{"id":204298,"date":"2023-11-29T06:30:00","date_gmt":"2023-11-29T06:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=204298"},"modified":"2023-11-24T15:26:30","modified_gmt":"2023-11-24T15:26:30","slug":"modern-data-stack-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/modern-data-stack-tout-savoir","title":{"rendered":"Modern data stack : Qu&rsquo;est-ce que c&rsquo;est ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"204298\" class=\"elementor elementor-204298\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6c26499 e-flex e-con-boxed e-con\" data-id=\"6c26499\" 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-5d97dd3 elementor-widget elementor-widget-heading\" data-id=\"5d97dd3\" 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><h2 class=\"elementor-heading-title elementor-size-default\">Pour rendre les donn\u00e9es intelligibles et compr\u00e9hensibles, les organisations utilisent une multitude d\u2019outils. Mais au fil des ans et de l\u2019\u00e9volution des datas, ces technologies ont fortement \u00e9volu\u00e9. C\u2019est pourquoi, on parle aujourd\u2019hui de modern data stack. <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a167611 elementor-widget elementor-widget-text-editor\" data-id=\"a167611\" 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><span style=\"font-weight: 400;\">Alors de quoi s\u2019agit-il ? Quelle diff\u00e9rence avec l\u2019ancien mod\u00e8le ? Quels sont les avantages du MDS ? D\u00e9couvrez toutes les r\u00e9ponses \u00e0 vos question.\u00a0<\/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-ccec9e7 e-flex e-con-boxed e-con\" data-id=\"ccec9e7\" 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-93ecfaa elementor-widget elementor-widget-heading\" data-id=\"93ecfaa\" 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\">Qu\u2019est-ce qu\u2019un modern stack data ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0447efd elementor-widget elementor-widget-text-editor\" data-id=\"0447efd\" 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 modern stack data (MDS) se compose d<\/span><b>&lsquo;outils sp\u00e9cifiques utilis\u00e9s pour valoriser les donn\u00e9es.<\/b><span style=\"font-weight: 400;\"> Ces diff\u00e9rentes technologies permettent ainsi de collecter les informations depuis diff\u00e9rentes sources de donn\u00e9es, de les organiser, de les stocker, de les transformer et de les analyser.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">On parle de modern data stack parce que les solutions utilis\u00e9es aujourd\u2019hui sont radicalement diff\u00e9rentes de celles utilis\u00e9es auparavant.<\/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-b2e1f7e e-flex e-con-boxed e-con\" data-id=\"b2e1f7e\" 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-7d7740e elementor-widget elementor-widget-heading\" data-id=\"7d7740e\" 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\">Quelle diff\u00e9rence entre le modern data stack et le stack data legacy ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-beb1b87 elementor-widget elementor-widget-text-editor\" data-id=\"beb1b87\" 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;\">Si les stack data existent depuis l\u2019explosion de la donn\u00e9e et la n\u00e9cessit\u00e9 d\u2019exploiter efficacement les informations disponibles, <\/span><b>ces ensembles d\u2019outils ont largement \u00e9volu\u00e9 au fil du temps. <\/b><span style=\"font-weight: 400;\">Les premiers mod\u00e8les r\u00e9pondaient ainsi \u00e0 certains objectifs, qui ne sont plus forc\u00e9ment les m\u00eames aujourd\u2019hui. Ces derniers correspondent au stack data legacy (ou syst\u00e8me h\u00e9rit\u00e9). Alors quelles sont les diff\u00e9rences avec le modern data stack ?<\/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-a1d76b7 elementor-widget elementor-widget-heading\" data-id=\"a1d76b7\" 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\">L\u2019int\u00e9gration de nouveaux outils<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69d876a elementor-widget elementor-widget-text-editor\" data-id=\"69d876a\" 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 fur et \u00e0 mesure que les volumes des donn\u00e9es augmentent, les<\/span><b> besoins en espace de stockage augmentent <\/b><span style=\"font-weight: 400;\">\u00e9galement. C\u2019est ainsi que de nouvelles technologies apparaissent pour r\u00e9pondre \u00e0 une demande croissante des entreprises. L\u2019id\u00e9e est alors de trouver des moyens plus efficaces de traiter les donn\u00e9es.