\/datascientest.com\/formation-kubernetes\">Kubernetes<\/a>.<\/span><\/p><p><span style=\"font-weight: 400;\">Toutes nos formations s&rsquo;effectuent int\u00e9gralement \u00e0 distance, en <a href=\"https:\/\/datascientest.com\/definition-bootcamp\">BootCamp <\/a>ou en Formation Continue. \u00c0 la fin du parcours, vous aurez toutes les comp\u00e9tences requises pour exercer le m\u00e9tier de Data Engineer et recevrez une <strong>certification des Mines ParisTech PSL Executive Education<\/strong>. Vous pourrez aussi valider le bloc 3 de la certification RNCP 36129 \u00ab Chef de projet en intelligence artificielle \u00bb, et pr\u00e9parer le passage de la <a href=\"https:\/\/datascientest.com\/certification-az-900\">certification Microsoft AZ-900<\/a>.<\/span><\/p><p><span style=\"font-weight: 400;\">Concernant le financement, pr\u00e9cisons que notre organisme est \u00e9ligible au Compte Personnel de Formation (<a href=\"https:\/\/datascientest.com\/cpf-definition-utlisation\">CPF<\/a>). <strong>D\u00e9couvrez DataScientest d\u00e8s \u00e0 pr\u00e9sent !<\/strong><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-387dac7 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"387dac7\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrir nos formations<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c36ddd elementor-widget elementor-widget-text-editor\" data-id=\"7c36ddd\" data-element_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<p><span style=\"font-weight: 400;\">Vous savez tout sur Terraform et Azure DevOps Pipelines. Pour plus d&rsquo;informations sur le m\u00eame sujet, d\u00e9couvrez <a href=\"https:\/\/datascientest.com\/azure-devops-pipelines-ci-cd-avec-yaml\">notre dossier complet sur Azure DevOps<\/a> et <a href=\"https:\/\/datascientest.com\/terraform\">notre dossier sur Terraform<\/a>.<\/span><\/p>\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<div class=\"elementor-element elementor-element-25f0976 e-flex e-con-boxed e-con\" data-id=\"25f0976\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d2e1ad3 elementor-widget elementor-widget-html\" data-id=\"d2e1ad3\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Comment d\u00e9ployer des ressources sur Azure DevOps avec Terraform ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Pour d\u00e9ployer des ressources sur Azure DevOps Pipelines avec Terraform, vous aurez besoin d\u2019un compte Microsoft Azure avec Azure DevOps. 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Par exemple, Microsoft Azure utilise le langage de configuration JSON tandis [&hellip;]<\/p>\n","protected":false},"author":79,"featured_media":186011,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2411],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Terraform &amp; Azure DevOps Pipelines : Le guide complet<\/title>\n<meta name=\"description\" content=\"Terraform permet le d\u00e9ploiement d&#039;infrastructure sur Azure DevOps Pipeline. D\u00e9couvrez tout ce que vous devez savoir sur cette alternative au Azure Ressource Manager, et quels sont les points forts de cette solution !\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/terraform-et-azure-devops-pipelines\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Terraform &amp; Azure DevOps Pipelines : Le guide complet\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/terraform-et-azure-devops-pipelines\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-14T05:30:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-10-16T13:20:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/terraform-azure-devops-pipeline.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"625\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Dan Cohen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dan Cohen\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/terraform-et-azure-devops-pipelines\",\"url\":\"https:\/\/datascientest.com\/terraform-et-azure-devops-pipelines\",\"name\":\"Terraform & Azure DevOps Pipelines : Le guide complet\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2024-10-14T05:30:00+00:00\",\"dateModified\":\"2024-10-16T13:20:13+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/61997d589648bc1d367f632ba686e354\"},\"description\":\"Terraform permet le d\u00e9ploiement d'infrastructure sur Azure DevOps Pipeline. 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