{"id":90386,"date":"2021-10-08T09:25:06","date_gmt":"2021-10-08T08:25:06","guid":{"rendered":"https:\/\/datascientest.com\/?p=90386"},"modified":"2023-11-09T14:05:51","modified_gmt":"2023-11-09T14:05:51","slug":"dataops","status":"publish","type":"post","link":"https:\/\/datascientest.com\/dataops","title":{"rendered":"DataOps : d\u00e9finition, avantages, formation"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"90386\" class=\"elementor elementor-90386\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-feb7315 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"feb7315\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-319ae53\" data-id=\"319ae53\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3e12423 elementor-widget elementor-widget-text-editor\" data-id=\"3e12423\" 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<h2><strong>Le DataOps est une m\u00e9thodologie combinant la Data Science et le DevOps pour l&rsquo;analyse de donn\u00e9es. D\u00e9couvrez tout ce qu&rsquo;il y a d&rsquo;important \u00e0 savoir sur le DataOps<\/strong><\/h2>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-042fdee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"042fdee\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e8fcd66\" data-id=\"e8fcd66\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b26435d elementor-widget elementor-widget-text-editor\" data-id=\"b26435d\" 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;\">\u00c0 la crois\u00e9e du DevOps et de la Data Science, le DataOps (Data Operations) est une discipline \u00e9mergente qui gagne du terrain dans les entreprises. Elle consiste \u00e0 combiner les \u00e9quipes Data Ops avec les r\u00f4les de Data Engineer et Data Scientist.<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a533ff2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a533ff2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b66e80d\" data-id=\"b66e80d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5367854 elementor-widget elementor-widget-heading\" data-id=\"5367854\" 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\">Qu'est-ce que le DataOps ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8c02c18 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8c02c18\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-51647a5\" data-id=\"51647a5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0275ecd elementor-widget elementor-widget-text-editor\" data-id=\"0275ecd\" 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;\">Au fil des derni\u00e8res ann\u00e9es, <\/span><b>deux innovations ont boulevers\u00e9 le monde de l&rsquo;entreprise<\/b><span style=\"font-weight: 400;\">. La m\u00e9thodologie DevOps change la vie des \u00e9quipes IT et d\u00e9veloppeurs, tandis que la Data Science permet d\u00e9sormais de se baser sur les donn\u00e9es pour prendre les meilleures d\u00e9cisions.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00c0 pr\u00e9sent, <\/span><b>le DataOps est une m\u00e9thodologie visant \u00e0 combiner<\/b><span style=\"font-weight: 400;\"> ces deux disruptions. C&rsquo;est une m\u00e9thodologie agile, orient\u00e9e-processus pour l&rsquo;analyse de donn\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">En collaboration avec les Data Scientists,<\/span><b> les \u00e9quipes DevOps cr\u00e9ent des outils et des processus<\/b><span style=\"font-weight: 400;\"> permettant \u00e0 l&rsquo;entreprise de tirer pleinement profit des donn\u00e9es.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bc8d202 e-flex e-con-boxed e-con\" data-id=\"bc8d202\" 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-7cd7fa7 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"7cd7fa7\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/h_exzfWtsu0&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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-01b8bb1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"01b8bb1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d53808d\" data-id=\"d53808d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-688229e elementor-widget elementor-widget-heading\" data-id=\"688229e\" 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\">\u00c0 quoi sert le DataOps ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-491813e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"491813e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-86d8f72\" data-id=\"86d8f72\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3961764 elementor-widget elementor-widget-text-editor\" data-id=\"3961764\" 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 <\/span><b>applications bas\u00e9es sur l&rsquo;analyse de donn\u00e9es<\/b><span style=\"font-weight: 400;\"> offrent de nombreuses possibilit\u00e9s, mais sont parfois difficiles \u00e0 cr\u00e9er et \u00e0 mettre en place. Les donn\u00e9es elles-m\u00eames peuvent \u00eatre compliqu\u00e9es \u00e0 g\u00e9rer.