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">C\u2019est notamment le cas de la<\/span><b> technologie cloud <\/b><span style=\"font-weight: 400;\">qui a radicalement chang\u00e9 le Big Data. Ainsi, les cloud <a href=\"https:\/\/datascientest.com\/data-warehouse\">data warehouse<\/a> <\/span>se d\u00e9veloppent au sein des entreprises, qui peuvent stocker leurs donn\u00e9es en fonction de leurs besoins. De m\u00eame, les data lake qui ont \u00e9volu\u00e9 pour faciliter l&rsquo;optimisation et la transformation des donn\u00e9es.\u00a0<\/p><p><span style=\"font-weight: 400;\">Au-del\u00e0 de la transformation des donn\u00e9es, les outils BI, analytics et data visualisation se d\u00e9veloppent \u00e9galement pour r\u00e9pondre aux enjeux des organisations.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">L\u2019utilisation de ces nouvelles technologies donnent ainsi lieu au modern stack data, tel qu\u2019on le conna\u00eet aujourd\u2019hui. <\/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-2deeb14 elementor-widget elementor-widget-image\" data-id=\"2deeb14\" 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=\"800\" height=\"450\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/modern-data-stack-big-data-1.png\" class=\"attachment-full size-full wp-image-204345\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/modern-data-stack-big-data-1.png 800w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/modern-data-stack-big-data-1-300x169.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/modern-data-stack-big-data-1-768x432.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-bfe9b0e elementor-widget elementor-widget-heading\" data-id=\"bfe9b0e\" 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\">Un nouveau processus de transformation des donn\u00e9es<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb14d95 elementor-widget elementor-widget-text-editor\" data-id=\"cb14d95\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">L\u2019utilisation d\u2019outils plus performants permet aussi de <\/span><b>modifier le processus de transformation des donn\u00e9es.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Traditionnellement, c\u2019est le <a href=\"https:\/\/datascientest.com\/extract-transform-load-tout-savoir\">process ETL<\/a> (extract, transform, load) qui \u00e9tait utilis\u00e9. L\u2019id\u00e9e \u00e9tait alors de nettoyer les donn\u00e9es juste apr\u00e8s la collecte pour ne s\u00e9lectionner que les informations utiles et pertinentes \u00e0 un instant T. Cela \u00e9tait d\u2019ailleurs n\u00e9cessaire en raison d\u2019un espace de stockage de donn\u00e9es restreint. Ce mod\u00e8le favorisait la pr\u00e9paration des donn\u00e9es \u00e0 des fins d&rsquo;analyse. Mais il n\u00e9cessitait \u00e9galement une infrastructure lourde.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">D\u00e9sormais, c\u2019est le process ELT qui pr\u00e9vaut. Ainsi, toutes les donn\u00e9es sont charg\u00e9es au sein de l\u2019espace de stockage. Cela permet \u00e0 l\u2019organisation d\u2019acc\u00e9der \u00e0 de grandes quantit\u00e9s d\u2019informations disponibles. <\/span><b>L\u2019analyse de donn\u00e9es \u00e9tant plus compl\u00e8te<\/b><span style=\"font-weight: 400;\">, les organisations sont en mesure de prendre des d\u00e9cisions plus pertinentes. <\/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-772986d elementor-widget elementor-widget-heading\" data-id=\"772986d\" 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\">Une nouvelle utilisation de la donn\u00e9e<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6f8e6a elementor-widget elementor-widget-text-editor\" data-id=\"d6f8e6a\" 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-del\u00e0 d\u2019un changement de process et d\u2019outils, le modern data stack correspond aussi \u00e0 un changement de paradigme. Les organisations passent d\u2019une vision centr\u00e9e sur la technique \u00e0 une vision centr\u00e9e sur le business. Ce mod\u00e8le de pens\u00e9e data driven permet ainsi d\u2019<\/span><b>apporter encore plus de valeur gr\u00e2ce \u00e0 la donn\u00e9e.