{"id":16754,"date":"2020-11-09T18:25:14","date_gmt":"2020-11-09T18:25:14","guid":{"rendered":"https:\/\/datascientest.com\/?p=16754"},"modified":"2025-01-15T12:08:59","modified_gmt":"2025-01-15T12:08:59","slug":"kubernetes-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/kubernetes-tout-savoir","title":{"rendered":"Kubernetes : Qu&rsquo;est-ce que c&rsquo;est ? Quelle importance en Cloud Computing ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"16754\" class=\"elementor elementor-16754\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d3dff64 e-flex e-con-boxed e-con\" data-id=\"d3dff64\" 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-e90b86b elementor-widget elementor-widget-text-editor\" data-id=\"e90b86b\" 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>Le cloud computing a boulevers\u00e9 les m\u00e9thodes de d\u00e9ploiement et d\u2019exploitation des infrastructures informatiques, donnant naissance \u00e0 des outils innovants destin\u00e9s \u00e0 simplifier, automatiser et optimiser ces processus. Ainsi, Kubernetes \u00e9merge comme un acteur cl\u00e9, r\u00e9volutionnant la gestion des conteneurs d\u2019applications et jouant un r\u00f4le central dans l\u2019\u00e9cosyst\u00e8me du d\u00e9veloppement logiciel moderne.<\/strong><\/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-9d06f89 elementor-widget elementor-widget-text-editor\" data-id=\"9d06f89\" 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;\">Con\u00e7u \u00e0 l&rsquo;origine par <\/span><b>Google <\/b><span style=\"font-weight: 400;\">et d\u00e9sormais g\u00e9r\u00e9 par la <\/span><b>Cloud Native Computing Foundation<\/b><span style=\"font-weight: 400;\">, Kubernetes est devenu le syst\u00e8me d&rsquo;orchestration de conteneurs de facto, permettant aux \u00e9quipes de d\u00e9veloppement de d\u00e9ployer, de mettre \u00e0 l&rsquo;\u00e9chelle et de g\u00e9rer automatiquement leurs applications conteneuris\u00e9es avec une efficacit\u00e9 et une flexibilit\u00e9 sans pr\u00e9c\u00e9dent. <\/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-d5116a5 e-flex e-con-boxed e-con\" data-id=\"d5116a5\" 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-e7391a1 elementor-widget elementor-widget-heading\" data-id=\"e7391a1\" 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\">Architecture de Kubernetes<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e83026 elementor-widget elementor-widget-text-editor\" data-id=\"4e83026\" 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<span style=\"font-weight: 400;\">L&rsquo;architecture de Kubernetes est con\u00e7ue pour \u00eatre <b>hautement disponible et scalable<\/b>, permettant la gestion efficace des applications conteneuris\u00e9es dans un <b>environnement distribu\u00e9<\/b>. Au c\u0153ur de cette architecture se trouvent plusieurs composants essentiels travaillant de concert pour orchestrer et g\u00e9rer les conteneurs sur un cluster de machines.<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1022671 elementor-widget elementor-widget-image\" data-id=\"1022671\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"698\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/03\/image5-2.png\" class=\"attachment-full size-full wp-image-235191\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/03\/image5-2.png 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/03\/image5-2-300x204.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/03\/image5-2-768x524.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Source : www.cncf.io (Cloud Native Computing Foundation)<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-c6df524 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"c6df524\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/NChhdOZV4sY&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.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-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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-895f3a9 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"895f3a9\" 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=\"\/formation-devops\">\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 apprendre davantage sur Kubernetes<\/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-9f2fdcd e-flex e-con-boxed e-con\" data-id=\"9f2fdcd\" 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-2b7e01b elementor-widget elementor-widget-heading\" data-id=\"2b7e01b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Composants du n\u0153ud ma\u00eetre (Master Node)<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f95da9 elementor-widget elementor-widget-text-editor\" data-id=\"1f95da9\" 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;\">Le n\u0153ud ma\u00eetre agit comme le cerveau du cluster Kubernetes, prenant des d\u00e9cisions critiques et orchestrant la communication entre les diff\u00e9rents composants. Il se compose de plusieurs \u00e9l\u00e9ments cl\u00e9s :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>API Server<\/b><span style=\"font-weight: 400;\"> (kube-apiserver) : Le point d&rsquo;entr\u00e9e de l&rsquo;API Kubernetes, servant de front-end pour le cluster. Il permet aux utilisateurs, et aux diff\u00e9rents composants de communiquer et de g\u00e9rer l&rsquo;\u00e9tat du cluster.