{"id":262327,"date":"2025-02-06T06:30:00","date_gmt":"2025-02-06T06:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=262327"},"modified":"2025-01-31T21:58:34","modified_gmt":"2025-01-31T21:58:34","slug":"circleci-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/circleci-tout-savoir","title":{"rendered":"Qu&rsquo;est-ce que CircleCI ? Introduction \u00e0 l&rsquo;Int\u00e9gration Continue Simplifi\u00e9e"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"262327\" class=\"elementor elementor-262327\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f57cb6b e-flex e-con-boxed e-con\" data-id=\"f57cb6b\" 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-56d3e98 elementor-widget elementor-widget-text-editor\" data-id=\"56d3e98\" 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>CircleCI est une plateforme d\u2019int\u00e9gration et de d\u00e9ploiement continu (CI\/CD). Fond\u00e9e en 2011, et valoris\u00e9e 1,7 milliard de dollars en 2021, cette solution est aujourd&rsquo;hui l&rsquo;une des plateformes de CI\/CD les plus populaires au monde.<\/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-bd6a5f8 elementor-widget elementor-widget-text-editor\" data-id=\"bd6a5f8\" 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;\">CircleCI permet aux d\u00e9veloppeurs de construire, tester et d\u00e9ployer leur code rapidement et de mani\u00e8re fiable. Aujourd\u2019hui, l\u2019entreprise dessert des milliers d\u2019organisations \u00e0 travers le monde, allant des startups aux grandes entreprises, en leur offrant une flexibilit\u00e9 et une puissance adapt\u00e9es \u00e0 tous types de projets.<\/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-19d537c e-flex e-con-boxed e-con\" data-id=\"19d537c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&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-80b0333 elementor-widget elementor-widget-heading\" data-id=\"80b0333\" 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\">Mais au fait, qu'est-ce que le CI\/CD ?<\/h3>\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-23b4430 e-flex e-con-boxed e-con\" data-id=\"23b4430\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&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-f22fe8a e-con-full e-flex e-con\" data-id=\"f22fe8a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ad441b8 elementor-widget elementor-widget-image\" data-id=\"ad441b8\" 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=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image3-1.webp\" class=\"attachment-large size-large wp-image-262330\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image3-1.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image3-1-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image3-1-150x150.webp 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-2975c7f e-con-full e-flex e-con\" data-id=\"2975c7f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dfff330 elementor-widget elementor-widget-text-editor\" data-id=\"dfff330\" 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;\"><a href=\"https:\/\/datascientest.com\/ci-cd-integration-continue-livraison-continue\">CI\/CD<\/a> pour \u00ab\u00a0<\/span><b>Continuous Integration \/ Continuous Delivry<\/b><span style=\"font-weight: 400;\">\u00a0\u00bb ( int\u00e9gration continue \/ d\u00e9ploiement continu) est une pratique de d\u00e9veloppement visant \u00e0 automatiser les \u00e9tapes du cycle de vie d&rsquo;une application. Elle permet de r\u00e9duire les erreurs humaines, d&rsquo;acc\u00e9l\u00e9rer les d\u00e9lais de livraison et d&rsquo;am\u00e9liorer la qualit\u00e9 des applications.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>L&rsquo;int\u00e9gration continue (CI)<\/b><span style=\"font-weight: 400;\"> consiste \u00e0 int\u00e9grer r\u00e9guli\u00e8rement le code \u00e9crit par les diff\u00e9rents membres d&rsquo;une \u00e9quipe dans un d\u00e9p\u00f4t centralis\u00e9. Chaque modification est automatiquement test\u00e9e pour s&rsquo;assurer qu&rsquo;elle n&rsquo;introduit pas de bugs ou d&rsquo;incompatibilit\u00e9s.<\/span><\/li><li><b>Le d\u00e9ploiement continu (CD) <\/b><span style=\"font-weight: 400;\">automatise quant \u00e0 lui la livraison du code valid\u00e9, sans intervention manuelle.<\/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-66311ef e-flex e-con-boxed e-con\" data-id=\"66311ef\" 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-5fe5c1a elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"5fe5c1a\" 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-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\">Approfondir le CI\/CD<\/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-a3b5478 e-flex e-con-boxed e-con\" data-id=\"a3b5478\" 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-1f8f2bc elementor-widget elementor-widget-heading\" data-id=\"1f8f2bc\" 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<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78b6a18 elementor-widget elementor-widget-text-editor\" data-id=\"78b6a18\" 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;\">CircleCI offre une large gamme d\u2019outils et d\u2019int\u00e9grations con\u00e7us pour automatiser, optimiser et s\u00e9curiser le processus de d\u00e9veloppement, tout en garantissant une livraison continue efficace. <\/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-3cc3146 e-flex e-con-boxed e-con\" data-id=\"3cc3146\" 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-41bea67 e-con-full e-flex e-con\" data-id=\"41bea67\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a068a7 elementor-widget elementor-widget-image\" data-id=\"6a068a7\" 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\/2025\/01\/image12.webp\" class=\"attachment-large size-large wp-image-262341\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image12.