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Voici un r\u00e9capitulatif des diff\u00e9rences entre ces deux mod\u00e8les de stack data :<\/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-971ce51 elementor-widget elementor-widget-html\" data-id=\"971ce51\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style type=\"text\/css\">\r\n.tg  {border-collapse:collapse;border-spacing:0;}\r\n.tg td{border-color:black;border-style:solid;border-width:1px;font-family:Arial, sans-serif;font-size:14px;\r\n  overflow:hidden;padding:10px 5px;word-break:normal;}\r\n.tg th{border-color:black;border-style:solid;border-width:1px;font-family:Arial, sans-serif;font-size:14px;\r\n  font-weight:normal;overflow:hidden;padding:10px 5px;word-break:normal;}\r\n.tg .tg-ie2t{background-color:#6200c9;border-color:inherit;color:#efefef;\r\n  font-family:\"Trebuchet MS\", Helvetica, sans-serif !important;font-size:20px;font-weight:bold;text-align:center;\r\n  vertical-align:top}\r\n.tg .tg-iw6l{border-color:inherit;font-family:\"Trebuchet MS\", Helvetica, sans-serif !important;text-align:left;vertical-align:top}\r\n<\/style>\r\n<table class=\"tg\" style=\"undefined;table-layout: fixed; width: 600px\">\r\n<colgroup>\r\n<col style=\"width: 300px\">\r\n<col style=\"width: 300px\">\r\n<\/colgroup>\r\n<thead>\r\n  <tr>\r\n    <th class=\"tg-ie2t\">Stack data legacy<\/th>\r\n    <th class=\"tg-ie2t\">Modern stack data<\/th>\r\n  <\/tr>\r\n<\/thead>\r\n<tbody>\r\n  <tr>\r\n    <td>\r\n        <ul>\r\n            <li>Processus de transformation ETL<\/li>\r\n            <li>Infrastructure importante<\/li>\r\n            <li>Vision tr\u00e8s techniques de la data<\/li>\r\n        <\/ul>\r\n    <\/td>\r\n    <td> \r\n        <ul>\r\n        <li>Processus de transformation ELT<\/li>\r\n        <li>Facilit\u00e9 d'utilisation et configur\u00e9 dans le cloud<\/li>\r\n        <li>Data orient\u00e9 business et non plus seulement IT<\/li>\r\n        <\/ul>\r\n    <\/td>\r\n  <\/tr>\r\n<\/tbody>\r\n<\/table>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f898c9 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"8f898c9\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrir nos formations en Data<\/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-a0e253e elementor-widget elementor-widget-text-editor\" data-id=\"a0e253e\" 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;\"><span style=\"text-decoration: underline;\"><strong>Bon \u00e0 savoir<\/strong><\/span> : m\u00eame si le modern stack data pr\u00e9vaut,<\/span><b> les entreprises utilisent toujours leur stack data legacy.<\/b><span style=\"font-weight: 400;\"> Avant l\u2019apparition de ces nouvelles technologies, la plupart des organisations a investi des sommes massives dans des infrastructures lourdes et complexes. Transf\u00e9rer l\u2019int\u00e9gralit\u00e9 des donn\u00e9es vers un <\/span><b>mod\u00e8le plus moderne<\/b><span style=\"font-weight: 400;\"> appara\u00eet alors comme une perte de temps et d\u2019argent. La meilleure solution est de travailler avec des technologies \u00ab\u00a0traditionnelles\u00a0\u00bb et d\u2019autres plus modernes. Ainsi, <\/span><b>Modern Data Stack<\/b><span style=\"font-weight: 400;\"> et <\/span><b style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: var( --e-global-typography-text-font-size ); text-align: var(--text-align);\">Stack Data legacy<\/b><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: var( --e-global-typography-text-font-size ); text-align: var(--text-align);\"> cohabitent tr\u00e8s souvent au sein des entreprises.<\/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-2b4cfb7 e-flex e-con-boxed e-con\" data-id=\"2b4cfb7\" 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-1acb7a0 elementor-widget elementor-widget-heading\" data-id=\"1acb7a0\" 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\">Quelles sont les avantages d\u2019une pile de donn\u00e9es moderne ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dfd92a0 elementor-widget elementor-widget-text-editor\" data-id=\"dfd92a0\" 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;\">Par rapport \u00e0 ses pr\u00e9d\u00e9cesseurs, le modern stack data pr\u00e9sente une multitude d\u2019avantages. <\/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-ddda7bb elementor-widget elementor-widget-heading\" data-id=\"ddda7bb\" 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\">Modularit\u00e9<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5395683 elementor-widget elementor-widget-text-editor\" data-id=\"5395683\" 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;\">Chaque nouvel outil est <\/span><b>con\u00e7u comme un composant autonome, mais int\u00e9grable<\/b><span style=\"font-weight: 400;\">. Ainsi le modern stack data int\u00e8gre ses solutions couche par couche. Chacune fonctionne de mani\u00e8re autonome, mais s\u2019int\u00e8gre parfaitement aux autres technologies de la pile de donn\u00e9es. L\u2019organisation peut utiliser diff\u00e9rents logiciels en toute simplicit\u00e9.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Cette modularit\u00e9 permet de limiter les silos de donn\u00e9es qui se retrouvaient fr\u00e9quemment avec les stack data legacy.