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Scheduler <\/b><span style=\"font-weight: 400;\">(kube-scheduler) : Responsable de l&rsquo;assignation des pods aux n\u0153uds, en prenant en compte les ressources disponibles, les contraintes, et les pr\u00e9f\u00e9rences.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Controller Manager<\/b><span style=\"font-weight: 400;\"> (kube-controller-manager) : G\u00e8re un ensemble de contr\u00f4leurs qui r\u00e9gulent l&rsquo;\u00e9tat du cluster, en s&rsquo;assurant que l&rsquo;\u00e9tat actuel du syst\u00e8me correspond \u00e0 l&rsquo;\u00e9tat d\u00e9sir\u00e9. Cela inclut le contr\u00f4leur de n\u0153ud, le contr\u00f4leur de r\u00e9plication, et d&rsquo;autres.<\/span><\/li><li><b>etcd <\/b><span style=\"font-weight: 400;\">: Un magasin de cl\u00e9-valeur l\u00e9ger et distribu\u00e9 qui stocke toutes les donn\u00e9es de configuration et d&rsquo;\u00e9tat du cluster, servant de source de v\u00e9rit\u00e9 pour le cluster.<\/span><\/li><\/ul>\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-66243e0 e-flex e-con-boxed e-con\" data-id=\"66243e0\" 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-4b65542 elementor-widget elementor-widget-heading\" data-id=\"4b65542\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Composants des n\u0153uds de travail (Worker Nodes)<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cedae8b elementor-widget elementor-widget-text-editor\" data-id=\"cedae8b\" 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;\">Les n\u0153uds de travail ex\u00e9cutent les applications conteneuris\u00e9es et sont les composants qui font r\u00e9ellement le \u00ab\u00a0travail\u00a0\u00bb dans un cluster Kubernetes. Ils comprennent :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kubelet <\/b><span style=\"font-weight: 400;\">: Un agent qui s&rsquo;ex\u00e9cute sur chaque n\u0153ud de travail, s&rsquo;assurant que les conteneurs sont en cours d&rsquo;ex\u00e9cution dans un pod.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kube-proxy<\/b><span style=\"font-weight: 400;\"> : G\u00e8re le r\u00e9seau sur les n\u0153uds, permettant la communication r\u00e9seau entre les conteneurs \u00e0 travers les n\u0153uds du cluster.<\/span><\/li><li><b>Container Runtime<\/b><span style=\"font-weight: 400;\"> : Le moteur d&rsquo;ex\u00e9cution de conteneurs (comme Docker, containerd, CRI-O) qui s&rsquo;occupe de l&rsquo;ex\u00e9cution des conteneurs.<\/span><\/li><\/ul>\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-d48be82 e-flex e-con-boxed e-con\" data-id=\"d48be82\" 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-d6ad770 elementor-widget elementor-widget-heading\" data-id=\"d6ad770\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Ressources de gestion<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-554220d elementor-widget elementor-widget-text-editor\" data-id=\"554220d\" 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;\">Kubernetes introduit plusieurs abstractions qui facilitent le d\u00e9ploiement et la gestion des applications, telles que :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Pods <\/b><span style=\"font-weight: 400;\">: La plus petite unit\u00e9 d\u00e9ployable qui peut \u00eatre cr\u00e9\u00e9e et g\u00e9r\u00e9e dans Kubernetes. Un pod encapsule un ou plusieurs conteneurs qui partagent le stockage, le r\u00e9seau, et d&rsquo;autres ressources.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Services <\/b><span style=\"font-weight: 400;\">: Une abstraction qui d\u00e9finit un ensemble logique de pods et une politique d&rsquo;acc\u00e8s \u00e0 eux, souvent via un r\u00e9seau.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Volumes <\/b><span style=\"font-weight: 400;\">: Offrent un syst\u00e8me de stockage persistant pour les donn\u00e9es, permettant aux donn\u00e9es de survivre au red\u00e9marrage des conteneurs.<\/span><\/li><li><b>Namespaces <\/b><span style=\"font-weight: 400;\">: Ils permettent de segmenter les ressources du cluster entre plusieurs utilisateurs et projets.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8e3988 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"b8e3988\" 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=\"\/formation-devops\">\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\">Apprendre \u00e0 utiliser Kubernetes<\/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-2bb7383 e-flex e-con-boxed e-con\" data-id=\"2bb7383\" 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-1aee245 elementor-widget elementor-widget-heading\" data-id=\"1aee245\" 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\">Fonctionnalit\u00e9s cl\u00e9s de Kubernetes<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39847d1 elementor-widget elementor-widget-text-editor\" data-id=\"39847d1\" 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;\">Kubernetes est une plateforme puissante qui offre un large \u00e9ventail de fonctionnalit\u00e9s pour simplifier le d\u00e9ploiement, la gestion et l&rsquo;automatisation des applications conteneuris\u00e9es.