<\/span><\/p><p><span style=\"font-weight: 400;\">Le <\/span><b>but du DataOps est de simplifier la conception<\/b><span style=\"font-weight: 400;\">, le d\u00e9veloppement, et la maintenance de ces applications. L&rsquo;objectif est d&rsquo;am\u00e9liorer la fa\u00e7on dont les donn\u00e9es sont g\u00e9r\u00e9es et dont les produits sont cr\u00e9\u00e9s.<\/span><\/p><p><span style=\"font-weight: 400;\">Ces am\u00e9liorations sont align\u00e9es avec les objectifs de l&rsquo;entreprise. Ainsi,<\/span><b> le DataOps permet \u00e0 une organisation de devenir Data-Driven<\/b><span style=\"font-weight: 400;\">.<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-890e042 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"890e042\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-be268a4\" data-id=\"be268a4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dc8c645 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"dc8c645\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Commencer une formation DataOps<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7481d6d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7481d6d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ab1c85d\" data-id=\"ab1c85d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cb0a923 elementor-widget elementor-widget-heading\" data-id=\"cb0a923\" 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\">DataOps vs DevOps : quelle est la diff\u00e9rence ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3930bab elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3930bab\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-070d52f\" data-id=\"070d52f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9ec43c7 elementor-widget elementor-widget-text-editor\" data-id=\"9ec43c7\" 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 <\/span><b>termes \u00a0\u00bb DataOps \u00a0\u00bb et \u00a0\u00bb DevOps \u00a0\u00bb peuvent \u00eatre intimidants<\/b><span style=\"font-weight: 400;\">, mais ces concepts sont en fait assez simples. Pour bien comprendre la diff\u00e9rence entre les deux, il faut d&rsquo;abord savoir ce dont il s&rsquo;agit.<\/span><\/p><p><span style=\"font-weight: 400;\">Le DevOps est une m\u00e9thodologie de d\u00e9veloppement logiciel. Elle apporte <\/span><b>la livraison continue (Continuous Delivery) <\/b><span style=\"font-weight: 400;\">au cycle de vie de d\u00e9veloppement. Pour ce faire, les \u00e9quipes de d\u00e9veloppement et les \u00e9quipes op\u00e9rationnelles sont combin\u00e9es en une seule unit\u00e9 en charge d&rsquo;un produit ou service.<\/span><\/p><p><span style=\"font-weight: 400;\">Le <\/span><b>DataOps se base sur cette m\u00e9thode, pour la Data Science<\/b><span style=\"font-weight: 400;\">. Les sp\u00e9cialistes tels que les Data Scientists, analystes et autres ing\u00e9nieurs des donn\u00e9es s&rsquo;associent aux \u00e9quipes DevOps pour am\u00e9liorer l&rsquo;usage des donn\u00e9es dans toute l&rsquo;organisation.<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-67f0a8d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"67f0a8d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c79affc\" data-id=\"c79affc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0a690a2 elementor-widget elementor-widget-heading\" data-id=\"0a690a2\" 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\">Les principes du DataOps<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fac1d75 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fac1d75\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-68f4a03\" data-id=\"68f4a03\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-96dc911 elementor-widget elementor-widget-text-editor\" data-id=\"96dc911\" 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;\">Tout comme le DevOps, <\/span><b>le DataOps se base \u00e0 l&rsquo;origine sur la m\u00e9thodologie agile<\/b><span style=\"font-weight: 400;\">. Appliqu\u00e9e \u00e0 la Data Science, cette m\u00e9thode consiste \u00e0 d\u00e9livrer en continu des r\u00e9sultats d&rsquo;analyse de donn\u00e9es dans le but de satisfaire les clients de l&rsquo;entreprise.<\/span><\/p><p><span style=\"font-weight: 400;\">Les grands principes du DataOps sont <\/span><b>r\u00e9sum\u00e9s dans un manifeste officiel<\/b><span style=\"font-weight: 400;\">. Selon ce document, les \u00e9quipes DataOps privil\u00e9gient les analyses en fonction de leurs performances, elles-m\u00eames mesur\u00e9es par les \u00a0\u00bb insights \u00a0\u00bb en r\u00e9sultant.<\/span><\/p><p><span style=\"font-weight: 400;\">Face \u00e0 une demande en constante \u00e9volution, <\/span><b>les \u00e9quipes DataOps embrassent le changement<\/b><span style=\"font-weight: 400;\"> et cherchent constamment \u00e0 comprendre les attentes des clients. Ces \u00e9quipes s&rsquo;organisent autour d&rsquo;objectifs sp\u00e9cifiques, et cherchent \u00e0 mettre en place des processus fiables et extensibles.<\/span><\/p><p><span style=\"font-weight: 400;\">Par ailleurs,<\/span><b> les \u00e9quipes DataOps orchestrent les donn\u00e9es<\/b><span style=\"font-weight: 400;\">, outils, codes et environnements du d\u00e9but \u00e0 la fin. Leur but est d&rsquo;obtenir des r\u00e9sultats reproductibles. \u00c0 leurs yeux, les pipelines d&rsquo;analyse de donn\u00e9es sont semblables aux lignes de production d&rsquo;une usine.