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image12-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image12-150x150.webp 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-6846042 e-con-full e-flex e-con\" data-id=\"6846042\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-06cd455 elementor-widget elementor-widget-heading\" data-id=\"06cd455\" 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-default\"><font size=\"4\">Workflows flexibles<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fa2b27a e-con-full e-flex e-con\" data-id=\"fa2b27a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-443636e elementor-widget elementor-widget-text-editor\" data-id=\"443636e\" 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;\">Permet d\u2019orchestrer des pipelines complexes avec des d\u00e9pendances conditionnelles. Cela optimise les tests et les d\u00e9ploiements, repr\u00e9sentant un gain de temps.<\/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-8e043c4 e-flex e-con-boxed e-con\" data-id=\"8e043c4\" 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-3ff0b6a e-con-full e-flex e-con\" data-id=\"3ff0b6a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a8bf223 elementor-widget elementor-widget-image\" data-id=\"a8bf223\" 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\/2025\/01\/image5-1.webp\" class=\"attachment-large size-large wp-image-262347\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image5-1.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image5-1-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image5-1-150x150.webp 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-72343fc e-con-full e-flex e-con\" data-id=\"72343fc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-207d8ff elementor-widget elementor-widget-heading\" data-id=\"207d8ff\" 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-default\"><font size=\"4\">Ex\u00e9cution dans le cloud<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-99fdb39 e-con-full e-flex e-con\" data-id=\"99fdb39\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b3cfa21 elementor-widget elementor-widget-text-editor\" data-id=\"b3cfa21\" 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;\">Offre des environnements cloud \u00e9volutifs via des <a href=\"https:\/\/datascientest.com\/machines-virtuelles-tout-savoir\">machines virtuelles<\/a> ou <a href=\"https:\/\/datascientest.com\/docker-guide-complet\">Docker<\/a>.<\/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-56b6ead e-flex e-con-boxed e-con\" data-id=\"56b6ead\" 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-aacb06d e-con-full e-flex e-con\" data-id=\"aacb06d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d7c51e5 elementor-widget elementor-widget-image\" data-id=\"d7c51e5\" 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\/2025\/01\/image15.webp\" class=\"attachment-large size-large wp-image-262344\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image15.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image15-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image15-150x150.webp 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-d9e6b74 e-con-full e-flex e-con\" data-id=\"d9e6b74\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-de1b6ba elementor-widget elementor-widget-heading\" data-id=\"de1b6ba\" 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-default\"><font size=\"4\">Parall\u00e9lisation des builds<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-454dee8 e-con-full e-flex e-con\" data-id=\"454dee8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c62366b elementor-widget elementor-widget-text-editor\" data-id=\"c62366b\" 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;\">Divise les t\u00e2ches pour acc\u00e9l\u00e9rer les tests et les builds pour un temps de traitement r\u00e9duit.<\/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-9307255 e-flex e-con-boxed e-con\" data-id=\"9307255\" 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-8cd691a e-con-full e-flex e-con\" data-id=\"8cd691a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d7866d9 elementor-widget elementor-widget-image\" data-id=\"d7866d9\" 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\/2025\/01\/image14.webp\" class=\"attachment-large size-large wp-image-262343\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image14.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image14-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image14-150x150.webp 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-662ed47 e-con-full e-flex e-con\" data-id=\"662ed47\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a71213 elementor-widget elementor-widget-heading\" data-id=\"2a71213\" 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-default\"><font size=\"4\">Support multi-environnements<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0cd8688 e-con-full e-flex e-con\" data-id=\"0cd8688\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-064ed44 elementor-widget elementor-widget-text-editor\" data-id=\"064ed44\" 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;\">Prend en charge <a href=\"https:\/\/datascientest.com\/top-10-des-langages-de-programmation\">divers langages<\/a>, <a href=\"https:\/\/datascientest.com\/frameworks-go-tout-savoir\">frameworks<\/a> et environnements.<\/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-09898be e-flex e-con-boxed e-con\" data-id=\"09898be\" 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-82b33e6 e-con-full e-flex e-con\" data-id=\"82b33e6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6404b7d elementor-widget elementor-widget-image\" data-id=\"6404b7d\" 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\/2025\/01\/image11.webp\" class=\"attachment-large size-large wp-image-262340\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image11.