<\/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-201c217 e-flex e-con-boxed e-con\" data-id=\"201c217\" 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<div class=\"elementor-element elementor-element-02a8445 e-con-full e-flex e-con\" data-id=\"02a8445\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b4a8ee elementor-widget elementor-widget-image\" data-id=\"0b4a8ee\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image14.png\" class=\"attachment-full size-full wp-image-235192\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image14.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image14-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image14-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-fa6f3db e-con-full e-flex e-con\" data-id=\"fa6f3db\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b750fe4 elementor-widget elementor-widget-heading\" data-id=\"b750fe4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Orchestration des conteneurs<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fe81bb elementor-widget elementor-widget-text-editor\" data-id=\"5fe81bb\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u00e9ploiement et mise \u00e0 jour automatiques<\/b><span style=\"font-weight: 400;\"> : D\u00e9ploiement automatique et mise \u00e0 jour des conteneurs. Gestion des versions d&rsquo;applications facilit\u00e9es et rollback possible en cas de besoin.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gestion de la configuration et des secrets<\/b><span style=\"font-weight: 400;\"> : Permet de mettre \u00e0 jour et de maintenir des informations sensibles sans reconstruire les images de conteneurs.<\/span><\/li><\/ul>\t\t\t\t\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-b50d687 e-flex e-con-boxed e-con\" data-id=\"b50d687\" 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<div class=\"elementor-element elementor-element-66c567a e-con-full e-flex e-con\" data-id=\"66c567a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d88e336 elementor-widget elementor-widget-image\" data-id=\"d88e336\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image1-3.png\" class=\"attachment-full size-full wp-image-235196\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image1-3.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image1-3-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image1-3-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-fbb5d45 e-con-full e-flex e-con\" data-id=\"fbb5d45\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c266540 elementor-widget elementor-widget-heading\" data-id=\"c266540\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Mise \u00e0 l\u2019\u00e9chelle<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6722bf5 elementor-widget elementor-widget-text-editor\" data-id=\"6722bf5\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Mont\u00e9e en charge automatique<\/b><span style=\"font-weight: 400;\"> (Auto-scaling) : Ajustement automatique du nombre de conteneurs en fonction de la charge de travail.<\/span><\/li><li><b>\u00c9quilibrage de charge<\/b><span style=\"font-weight: 400;\"> : Distribue automatiquement les requ\u00eates entrantes entre les conteneurs pour \u00e9quilibrer la charge et garantir la haute disponibilit\u00e9.<\/span><\/li><\/ul>\t\t\t\t\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-4d6db42 e-flex e-con-boxed e-con\" data-id=\"4d6db42\" 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<div class=\"elementor-element elementor-element-7798d7b e-con-full e-flex e-con\" data-id=\"7798d7b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1565fd0 elementor-widget elementor-widget-image\" data-id=\"1565fd0\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image11.png\" class=\"attachment-full size-full wp-image-235197\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image11.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image11-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image11-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-ac5db12 e-con-full e-flex e-con\" data-id=\"ac5db12\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e67801c elementor-widget elementor-widget-heading\" data-id=\"e67801c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Gestion des ressources<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cc2af6 elementor-widget elementor-widget-text-editor\" data-id=\"2cc2af6\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gestion des volumes persistants<\/b><span style=\"font-weight: 400;\"> : Offre un syst\u00e8me de stockage qui permet aux donn\u00e9es de survivre au red\u00e9marrage des conteneurs.