<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2a4902e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2a4902e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9895dbe\" data-id=\"9895dbe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e906219 elementor-widget elementor-widget-heading\" data-id=\"e906219\" 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\">Quels sont les meilleurs cas d'usage ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e66e347 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e66e347\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-014c3f5\" data-id=\"014c3f5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d627aa5 elementor-widget elementor-widget-text-editor\" data-id=\"d627aa5\" 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 DataOps est<\/span> <b>particuli\u00e8rement adapt\u00e9 \u00e0 certaines situations<\/b><span style=\"font-weight: 400;\">. Alors que de nombreuses entreprises injectent d\u00e9sormais<\/span><a href=\"https:\/\/datascientest.com\/machine-learning-tout-savoir\"> <span style=\"font-weight: 400;\">le Machine Learning<\/span><\/a><span style=\"font-weight: 400;\"> dans leurs produits et services, le DataOps permet de prendre en charge tous les besoins de cette technologie nouvelle.<\/span><\/p><p><span style=\"font-weight: 400;\">Cependant, cette approche est utile pour <\/span><b>n&rsquo;importe quel cas d&rsquo;usage orient\u00e9 autour des donn\u00e9es<\/b><span style=\"font-weight: 400;\">. Elle permet de profiter plus facilement des avantages offerts par l&rsquo;analyse de data. Un autre cas d&rsquo;usage optimal est celui des architectures microservices.<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d26be60 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d26be60\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-48608e4\" data-id=\"48608e4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0460a01 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"0460a01\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Devenir expert en DataOps<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-74dcbb7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"74dcbb7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2d723aa\" data-id=\"2d723aa\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7ff23ce elementor-widget elementor-widget-heading\" data-id=\"7ff23ce\" 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\">Les difficult\u00e9s et d\u00e9fis du DataOps<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bb7d736 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bb7d736\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5b02d68\" data-id=\"5b02d68\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-724a799 elementor-widget elementor-widget-text-editor\" data-id=\"724a799\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Pour relever les d\u00e9fis du DataOps, il est <\/span><b>important d&rsquo;adopter les bonnes pratiques<\/b><span style=\"font-weight: 400;\">. La strat\u00e9gie de gestion de donn\u00e9es doit \u00e9voluer pour \u00eatre extensible et r\u00e9agir aux \u00e9v\u00e9nements en temps r\u00e9el.<\/span><\/p><p><span style=\"font-weight: 400;\">Une \u00e9quipe DataOps doit <\/span><b>r\u00e9unir tous les r\u00f4les cl\u00e9s de la Data Science<\/b><span style=\"font-weight: 400;\"> comme<\/span><a href=\"https:\/\/datascientest.com\/metier-data-analyst\"> <span style=\"font-weight: 400;\">le Data Analyst<\/span><\/a><span style=\"font-weight: 400;\">, l&rsquo;ing\u00e9nieur des donn\u00e9es, mais aussi l&rsquo;ing\u00e9nieur logiciel, l&rsquo;architecte ou le manager de produit. En outre, ces \u00e9quipes doivent \u00eatre manag\u00e9es de fa\u00e7on \u00e0 stimuler la collaboration et la communication entre les d\u00e9veloppeurs, les \u00e9quipes op\u00e9rationnelles et les experts Data.<\/span><\/p><p><span style=\"font-weight: 400;\">Un <\/span><b>Data Scientist peut aussi faire partie d&rsquo;une \u00e9quipe DevOps<\/b><span style=\"font-weight: 400;\">. Toutefois, cet expert peut aussi faire bande \u00e0 part et oeuvrer de son c\u00f4t\u00e9 en parall\u00e8le.<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a561692 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a561692\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b06b6c4\" data-id=\"b06b6c4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-78a18b6 elementor-widget elementor-widget-heading\" data-id=\"78a18b6\" 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 cr\u00e9er une \u00e9quipe DataOps<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d17073d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d17073d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-915c4e9\" data-id=\"915c4e9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0bc08f4 elementor-widget elementor-widget-text-editor\" data-id=\"0bc08f4\" 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;\">Constituer une \u00e9quipe DataOps commence par <\/span><b>l&rsquo;identification des projets<\/b><span style=\"font-weight: 400;\"> n\u00e9cessitant des d\u00e9veloppements exigeants en donn\u00e9es. Il est alors n\u00e9cessaire d&rsquo;ajouter des experts en donn\u00e9es \u00e0 l&rsquo;\u00e9quipe DevOps.