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image11-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image11-150x150.webp 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-14a433e e-con-full e-flex e-con\" data-id=\"14a433e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e4aa2f2 elementor-widget elementor-widget-heading\" data-id=\"e4aa2f2\" 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-default\"><font size=\"4\">Automatisation du d\u00e9ploiement<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-108107c e-con-full e-flex e-con\" data-id=\"108107c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-de26bc5 elementor-widget elementor-widget-text-editor\" data-id=\"de26bc5\" 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;\">Int\u00e9gration avec des outils comme <a href=\"https:\/\/datascientest.com\/kubernetes-tout-savoir\">Kubernetes<\/a> et <a href=\"https:\/\/datascientest.com\/terraform\">Terraform<\/a>.<\/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-ec36dbe e-flex e-con-boxed e-con\" data-id=\"ec36dbe\" 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-cb45471 e-con-full e-flex e-con\" data-id=\"cb45471\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ab66c3 elementor-widget elementor-widget-image\" data-id=\"3ab66c3\" 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\/2025\/01\/image4-1.webp\" class=\"attachment-large size-large wp-image-262346\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image4-1.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image4-1-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image4-1-150x150.webp 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-2c0fd5b e-con-full e-flex e-con\" data-id=\"2c0fd5b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-421598a elementor-widget elementor-widget-heading\" data-id=\"421598a\" 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-default\"><font size=\"4\">Mise en cache intelligente<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0c9226c e-con-full e-flex e-con\" data-id=\"0c9226c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ae4606 elementor-widget elementor-widget-text-editor\" data-id=\"7ae4606\" 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 d\u00e9pendances sont mises en cache pour \u00e9viter leur re-t\u00e9l\u00e9chargement.<\/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-efd7fb3 e-flex e-con-boxed e-con\" data-id=\"efd7fb3\" 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-701a78e e-con-full e-flex e-con\" data-id=\"701a78e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-37e6355 elementor-widget elementor-widget-image\" data-id=\"37e6355\" 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\/2025\/01\/image7-1.webp\" class=\"attachment-large size-large wp-image-262349\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image7-1.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image7-1-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image7-1-150x150.webp 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-b0c0a9e e-con-full e-flex e-con\" data-id=\"b0c0a9e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-db6db4b elementor-widget elementor-widget-heading\" data-id=\"db6db4b\" 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-default\"><font size=\"4\">S\u00e9curit\u00e9 et conformit\u00e9<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a2fd5f9 e-con-full e-flex e-con\" data-id=\"a2fd5f9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7769121 elementor-widget elementor-widget-text-editor\" data-id=\"7769121\" 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;\">Chiffrement des donn\u00e9es, permissions granulaires et audit des pipelines.<\/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-137ea41 e-flex e-con-boxed e-con\" data-id=\"137ea41\" 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-cf72258 e-con-full e-flex e-con\" data-id=\"cf72258\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9078529 elementor-widget elementor-widget-image\" data-id=\"9078529\" 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\/2025\/01\/image9.webp\" class=\"attachment-large size-large wp-image-262338\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image9.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image9-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image9-150x150.webp 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-4bd88c2 e-con-full e-flex e-con\" data-id=\"4bd88c2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-096897a elementor-widget elementor-widget-heading\" data-id=\"096897a\" 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-default\"><font size=\"4\">Tests continus et reporting<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b8f7edf e-con-full e-flex e-con\" data-id=\"b8f7edf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-daa1c0d elementor-widget elementor-widget-text-editor\" data-id=\"daa1c0d\" 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;\">Int\u00e9gration avec des outils de test et g\u00e9n\u00e9ration de rapports d\u00e9taill\u00e9s.<\/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-0e2f5ce e-flex e-con-boxed e-con\" data-id=\"0e2f5ce\" 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-629a7fc e-con-full e-flex e-con\" data-id=\"629a7fc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a62c64 elementor-widget elementor-widget-image\" data-id=\"4a62c64\" 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\/2025\/01\/image6-1.webp\" class=\"attachment-large size-large wp-image-262348\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image6-1.