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Allocation des ressources <\/b><span style=\"font-weight: 400;\">: Permet d&rsquo;allouer des ressources <a href=\"https:\/\/datascientest.com\/cpu-et-data-tout-savoir\">CPU<\/a> et m\u00e9moire sp\u00e9cifiques pour chaque conteneur.<\/span><\/li><\/ul>\t\t\t\t\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-29696bc e-flex e-con-boxed e-con\" data-id=\"29696bc\" 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<div class=\"elementor-element elementor-element-6ca6743 e-con-full e-flex e-con\" data-id=\"6ca6743\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86df67b elementor-widget elementor-widget-image\" data-id=\"86df67b\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image6.png\" class=\"attachment-full size-full wp-image-235198\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image6.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image6-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image6-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-bde26ff e-con-full e-flex e-con\" data-id=\"bde26ff\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0413fe6 elementor-widget elementor-widget-heading\" data-id=\"0413fe6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Haute disponibilit\u00e9<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a85e3da elementor-widget elementor-widget-text-editor\" data-id=\"a85e3da\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tol\u00e9rance aux pannes<\/b><span style=\"font-weight: 400;\"> : Kubernetes red\u00e9marre automatiquement les conteneurs qui \u00e9chouent, remplace et reprogramme les conteneurs sur d&rsquo;autres n\u0153uds si un n\u0153ud \u00e9choue.<\/span><\/li><li><b>Service Discovery et Load Balancing<\/b><span style=\"font-weight: 400;\"> : Les conteneurs re\u00e7oivent des adresses IP uniques et un seul nom <a href=\"https:\/\/datascientest.com\/dns-tout-savoir\">DNS<\/a> pour un ensemble de conteneurs.<\/span><\/li><\/ul>\t\t\t\t\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-83b5d82 e-flex e-con-boxed e-con\" data-id=\"83b5d82\" 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<div class=\"elementor-element elementor-element-ec390ea e-con-full e-flex e-con\" data-id=\"ec390ea\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-656e65c elementor-widget elementor-widget-image\" data-id=\"656e65c\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image12.png\" class=\"attachment-full size-full wp-image-235199\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image12.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image12-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image12-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-2476d89 e-con-full e-flex e-con\" data-id=\"2476d89\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-909391c elementor-widget elementor-widget-heading\" data-id=\"909391c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">S\u00e9curit\u00e9 et isolation<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-486cdd5 elementor-widget elementor-widget-text-editor\" data-id=\"486cdd5\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gestion des identit\u00e9s<\/b><span style=\"font-weight: 400;\"> : Supporte la gestion des identit\u00e9s, l&rsquo;authentification et l&rsquo;autorisation.<\/span><\/li><li><b>Isolation des ressources<\/b><span style=\"font-weight: 400;\"> : Isolation des applications et des ressources assur\u00e9es, minimisant les risques de conflits et d&rsquo;interf\u00e9rences entre les applications.<\/span><\/li><\/ul>\t\t\t\t\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-7e7a73e e-flex e-con-boxed e-con\" data-id=\"7e7a73e\" 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<div class=\"elementor-element elementor-element-b01fad8 e-con-full e-flex e-con\" data-id=\"b01fad8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5981403 elementor-widget elementor-widget-image\" data-id=\"5981403\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image13.png\" class=\"attachment-full size-full wp-image-235203\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image13.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image13-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image13-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-c16a6a1 e-con-full e-flex e-con\" data-id=\"c16a6a1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef1baef elementor-widget elementor-widget-heading\" data-id=\"ef1baef\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Automatisation et auto-r\u00e9paration<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73d906d elementor-widget elementor-widget-text-editor\" data-id=\"73d906d\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Self-healing<\/b><span style=\"font-weight: 400;\"> : Surveillance de l&rsquo;\u00e9tat des conteneurs et des n\u0153uds, et prise de mesures correctives automatiques pour garantir que l&rsquo;\u00e9tat d\u00e9sir\u00e9 de l&rsquo;application est maintenu.