<\/span><\/p><p><span style=\"font-weight: 400;\">Certains membres de l&rsquo;\u00e9quipe peuvent occuper <\/span><b>plusieurs r\u00f4les \u00e0 la fois<\/b><span style=\"font-weight: 400;\">. \u00c0 l&rsquo;inverse, sur des projets d&rsquo;envergure, plusieurs personnes peuvent occuper le m\u00eame r\u00f4le.<\/span><\/p><p><span style=\"font-weight: 400;\">Parmi<\/span><b> les principaux r\u00f4les du DataOps<\/b><span style=\"font-weight: 400;\">, on peut citer les analystes et scientifiques des donn\u00e9es en charge d&rsquo;appliquer les meilleures pratiques de d\u00e9veloppement et gestion de donn\u00e9es. Les<\/span><a href=\"https:\/\/datascientest.com\/data-engineer-tout-savoir\"> <span style=\"font-weight: 400;\">Data Engineers quant \u00e0 eux<\/span><\/a><span style=\"font-weight: 400;\"> fournissent le syst\u00e8me n\u00e9cessaire pour la Business Intelligence et l&rsquo;analyse de donn\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">Quelle que soit sa composition, <\/span><b>une \u00e9quipe DataOps doit couvrir plusieurs expertises<\/b><span style=\"font-weight: 400;\"> cruciales. On peut citer les bases de donn\u00e9es, l&rsquo;int\u00e9gration, l&rsquo;orchestration de donn\u00e9es, le d\u00e9ploiement de r\u00e8gles, ou encore le contr\u00f4le de la confidentialit\u00e9 et la cybers\u00e9curit\u00e9.<\/span><\/p><p><span style=\"font-weight: 400;\">Dans tous les cas, les \u00e9quipes DataOps doivent partager<\/span><b> un but commun : r\u00e9pondre aux besoins \u00a0\u00bb data-driven \u00ab\u00a0<\/b><span style=\"font-weight: 400;\"> des services de l&rsquo;entreprise. Ce but commun permet de s&rsquo;organiser pour r\u00e9soudre un probl\u00e8me sp\u00e9cifique de mani\u00e8re collaborative.<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ec1bebb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ec1bebb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-534b0d3\" data-id=\"534b0d3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-122b9cd elementor-widget elementor-widget-heading\" data-id=\"122b9cd\" 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 se former au DataOps ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-465f7de e-flex e-con-boxed e-con\" data-id=\"465f7de\" 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-867d8e3 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"867d8e3\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/tOTe2-61PHU&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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-63a87f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"63a87f0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5ff4098\" data-id=\"5ff4098\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7d42e1e elementor-widget elementor-widget-text-editor\" data-id=\"7d42e1e\" 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 entreprises cherchent \u00e0 constituer des \u00e9quipes DataOps. Par cons\u00e9quent, il est <\/span><b>int\u00e9ressant de se former \u00e0 l&rsquo;un des r\u00f4les<\/b><span style=\"font-weight: 400;\"> de cette m\u00e9thodologie.<\/span><\/p><p><span style=\"font-weight: 400;\">Vous pouvez opter pour <\/span><b>les formations Data Scientest<\/b><span style=\"font-weight: 400;\">. Nos formations Data Analyst, Data Scientist ou Data Engineer vous permettront d&rsquo;acqu\u00e9rir toutes les comp\u00e9tences requises pour travailler au sein d&rsquo;une \u00e9quipe DataOps.<\/span><\/p><p><span style=\"font-weight: 400;\">Nos <\/span><b>formations professionnalisantes en Blended Learning<\/b><span style=\"font-weight: 400;\"> peuvent \u00eatre effectu\u00e9es en Formation Continue ou en BootCamp. Elles permettent d&rsquo;obtenir un dipl\u00f4me certifi\u00e9 par l&rsquo;Universit\u00e9 de la Sorbonne.<\/span><\/p><p><span style=\"font-weight: 400;\">Le financement est possible via<\/span><b> le Compte Personnel de Formation<\/b><span style=\"font-weight: 400;\">, ou avec P\u00f4le Emploi via l&rsquo;AIF. D\u00e9couvrez nos programmes et choisissez la formation qui vous convient pour devenir expert DataOps.