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image6-1-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image6-1-150x150.webp 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-66a1c09 e-con-full e-flex e-con\" data-id=\"66a1c09\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7fadbca elementor-widget elementor-widget-heading\" data-id=\"7fadbca\" 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-default\"><font size=\"4\">Surveillance et insights<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c1aeea e-con-full e-flex e-con\" data-id=\"4c1aeea\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b263550 elementor-widget elementor-widget-text-editor\" data-id=\"b263550\" 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;\">Tableaux de bord analytiques pour suivre les performances des pipelines.<\/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-47adcc7 e-flex e-con-boxed e-con\" data-id=\"47adcc7\" 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-6ec0ea1 e-con-full e-flex e-con\" data-id=\"6ec0ea1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-497104c elementor-widget elementor-widget-image\" data-id=\"497104c\" 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\/2025\/01\/image8.webp\" class=\"attachment-large size-large wp-image-262337\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image8.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image8-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image8-150x150.webp 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-994a177 e-con-full e-flex e-con\" data-id=\"994a177\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-15cdbff elementor-widget elementor-widget-heading\" data-id=\"15cdbff\" 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-default\"><font size=\"4\">Int\u00e9gration avec Git<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72c40e5 e-con-full e-flex e-con\" data-id=\"72c40e5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b4a949 elementor-widget elementor-widget-text-editor\" data-id=\"2b4a949\" 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;\">Compatible avec <a href=\"https:\/\/datascientest.com\/github-tout-savoir\">GitHub<\/a>, <a href=\"https:\/\/datascientest.com\/gitlab-tout-savoir\">GitLab<\/a> et Bitbucket pour automatiser les workflows CI\/CD.<\/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-5e967b2 e-flex e-con-boxed e-con\" data-id=\"5e967b2\" 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-9cdd3f7 elementor-widget elementor-widget-heading\" data-id=\"9cdd3f7\" 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\">Mise en place de CircleCI<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c0f9b1 elementor-widget elementor-widget-text-editor\" data-id=\"6c0f9b1\" 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;\">La configuration initiale est simple et rapide, en plus d&rsquo;\u00eatre compatible avec GitHub; GitLab ou Bitbucket.<\/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-6500c47 elementor-widget elementor-widget-heading\" data-id=\"6500c47\" 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-default\"><font size=\"4\">1. Avant l'installation<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96bb369 elementor-widget elementor-widget-text-editor\" data-id=\"96bb369\" 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\"><span style=\"font-weight: 400;\">Avant toute chose, il est bien \u00e9videmment n\u00e9cessaire d&rsquo;avoir un compte sur une plateforme de gestion de code compatible (<\/span><b>GitHub, GitLab ou Bitbucket<\/b><span style=\"font-weight: 400;\">). Ainsi qu&rsquo;un compte <a href=\"https:\/\/circleci.com\/\">CircleCI<\/a> connect\u00e9 au d\u00e9p\u00f4t que vous utilisez.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Il est n\u00e9cessaire d&rsquo;avoir un fichier de configuration config.yml dans un dossier .circleci \u00e0 la racine du d\u00e9p\u00f4t.<\/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-3e8c452 elementor-widget elementor-widget-heading\" data-id=\"3e8c452\" 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-default\"><font size=\"4\">2. Inscription du projet<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3285bf elementor-widget elementor-widget-text-editor\" data-id=\"e3285bf\" 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;\">Depuis le site de CircleCI, accordez les autorisations demand\u00e9es pour qu&rsquo;il puisse acc\u00e9der \u00e0 vos d\u00e9p\u00f4ts. Pour ajouter un nouveau projet, cliquez sur \u00ab\u00a0Set up project\u00a0\u00bb, comme le montre la capture ci-dessous : <\/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-ffd48a6 elementor-widget elementor-widget-image\" data-id=\"ffd48a6\" 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=\"1277\" height=\"128\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image16.webp\" class=\"attachment-full size-full wp-image-262365\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image16.webp 1277w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image16-300x30.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image16-1024x103.webp 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image16-768x77.webp 768w\" sizes=\"(max-width: 1277px) 100vw, 1277px\" \/>\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-279da12 elementor-widget elementor-widget-text-editor\" data-id=\"279da12\" 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;\">Choisissez une m\u00e9thode d&rsquo;int\u00e9gration, dans cet exemple, il s&rsquo;agira de \u00ab\u00a0<\/span><b>Fast<\/b><span style=\"font-weight: 400;\">\u00ab\u00a0.<\/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-fc233ca elementor-widget elementor-widget-image\" data-id=\"fc233ca\" 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=\"438\" height=\"336\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image10.webp\" class=\"attachment-full size-full wp-image-262339\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image10.webp 438w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image10-300x230.webp 300w\" sizes=\"(max-width: 438px) 100vw, 438px\" \/>\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-ae9f2f1 elementor-widget elementor-widget-text-editor\" data-id=\"ae9f2f1\" 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;\">Un fichier de configuration est automatiquement cr\u00e9\u00e9.