<\/span><\/li><li><b>Automatisation des d\u00e9ploiements<\/b><span style=\"font-weight: 400;\"> : D\u00e9ploiements sans temps d&rsquo;arr\u00eat (zero-downtime deployments) et garantit que les mises \u00e0 jour des applications sont effectu\u00e9es de mani\u00e8re s\u00fbre et contr\u00f4l\u00e9e.<\/span><\/li><\/ul>\t\t\t\t\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-2c68a83 e-flex e-con-boxed e-con\" data-id=\"2c68a83\" 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-293354b elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"293354b\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/HBxyLnEzyhw&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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-2433ca0 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"2433ca0\" 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=\"\/formation-devops\">\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 le DevOps<\/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-a3de746 e-flex e-con-boxed e-con\" data-id=\"a3de746\" 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-4dd2975 elementor-widget elementor-widget-heading\" data-id=\"4dd2975\" 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 d\u00e9marrer avec Kubernetes ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cde6e3 elementor-widget elementor-widget-text-editor\" data-id=\"4cde6e3\" 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;\">L&rsquo;adoption de Kubernetes peut sembler intimidante au d\u00e9but, mais avec les bonnes ressources et une approche \u00e9tape par \u00e9tape, vous pouvez rapidement devenir comp\u00e9tent dans la gestion de conteneurs avec Kubernetes.<\/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-aaf91bd e-flex e-con-boxed e-con\" data-id=\"aaf91bd\" 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<div class=\"elementor-element elementor-element-520897a e-con-full e-flex e-con\" data-id=\"520897a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a621f5 elementor-widget elementor-widget-image\" data-id=\"2a621f5\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image4-1.png\" class=\"attachment-full size-full wp-image-235218\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image4-1.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image4-1-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image4-1-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-a5b184b e-con-full e-flex e-con\" data-id=\"a5b184b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65d6780 elementor-widget elementor-widget-heading\" data-id=\"65d6780\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Familiarisez vous avec les concepts de base<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff5fd22 elementor-widget elementor-widget-text-editor\" data-id=\"ff5fd22\" 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<span style=\"font-weight: 400;\">Avant de plonger dans la pratique, il est crucial de comprendre les concepts fondamentaux de Kubernetes, tels que les <b>pods<\/b>, les <b>services<\/b>, les <b>d\u00e9ploiements<\/b>, et les <b>volumes<\/b>. La <a href=\"https:\/\/kubernetes.io\/fr\/docs\/home\/\">documentation officielle de Kubernetes<\/a> est une excellente source pour cela.\t\t\t\t\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-da13bea e-flex e-con-boxed e-con\" data-id=\"da13bea\" 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<div class=\"elementor-element elementor-element-46607fb e-con-full e-flex e-con\" data-id=\"46607fb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4539974 elementor-widget elementor-widget-image\" data-id=\"4539974\" 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=\"1999\" height=\"1940\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image8.png\" class=\"attachment-full size-full wp-image-235219\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image8.png 1999w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image8-300x291.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image8-1024x994.png 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image8-768x745.png 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image8-1536x1491.png 1536w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-67111bf e-con-full e-flex e-con\" data-id=\"67111bf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d1c1978 elementor-widget elementor-widget-heading\" data-id=\"d1c1978\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Installer et configurer Kubernetes<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bb21d89 elementor-widget elementor-widget-text-editor\" data-id=\"bb21d89\" 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<span style=\"font-weight: 400;\">Vous aurez besoin d&rsquo;installer Kubernetes. <b>Minikube<\/b> est un outil parfait pour cela, car il permet de cr\u00e9er un cluster Kubernetes local sur votre machine, id\u00e9al pour l&rsquo;exp\u00e9rimentation et l&rsquo;apprentissage.