<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a0988f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a0988f9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3f20efb\" data-id=\"3f20efb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2142370 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"2142370\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrir les formations DataScientest<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-27290ea elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"27290ea\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e66a972\" data-id=\"e66a972\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2d17ff3 elementor-widget elementor-widget-text-editor\" data-id=\"2d17ff3\" 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>Vous savez tout sur le DataOps. D\u00e9couvrez <a href=\"https:\/\/datascientest.com\/devops\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #5e36f3;\">notre dossier complet sur le DevOps<\/span><\/a>, et <a href=\"https:\/\/datascientest.com\/data-science-definition\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #5e36f3;\">notre introduction \u00e0 la Data Science<\/span><\/a>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dc67214 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc67214\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3730a22\" data-id=\"3730a22\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-891e6fa elementor-widget elementor-widget-html\" data-id=\"891e6fa\" 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\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [{\n    \"@type\": \"Question\",\n    \"name\": \"Qu'est-ce que le DataOps ?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Au fil des derni\u00e8res ann\u00e9es, deux innovations ont boulevers\u00e9 le monde de l'entreprise. La m\u00e9thodologie DevOps change la vie des \u00e9quipes IT et d\u00e9veloppeurs, tandis que la Data Science permet d\u00e9sormais de se baser sur les donn\u00e9es pour prendre les meilleures d\u00e9cisions.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"\u00c0 quoi sert le DataOps ?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Les applications bas\u00e9es sur l'analyse de donn\u00e9es offrent de nombreuses possibilit\u00e9s, mais sont parfois difficiles \u00e0 cr\u00e9er et \u00e0 mettre en place. Les donn\u00e9es elles-m\u00eames peuvent \u00eatre compliqu\u00e9es \u00e0 g\u00e9rer. Le but du DataOps est de simplifier la conception, le d\u00e9veloppement, et la maintenance de ces applications. L'objectif est d'am\u00e9liorer la fa\u00e7on dont les donn\u00e9es sont g\u00e9r\u00e9es et dont les produits sont cr\u00e9\u00e9s. Ces am\u00e9liorations sont align\u00e9es avec les objectifs de l'entreprise. Ainsi, le DataOps permet \u00e0 une organisation de devenir Data-Driven.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"DataOps vs DevOps : quelle est la diff\u00e9rence ?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Les termes \\\" DataOps \\\" et \\\" DevOps \\\" peuvent \u00eatre intimidants, mais ces concepts sont en fait assez simples. Pour bien comprendre la diff\u00e9rence entre les deux, il faut d'abord savoir ce dont il s'agit. Le DevOps est une m\u00e9thodologie de d\u00e9veloppement logiciel. Elle apporte la livraison continue (Continuous Delivery) au cycle de vie de d\u00e9veloppement. Pour ce faire, les \u00e9quipes de d\u00e9veloppement et les \u00e9quipes op\u00e9rationnelles sont combin\u00e9es en une seule unit\u00e9 en charge d'un produit ou service. Le DataOps se base sur cette m\u00e9thode, pour la Data Science. Les sp\u00e9cialistes tels que les Data Scientists, analystes et autres ing\u00e9nieurs des donn\u00e9es s'associent aux \u00e9quipes DevOps pour am\u00e9liorer l'usage des donn\u00e9es dans toute l'organisation.\"\n    }\n  }]\n}\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Le DataOps est une m\u00e9thodologie combinant la Data Science et le DevOps pour l&rsquo;analyse de donn\u00e9es. D\u00e9couvrez tout ce qu&rsquo;il y a d&rsquo;important \u00e0 savoir sur le DataOps \u00c0 la crois\u00e9e du DevOps et de la Data Science, le DataOps (Data Operations) est une discipline \u00e9mergente qui gagne du terrain dans les entreprises. Elle consiste [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":105895,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2497],"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>DataOps : d\u00e9finition, avantages, formation<\/title>\n<meta name=\"description\" content=\"Le DataOps est une m\u00e9thodologie combinant la Data Science et le DevOps pour l&#039;analyse de donn\u00e9es. D\u00e9couvrez tout ce qu&#039;il y a d&#039;important \u00e0 savoir sur le DataOps\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/dataops\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DataOps : d\u00e9finition, avantages, formation\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/dataops\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2021-10-08T08:25:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-09T14:05:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/09\/illu_dataops-70.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"562\" \/>\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=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/dataops\",\"url\":\"https:\/\/datascientest.com\/dataops\",\"name\":\"DataOps : d\u00e9finition, avantages, formation\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2021-10-08T08:25:06+00:00\",\"dateModified\":\"2023-11-09T14:05:51+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\"},\"description\":\"Le DataOps est une m\u00e9thodologie combinant la Data Science et le DevOps pour l'analyse de donn\u00e9es. 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