<\/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-0cfc94c elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"0cfc94c\" 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-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 mener un projet sur CircleCI<\/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-556a4a2 elementor-widget elementor-widget-heading\" data-id=\"556a4a2\" 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-default\"><font size=\"4\">3. Le fichier de configuration<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-986ff2a elementor-widget elementor-widget-text-editor\" data-id=\"986ff2a\" 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;\">Dans notre exemple, le fichier de configuration cr\u00e9\u00e9 est le suivant :<\/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-fd24a44 elementor-widget elementor-widget-code-highlight\" data-id=\"fd24a44\" data-element_type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"prismjs-tomorrow copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python \">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>version: 2.1\r\norbs:\r\n  python: circleci\/python@2.1.1\r\njobs:\r\n  build-and-test:\r\n    docker:\r\n      - image: cimg\/python:3.12\r\n    steps:\r\n      - checkout\r\n      - python\/install-packages:\r\n          pkg-manager: pip\r\n      - run:\r\n          name: Run tests\r\n          command: pytest\r\nworkflows:\r\n  sample: \r\n    jobs:\r\n      - build-and-test<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\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-cc012dc elementor-widget elementor-widget-text-editor\" data-id=\"cc012dc\" 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\"><span style=\"font-weight: 400;\">La premi\u00e8re ligne concerne la version du sch\u00e9ma utilis\u00e9 par CircleCI.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Les <\/span><b>orbs<\/b><span style=\"font-weight: 400;\"> sont des packages r\u00e9utilisables contenant des configurations CircleCI pr\u00e9con\u00e7ues. Elles permettent d&rsquo;int\u00e9grer rapidement des outils ou langages sp\u00e9cifiques sans avoir \u00e0 r\u00e9\u00e9crire la configuration.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Les <\/span><b>jobs<\/b><span style=\"font-weight: 400;\"> sont des unit\u00e9s de travail. Ils contiennent une s\u00e9rie d&rsquo;\u00e9tapes, appel\u00e9es <\/span><b>steps<\/b><span style=\"font-weight: 400;\"> qui s&rsquo;ex\u00e9cutent dans un environnement sp\u00e9cifique. En l&rsquo;occurrence, le job <\/span><b>build-and-test<\/b><span style=\"font-weight: 400;\"> contient un \u00e9l\u00e9ment <\/span><b>docker<\/b><span style=\"font-weight: 400;\"> qui d\u00e9finit l&rsquo;environnement d&rsquo;ex\u00e9cution du job (ici, il s&rsquo;agit d&rsquo;une image Docker fournie par CircleCI), et un \u00e9l\u00e9ment <\/span><b>step<\/b><span style=\"font-weight: 400;\">, d\u00e9crit ci-apr\u00e8s.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Les \u00e9tapes (<\/span><b>steps<\/b><span style=\"font-weight: 400;\">) d\u00e9finissent les actions \u00e0 ex\u00e9cuter dans le cadre d&rsquo;un job :\u00a0<\/span><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li aria-level=\"2\"><b>checkout<\/b><span style=\"font-weight: 400;\"> : extrait le code source depuis le d\u00e9p\u00f4t pour le rendre accessible dans l&rsquo;environnement CircleCI.<\/span><\/li><\/ul><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li aria-level=\"2\"><b>python\/install-packages<\/b><span style=\"font-weight: 400;\"> : Cette commande installe les d\u00e9pendances requises, \u00e0 l&rsquo;aide du gestionnaire de package <\/span><b>pip<\/b><\/li><\/ul><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li aria-level=\"2\"><b>run<\/b><span style=\"font-weight: 400;\"> : ex\u00e9cute une commande \u00e0 l&rsquo;int\u00e9rieur du job. <\/span><b>Pytest<\/b><span style=\"font-weight: 400;\"> est utilis\u00e9 ici pour ex\u00e9cuter des tests unitaires.<\/span><\/li><\/ul><\/li><\/ul><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Enfin, les <\/span><b>workflows <\/b><span style=\"font-weight: 400;\">sont un ensemble de jobs ex\u00e9cut\u00e9s selon un ordre d\u00e9fini :\u00a0<\/span><ul><li><b>sample <\/b><span style=\"font-weight: 400;\">: nom du workflow<\/span><\/li><li><b><\/b><b>jobs<\/b><span style=\"font-weight: 400;\"> : liste des jobs \u00e0 ex\u00e9cuter dans le workflow<\/span><\/li><\/ul><\/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-6475d29 elementor-widget elementor-widget-text-editor\" data-id=\"6475d29\" 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;\">Nous pouvons \u00e9ventuellement apporter les modifications suivantes :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Afin d&rsquo;\u00e9viter la r\u00e9installation des packages \u00e0 chaque ex\u00e9cution (et par cons\u00e9quent, gagner du temps de build), une gestion du cache peut \u00eatre impl\u00e9ment\u00e9e :<\/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-98d615c elementor-widget elementor-widget-text-editor\" data-id=\"98d615c\" 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<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">version<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #008000;\">2.1<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\">orbs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0python<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">circleci\/python@2.1.1<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\">jobs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0build-and-test<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0docker<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">image<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">cimg\/python<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><span