<\/span>\t\t\t\t\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-5ff96c1 e-flex e-con-boxed e-con\" data-id=\"5ff96c1\" 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<div class=\"elementor-element elementor-element-8018210 e-con-full e-flex e-con\" data-id=\"8018210\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a241d51 elementor-widget elementor-widget-image\" data-id=\"a241d51\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image7.png\" class=\"attachment-full size-full wp-image-235220\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image7.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image7-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image7-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-ab75d0e e-con-full e-flex e-con\" data-id=\"ab75d0e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aae5d68 elementor-widget elementor-widget-heading\" data-id=\"aae5d68\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Pratiquer avec des tutoriels interactifs<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aeadf59 elementor-widget elementor-widget-text-editor\" data-id=\"aeadf59\" 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><a href=\"http:\/\/kubernetes.io\">Kubernetes.io<\/a> propose des tutoriels interactifs qui vous guideront \u00e0 travers les t\u00e2ches de base. Ces exercices pratiques sont importants pour comprendre comment Kubernetes fonctionne dans des sc\u00e9narios r\u00e9els.<\/p>\t\t\t\t\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-04ef78f e-flex e-con-boxed e-con\" data-id=\"04ef78f\" 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<div class=\"elementor-element elementor-element-e635fcf e-con-full e-flex e-con\" data-id=\"e635fcf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-290f025 elementor-widget elementor-widget-image\" data-id=\"290f025\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image2-2.png\" class=\"attachment-full size-full wp-image-235221\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image2-2.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image2-2-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image2-2-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-2e9c939 e-con-full e-flex e-con\" data-id=\"2e9c939\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4d34ec elementor-widget elementor-widget-heading\" data-id=\"c4d34ec\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Utiliser des outils d'interface graphique<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21d315e elementor-widget elementor-widget-text-editor\" data-id=\"21d315e\" 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<span style=\"font-weight: 400;\">Bien que Kubernetes soit souvent g\u00e9r\u00e9 en ligne de commande, des outils d&rsquo;interface graphique comme <b>Kubernetes Dashboard<\/b> peuvent simplifier la visualisation et la gestion des composants de votre cluster.<\/span>\t\t\t\t\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-f3fb1a6 e-flex e-con-boxed e-con\" data-id=\"f3fb1a6\" 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<div class=\"elementor-element elementor-element-40a8bc1 e-con-full e-flex e-con\" data-id=\"40a8bc1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-807670f elementor-widget elementor-widget-image\" data-id=\"807670f\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image10.png\" class=\"attachment-full size-full wp-image-235222\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image10.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image10-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image10-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-fda03e9 e-con-full e-flex e-con\" data-id=\"fda03e9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-762e1e8 elementor-widget elementor-widget-heading\" data-id=\"762e1e8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Construire et d\u00e9ployer une application simple<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-469f4e8 elementor-widget elementor-widget-text-editor\" data-id=\"469f4e8\" 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;\">Le meilleur moyen d&rsquo;apprendre est par la pratique. Essayez de construire une application simple et de la d\u00e9ployer sur votre cluster Kubernetes. Ce processus vous aidera \u00e0 comprendre le cycle de vie du d\u00e9veloppement et du d\u00e9ploiement d&rsquo;applications dans un environnement Kubernetes.<\/span><\/p>\t\t\t\t\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-1fd58c8 e-flex e-con-boxed e-con\" data-id=\"1fd58c8\" 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<div class=\"elementor-element elementor-element-98207ff e-con-full e-flex e-con\" data-id=\"98207ff\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76194f0 elementor-widget elementor-widget-image\" data-id=\"76194f0\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image3-1.png\" class=\"attachment-full size-full wp-image-235223\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image3-1.