<\/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-5a2ea9d elementor-widget elementor-widget-heading\" data-id=\"5a2ea9d\" 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\">Vitesse<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99d1b2f elementor-widget elementor-widget-text-editor\" data-id=\"99d1b2f\" 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 pile de donn\u00e9es moderne est<\/span><b> bas\u00e9e sur le cloud.<\/b><span style=\"font-weight: 400;\"> Ce faisant, les organisations b\u00e9n\u00e9ficient d\u2019une vitesse de traitement des donn\u00e9es optimale. Alors qu\u2019il fallait plusieurs heures pour r\u00e9aliser un travail avec le stack data legacy, la m\u00eame t\u00e2che ne prend d\u00e9sormais que quelques minutes.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">En plus du cloud, cette vitesse d\u2019ex\u00e9cution dans la transformation des donn\u00e9es est \u00e9galement rendue possible par <\/span><b>toutes les fonctionnalit\u00e9s automatis\u00e9es <\/b><span style=\"font-weight: 400;\">que proposent les outils les plus modernes.<\/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-0ff5947 elementor-widget elementor-widget-image\" data-id=\"0ff5947\" 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=\"800\" height=\"450\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/modern-data-stack-cloud.png\" class=\"attachment-full size-full wp-image-204349\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/modern-data-stack-cloud.png 800w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/modern-data-stack-cloud-300x169.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/modern-data-stack-cloud-768x432.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-37529fa elementor-widget elementor-widget-heading\" data-id=\"37529fa\" 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\">Co\u00fbt<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4aa519e elementor-widget elementor-widget-text-editor\" data-id=\"4aa519e\" 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;\">Comme l&rsquo;infrastructure est beaucoup plus simple qu\u2019avec une pile de donn\u00e9es traditionnelle, le modern stack data permet aux organisations de<\/span><b> r\u00e9duire consid\u00e9rablement les co\u00fbts. <\/b><span style=\"font-weight: 400;\">Et ce, tout en optimisant les performances du traitement des donn\u00e9es. Les co\u00fbts sont donc doublement r\u00e9duits.<\/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-19ae83d elementor-widget elementor-widget-heading\" data-id=\"19ae83d\" 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\">Facilit\u00e9 de d\u00e9ploiement<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48d3039 elementor-widget elementor-widget-text-editor\" data-id=\"48d3039\" 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 moderne stack data ont vocation \u00e0 \u00eatre plus facilement utilisables par les diff\u00e9rents collaborateurs. Il n\u2019est donc plus forc\u00e9ment n\u00e9cessaire de ma\u00eetriser les <a href=\"https:\/\/datascientest.com\/mojo-la-revolution-du-langage-de-programmation\">langages de programmation<\/a> <\/span>complexes pour traiter et utiliser la donn\u00e9es. L\u2019id\u00e9e est alors de la <b>rendre accessible \u00e0 tous <\/b><span style=\"font-weight: 400;\">(pas seulement les <a href=\"https:\/\/datascientest.com\/formation-data-engineer\">Data Engineers<\/a> ou <a href=\"https:\/\/datascientest.com\/formation-data-scientist\">Data Scientists<\/a><\/span>) pour en am\u00e9liorer la valorisation.<\/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-d3a5c7b elementor-widget elementor-widget-heading\" data-id=\"d3a5c7b\" 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\">\u00c9volutif<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-889ef9f elementor-widget elementor-widget-text-editor\" data-id=\"889ef9f\" 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;\">Comme il est possible d\u2019int\u00e9grer de nouvelles technologies ind\u00e9pendamment les unes des autres, les entreprises ont la possibilit\u00e9 d\u2019<\/span><b>am\u00e9liorer toujours plus leur stack data<\/b><span style=\"font-weight: 400;\">. Ce faisant, elles sont capables de r\u00e9pondre \u00e0 leurs besoins actuels, peu importe leur \u00e9volution.&nbsp;&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u2019est notamment le cas pour les nouvelles normes de s\u00e9curit\u00e9 en vigueur (<a href=\"https:\/\/datascientest.com\/formation-rgpd\">RGPD<\/a>, cyber attaques\u2026). Les stack data legacy ne sont pas capables d\u2019int\u00e9grer de nouvelles fonctionnalit\u00e9s r\u00e9pondant \u00e0 ces exigences. Les entreprises doivent donc imp\u00e9rativement <\/span><b>int\u00e9grer des solutions modernes<\/b><span style=\"font-weight: 400;\"> pour \u00eatre en conformit\u00e9 avec la loi.