style=\"font-weight: 400; color: #008000;\">3.12<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0steps<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">checkout<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">python\/install-packages<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0pkg-manager<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">pip<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Run tests<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">pytest<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\">workflows<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0sample<\/span><span style=\"font-weight: 400;\">:\u00a0<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0jobs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">build-and-test<\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-09c4a8b elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"09c4a8b\" 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-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\">Savoir configurer CircleCI<\/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-b596a64 elementor-widget elementor-widget-text-editor\" data-id=\"b596a64\" 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;\">Ainsi, CircleCI tentera de restaurer un cache existant bas\u00e9 sur le hash du fichier <\/span><b>requirements.txt<\/b><span style=\"font-weight: 400;\">. S&rsquo;il est disponible, elles seront r\u00e9cup\u00e9r\u00e9es, sinon elles seront install\u00e9es via <\/span><b>pip<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Lorsque l&rsquo;application passera en production, nous pouvons ajouter un d\u00e9ploiement automatis\u00e9 apr\u00e8s un test r\u00e9ussi :<\/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-16da16d elementor-widget elementor-widget-text-editor\" data-id=\"16da16d\" 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<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">workflows<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0version<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #008000;\">2<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0deploy<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0jobs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">build-and-test<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">deploy<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0requires<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">build-and-test<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0filters<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0branches<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0only<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">main<\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4408d4a elementor-widget elementor-widget-heading\" data-id=\"4408d4a\" 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-default\"><font size=\"4\">4. Int\u00e9gration cloud<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a5bbde elementor-widget elementor-widget-text-editor\" data-id=\"2a5bbde\" 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;\">CircleCI s&rsquo;int\u00e8gre ais\u00e9ment avec des infrastructures cloud, qu&rsquo;il s&rsquo;agisse de <a href=\"https:\/\/datascientest.com\/differences-clouds\">Azure, AWS ou GCP<\/a>. Ici, nous allons effectuer une int\u00e9gration AWS.<\/span><\/p><p><span style=\"font-weight: 400;\">Pour faire simple, il convient d&rsquo;ajouter dans un premier temps un <\/span><b>orb<\/b><span style=\"font-weight: 400;\">, qui est le suivant : <\/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-bc51b20 elementor-widget elementor-widget-text-editor\" data-id=\"bc51b20\" 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=\"color: #000080;\"><span style=\"font-weight: 400;\">aws-cli<\/span><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">circleci\/aws-cli@4.1.1<\/span><\/span><\/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-021ba63 elementor-widget elementor-widget-text-editor\" data-id=\"021ba63\" 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;\">Ainsi qu&rsquo;un <\/span><b>job<\/b><span style=\"font-weight: 400;\">, qui ressemblera \u00e0 l&rsquo;exemple ci-dessous :<\/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-59f7ac3 elementor-widget elementor-widget-text-editor\" data-id=\"59f7ac3\" 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<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">deploy-to-aws<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0docker<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">image<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">cimg\/python<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><span style=\"font-weight: 400;\">3.12<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0steps<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">attach_workspace<\/span><span style=\"font-weight: 400;\">:\u00a0<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0at<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">\/home\/circleci\/project<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">aws-cli\/setup<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Configure AWS credentials<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <span style=\"color: #000000;\">|<\/span><\/span><\/span><br \/><span style=\"font-weight: 400; color: #000080;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #ff0000;\">aws configure set aws_access_key_id $AWS_ACCESS_KEY_ID<\/span><\/span><br \/><span style=\"font-weight: 400; color: #ff0000;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0aws configure set aws_secret_access_key $AWS_SECRET_ACCESS_KEY<\/span><br \/><span style=\"font-weight: 400; color: #ff0000;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0aws configure set default.region $AWS_DEFAULT_REGION<\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Deploy application to S3<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <span style=\"color: #000000;\">|<\/span><\/span><\/span><br \/><span style=\"font-weight: 400; color: #000080;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #ff0000;\">aws s3 cp \/home\/circleci\/project\/ s3:\/\/$AWS_S3_BUCKET_NAME --recursive<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Clear AWS credentials (for security)<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">rm -f ~\/.aws\/credentials<\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-726b493 elementor-widget elementor-widget-text-editor\" data-id=\"726b493\" 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 variables d&rsquo;environnement pr\u00e9sentent (reconnaissables par le signe <\/span><b>$<\/b><span style=\"font-weight: 400;\">) doivent \u00eatre cr\u00e9\u00e9es au pr\u00e9alable dans les param\u00e8tres CircleCI.<\/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-2ecae2b elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"2ecae2b\" 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-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\">Ma\u00eetriser l'int\u00e9gration cloud sur CircleCI<\/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-21e7a01 e-flex e-con-boxed e-con\" data-id=\"21e7a01\" 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-4ab7809 elementor-widget elementor-widget-heading\" data-id=\"4ab7809\" 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\">Bonnes pratiques de CI\/CD<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9db08b6 elementor-widget elementor-widget-text-editor\" data-id=\"9db08b6\" 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;\">CircleCI recommande plusieurs bonnes pratiques pour optimiser les pipelines de CI\/CD.<\/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-403d174 e-flex e-con-boxed e-con\" data-id=\"403d174\" 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-9391d09 e-con-full e-flex e-con\" data-id=\"9391d09\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-753af5b elementor-widget elementor-widget-image\" data-id=\"753af5b\" 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\/2025\/01\/image1-1.webp\" class=\"attachment-full size-full wp-image-262345\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image1-1.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image1-1-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image1-1-150x150.webp 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-4399cd2 e-con-full e-flex e-con\" data-id=\"4399cd2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9344e14 elementor-widget elementor-widget-image\" data-id=\"9344e14\" 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\/2025\/01\/image13.webp\" class=\"attachment-full size-full wp-image-262342\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image13.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image13-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/image13-150x150.webp 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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-61a9c6a e-flex e-con-boxed e-con\" data-id=\"61a9c6a\" 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-1066280 e-con-full e-flex e-con\" data-id=\"1066280\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1da91d9 elementor-widget elementor-widget-text-editor\" data-id=\"1da91d9\" 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 processus de CI\/CD doit \u00eatre consid\u00e9r\u00e9 comme essentiel \u00e0 toute \u00e9quipe de d\u00e9veloppement.<\/span><\/p>\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-4d30767 e-con-full e-flex e-con\" data-id=\"4d30767\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4075084 elementor-widget elementor-widget-text-editor\" data-id=\"4075084\" 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;\">Travailler avec des processus manuels, qui ralentissent le d\u00e9veloppement.<\/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-d0af3e7 e-flex e-con-boxed e-con\" data-id=\"d0af3e7\" 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-c683eb1 e-con-full e-flex e-con\" data-id=\"c683eb1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6390e6e elementor-widget elementor-widget-text-editor\" data-id=\"6390e6e\" 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;\">R\u00e9utiliser les configurations et mettre en place des strat\u00e9gies de cache.<\/span><\/p>\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-d76258e e-con-full e-flex e-con\" data-id=\"d76258e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ebc0c0b elementor-widget elementor-widget-text-editor\" data-id=\"ebc0c0b\" 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;\">Dupliquer les configurations et t\u00e9l\u00e9charger syst\u00e9matiquement les d\u00e9pendances \u00e0 chaque build.<\/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-c825dd1 e-flex e-con-boxed e-con\" data-id=\"c825dd1\" 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-7cfea09 e-con-full e-flex e-con\" data-id=\"7cfea09\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af18ce3 elementor-widget elementor-widget-text-editor\" data-id=\"af18ce3\" 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;\">Utiliser les orbs CircleCI pour automatiser des t\u00e2ches r\u00e9p\u00e9titives.<\/span><\/p>\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-6552936 e-con-full e-flex e-con\" data-id=\"6552936\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f3adce7 elementor-widget elementor-widget-text-editor\" data-id=\"f3adce7\" 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;\">\u00c9crire manuellement des configurations redondantes pour chaque projet.