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image3-1-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/image3-1-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-608d83c e-con-full e-flex e-con\" data-id=\"608d83c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16928ec elementor-widget elementor-widget-heading\" data-id=\"16928ec\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Explorer des ressources avanc\u00e9es<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19b61e2 elementor-widget elementor-widget-text-editor\" data-id=\"19b61e2\" 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<span style=\"font-weight: 400;\">Une fois que vous avez ma\u00eetris\u00e9 les bases, \u00e9largissez vos connaissances en explorant des sujets plus avanc\u00e9s comme l&rsquo;<b>auto-scaling<\/b>, la gestion des <b>secrets<\/b>, ou la configuration des <b>probes de liveness<\/b> et <b>readiness<\/b>.<\/span>\t\t\t\t\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-6fcc8e2 e-flex e-con-boxed e-con\" data-id=\"6fcc8e2\" 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-5da9fe2 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"5da9fe2\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/frQeK8xo9Ls&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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-e6b00b2 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"e6b00b2\" 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=\"\/formation-devops\">\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\">Devenir DevOps Engineer<\/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-cf79764 e-flex e-con-boxed e-con\" data-id=\"cf79764\" 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-1dd04b1 elementor-widget elementor-widget-heading\" data-id=\"1dd04b1\" 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\">Conclusion<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b5acfa elementor-widget elementor-widget-text-editor\" data-id=\"3b5acfa\" 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><b>Kubernetes<\/b> s&rsquo;est impos\u00e9 comme un <strong>acteur incontournable dans l&rsquo;\u00e9cosyst\u00e8me du d\u00e9veloppement logiciel<\/strong>, r\u00e9volutionnant la mani\u00e8re dont les applications conteneuris\u00e9es sont d\u00e9ploy\u00e9es, g\u00e9r\u00e9es et mises \u00e0 l&rsquo;\u00e9chelle. En offrant une plateforme robuste, flexible et hautement scalable, Kubernetes <strong>facilite la gestion des charges de travail complexes<\/strong> et diversifi\u00e9es, tout en am\u00e9liorant l&rsquo;efficacit\u00e9 et la fiabilit\u00e9 des op\u00e9rations informatiques.<\/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-9688174 elementor-widget elementor-widget-html\" data-id=\"9688174\" 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\": \"Les origines de Kubernetes\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Con\u00e7u \u00e0 l'origine par Google et d\u00e9sormais g\u00e9r\u00e9 par la Cloud Native Computing Foundation, Kubernetes est devenu le syst\u00e8me d'orchestration de conteneurs de facto, permettant aux \u00e9quipes de d\u00e9veloppement de d\u00e9ployer, de mettre \u00e0 l'\u00e9chelle et de g\u00e9rer automatiquement leurs applications conteneuris\u00e9es avec une efficacit\u00e9 et une flexibilit\u00e9 sans pr\u00e9c\u00e9dent.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quelle est la sp\u00e9cificit\u00e9 de Kubernetes ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"L'architecture de Kubernetes est con\u00e7ue pour \u00eatre hautement disponible et scalable, permettant la gestion efficace des applications conteneuris\u00e9es dans un environnement distribu\u00e9. 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Ainsi, Kubernetes \u00e9merge comme un acteur cl\u00e9, r\u00e9volutionnant la gestion des conteneurs d\u2019applications et jouant un r\u00f4le central dans l\u2019\u00e9cosyst\u00e8me du d\u00e9veloppement logiciel moderne. Con\u00e7u \u00e0 l&rsquo;origine [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":235186,"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>Kubernetes : Qu&#039;est-ce que c&#039;est ? 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Quelle importance en Cloud Computing ?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/kubernetes-tout-savoir\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2020-11-09T18:25:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-15T12:08:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/11\/kubernetes.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"J\u00e9r\u00e9my Robert\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"J\u00e9r\u00e9my Robert\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/kubernetes-tout-savoir\",\"url\":\"https:\/\/datascientest.com\/kubernetes-tout-savoir\",\"name\":\"Kubernetes : Qu'est-ce que c'est ? 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