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Entre am\u00e9lioration de la performance, r\u00e9duction des co\u00fbts et conformit\u00e9 l\u00e9gale, les modern stack data apparaissent comme une n\u00e9cessit\u00e9 pour les entreprises.<\/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-151df0b e-flex e-con-boxed e-con\" data-id=\"151df0b\" 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-367863d elementor-widget elementor-widget-heading\" data-id=\"367863d\" 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\">Ce qu\u2019il faut retenir :<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58290ef elementor-widget elementor-widget-text-editor\" data-id=\"58290ef\" 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;\">Les modern stack data regroupent les outils et technologies indispensables pour le traitement et l\u2019analyse de donn\u00e9es.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ces MDS se distinguent des stack data legacy de par les outils utilis\u00e9s et les processus impl\u00e9ment\u00e9s.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ils permettent aux organisations de r\u00e9duire les co\u00fbts, de travailler plus rapidement et efficacement, tout en s\u2019adaptant aux \u00e9volutions du march\u00e9. <\/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-a51244e elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"a51244e\" 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 en Data<\/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-b862ba7 e-flex e-con-boxed e-con\" data-id=\"b862ba7\" 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-a87142d elementor-widget elementor-widget-html\" data-id=\"a87142d\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Qu\u2019est-ce qu\u2019un modern stack data ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Un modern stack data (MDS) se compose d'outils sp\u00e9cifiques utilis\u00e9s pour valoriser les donn\u00e9es. Ces diff\u00e9rentes technologies permettent ainsi de collecter les informations depuis diff\u00e9rentes sources de donn\u00e9es, de les organiser, de les stocker, de les transformer et de les analyser. On parle de modern data stack parce que les solutions utilis\u00e9es aujourd\u2019hui sont radicalement diff\u00e9rentes de celles utilis\u00e9es auparavant.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quelle diff\u00e9rence entre le modern data stack et le stack data legacy ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Si les stack data existent depuis l\u2019explosion de la donn\u00e9e et la n\u00e9cessit\u00e9 d\u2019exploiter efficacement les informations disponibles, ces ensembles d\u2019outils ont largement \u00e9volu\u00e9 au fil du temps. Les premiers mod\u00e8les r\u00e9pondaient ainsi \u00e0 certains objectifs, qui ne sont plus forc\u00e9ment les m\u00eames aujourd\u2019hui. Ces derniers correspondent au stack data legacy (ou syst\u00e8me h\u00e9rit\u00e9). Alors quelles sont les diff\u00e9rences avec le modern data stack ?\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quelles sont les avantages d\u2019une pile de donn\u00e9es moderne ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Chaque nouvel outil est con\u00e7u comme un composant autonome, mais int\u00e9grable. Ainsi le modern stack data int\u00e8gre ses solutions couche par couche. Chacune fonctionne de mani\u00e8re autonome, mais s\u2019int\u00e8gre parfaitement aux autres technologies de la pile de donn\u00e9es. L\u2019organisation peut utiliser diff\u00e9rents logiciels en toute simplicit\u00e9.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Pour rendre les donn\u00e9es intelligibles et compr\u00e9hensibles, les organisations utilisent une multitude d\u2019outils. Mais au fil des ans et de l\u2019\u00e9volution des datas, ces technologies ont fortement \u00e9volu\u00e9. C\u2019est pourquoi, on parle aujourd\u2019hui de modern data stack. Alors de quoi s\u2019agit-il ? Quelle diff\u00e9rence avec l\u2019ancien mod\u00e8le ? Quels sont les avantages du MDS ? [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":210905,"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>Modern data stack : Qu&#039;est-ce que c&#039;est ?<\/title>\n<meta name=\"description\" content=\"Au fil de l\u2019\u00e9volution des donn\u00e9es, les technologies utilis\u00e9es pour leur traitement ont fortement \u00e9volu\u00e9. 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