<\/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-119ed31 e-flex e-con-boxed e-con\" data-id=\"119ed31\" 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-51a003d e-con-full e-flex e-con\" data-id=\"51a003d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d3abdd2 elementor-widget elementor-widget-text-editor\" data-id=\"d3abdd2\" 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;\">S\u00e9curiser les pipelines en utilisant des variables d\u2019environnement priv\u00e9es, des contextes multiples et des contr\u00f4les administratifs.<\/span><\/p>\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-ef9934d e-con-full e-flex e-con\" data-id=\"ef9934d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36aa201 elementor-widget elementor-widget-text-editor\" data-id=\"36aa201\" 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;\">Stocker des informations sensibles dans les fichiers de configuration du projet.<\/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-7fe7142 e-flex e-con-boxed e-con\" data-id=\"7fe7142\" 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-fc69655 e-con-full e-flex e-con\" data-id=\"fc69655\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f18bace elementor-widget elementor-widget-text-editor\" data-id=\"f18bace\" 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;\">Maintenir une couverture de tests \u00e9lev\u00e9e en int\u00e9grant des outils partenaires (Codecov, Cypress ou SonarCloud par exemple).<\/span><\/p>\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-ee10d9c e-con-full e-flex e-con\" data-id=\"ee10d9c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a039e4 elementor-widget elementor-widget-text-editor\" data-id=\"3a039e4\" 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;\">D\u00e9ployer du code sans tests ou sans v\u00e9rifier la couverture de tests.<\/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-6ccb2b7 e-flex e-con-boxed e-con\" data-id=\"6ccb2b7\" 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-fbceb54 e-con-full e-flex e-con\" data-id=\"fbceb54\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d061dc8 elementor-widget elementor-widget-text-editor\" data-id=\"d061dc8\" 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;\">Utiliser des notifications automatis\u00e9es avec Slack pour suivre l\u2019\u00e9tat des pipelines et r\u00e9agir rapidement aux \u00e9checs.<\/span><\/p>\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-4546e4d e-con-full e-flex e-con\" data-id=\"4546e4d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73414bc elementor-widget elementor-widget-text-editor\" data-id=\"73414bc\" 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;\">Ne pas mettre en place de notifications, ce qui peut entra\u00eener des retards dans la d\u00e9tection des probl\u00e8mes.<\/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-03b967f e-flex e-con-boxed e-con\" data-id=\"03b967f\" 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-bede4b5 e-con-full e-flex e-con\" data-id=\"bede4b5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a2fd92 elementor-widget elementor-widget-text-editor\" data-id=\"2a2fd92\" 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;\">Utiliser des orbs populaires comme Node, AWS-CLI et Python pour faciliter les configurations et le d\u00e9ploiement dans le cloud.<\/span><\/p>\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-9eba5a1 e-con-full e-flex e-con\" data-id=\"9eba5a1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d33eaec elementor-widget elementor-widget-text-editor\" data-id=\"d33eaec\" 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;\">Configurer manuellement chaque outil, ce qui peut entra\u00eener des erreurs et des incoh\u00e9rences.<\/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-3572723 e-flex e-con-boxed e-con\" data-id=\"3572723\" 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-989a427 e-con-full e-flex e-con\" data-id=\"989a427\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-687dcd8 elementor-widget elementor-widget-text-editor\" data-id=\"687dcd8\" 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;\">Analyser les m\u00e9triques des pipelines pour identifier les goulets d\u2019\u00e9tranglement et am\u00e9liorer l\u2019efficacit\u00e9 des workflows.<\/span><\/p>\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-f5f6280 e-con-full e-flex e-con\" data-id=\"f5f6280\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b6b2fbf elementor-widget elementor-widget-text-editor\" data-id=\"b6b2fbf\" 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;\">Ne pas surveiller les performances des pipelines, ce qui peut ralentir les d\u00e9ploiements.<\/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-4c22676 e-flex e-con-boxed e-con\" data-id=\"4c22676\" 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-b02426b elementor-widget elementor-widget-heading\" data-id=\"b02426b\" 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-ab9efcd elementor-widget elementor-widget-text-editor\" data-id=\"ab9efcd\" 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;\">CircleCI est une solution <strong>puissante et flexible<\/strong> qui permet d&rsquo;automatiser et d&rsquo;optimiser les processus de CI\/CD.<\/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-0208e57 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"0208e57\" 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-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\">Se former au CI\/CD<\/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-0b2cce9 e-flex e-con-boxed e-con\" data-id=\"0b2cce9\" 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-6ed71ec elementor-widget elementor-widget-html\" data-id=\"6ed71ec\" 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    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Qu'est-ce que CircleCI ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"CircleCI est une plateforme d'int\u00e9gration et de 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