{"id":3999,"date":"2023-10-31T15:39:13","date_gmt":"2023-10-31T14:39:13","guid":{"rendered":"https:\/\/datapy.fr\/?p=3999"},"modified":"2024-03-27T16:17:02","modified_gmt":"2024-03-27T15:17:02","slug":"le-role-de-scrum-applique-a-la-gestion-des-donnees-dupliquer-3926-3","status":"publish","type":"post","link":"https:\/\/datapy.fr\/index.php\/2023\/10\/31\/le-role-de-scrum-applique-a-la-gestion-des-donnees-dupliquer-3926-3\/","title":{"rendered":"Les design patterns appliqu\u00e9s monde de la donn\u00e9e\u200b"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3999\" class=\"elementor elementor-3999\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-15818d4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"15818d4\" 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-6010ca9d\" data-id=\"6010ca9d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2c56ff0b elementor-widget elementor-widget-image\" data-id=\"2c56ff0b\" 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 - v3.21.0 - 25-04-2024 *\/\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<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-3-1024x576.png\" class=\"attachment-large size-large wp-image-4001\" alt=\"\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-3-1024x576.png 1024w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-3-300x169.png 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-3-768x432.png 768w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-3-1536x864.png 1536w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-3-800x450.png 800w, https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-3-e1711552618657.png 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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\t<\/div>\n\t\t<\/div>\n\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-4f8d1e51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4f8d1e51\" 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-575cd988\" data-id=\"575cd988\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5043655 elementor-widget elementor-widget-heading\" data-id=\"5043655\" 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 - v3.21.0 - 25-04-2024 *\/\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\">Les design patterns appliqu\u00e9s monde de la donn\u00e9e<\/h2>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-309d5124 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"309d5124\" 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-324896e9\" data-id=\"324896e9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2e205193 elementor-widget elementor-widget-text-editor\" data-id=\"2e205193\" 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 - v3.21.0 - 25-04-2024 *\/\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 class=\"cvGsUA direction-ltr align-justify para-style-body\"><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">L\u2019efficacit\u00e9 de la gestion des donn\u00e9es est devenue essentielle pour les entreprises.<\/span><\/p><p class=\"cvGsUA direction-ltr align-justify para-style-body\"><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">Dans cet article, nous explorerons ce qu&rsquo;est un Design Pattern et comment il peut \u00eatre appliqu\u00e9 au monde de la donn\u00e9e.<\/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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-43f9acf8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"43f9acf8\" 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-4563c8b\" data-id=\"4563c8b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-69914fcf elementor-widget elementor-widget-heading\" data-id=\"69914fcf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Que sont les Design Patterns ?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-444a85b6 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"444a85b6\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/datapy.fr\/wp-content\/plugins\/elementor\/assets\/css\/widget-icon-box.min.css\">\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-check-circle\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tIls aident les Data Engineers \u00e0 r\u00e9soudre des probl\u00e8mes complexes et r\u00e9currents li\u00e9s \u00e0 la gestion, \u00e0 la transformation et \u00e0 l'analyse des donn\u00e9es. \t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-6c00c476 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"6c00c476\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-check-circle\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tCe sont des bonnes pratiques permettant de concevoir des syst\u00e8mes informatiques robustes, efficaces et \u00e9volutifs. \t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-537b235c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"537b235c\" 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-7dddac9f\" data-id=\"7dddac9f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4e50c209 elementor-widget elementor-widget-heading\" data-id=\"4e50c209\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Exemples d\u2019application<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-007d661 elementor-widget elementor-widget-text-editor\" data-id=\"007d661\" 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>Dans la data, la planification garantit que les donn\u00e9es sont collect\u00e9es, nettoy\u00e9es, transform\u00e9es et utilis\u00e9es de mani\u00e8re efficace. Le Scrum Master permet de :<\/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-04788e4 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"04788e4\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-check-circle\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStructuration des pipelines de donn\u00e9es : les data engineers sont g\u00e9n\u00e9ralement responsables de la cr\u00e9ation de pipelines de donn\u00e9es pour l'ingestion, la transformation, le nettoyage et le chargement des donn\u00e9es.   Les design patterns, tels que le mod\u00e8le ETL (Extract, Transform, Load) ou le mod\u00e8le de traitement de flux, fournissent des conseils sur la mani\u00e8re de concevoir efficacement ces pipelines.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-e1c322f elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"e1c322f\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-check-circle\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tGestion des erreurs : Les design patterns, comme le \"Dead Letter Queue\" (DLQ) ou la \"Retry\" strat\u00e9gie, aident \u00e0 g\u00e9rer, de mani\u00e8re robuste, les erreurs de donn\u00e9es pouvant survenir lors de leur ingestion ou de leur transformation.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-1076807 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"1076807\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-check-circle\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStockage des donn\u00e9es : Les design patterns comme le mod\u00e8le de base de donn\u00e9es en colonnes, le mod\u00e8le de base de donn\u00e9es en graphe ou le mod\u00e8le de base de donn\u00e9es en documents offrent des orientations sur la mani\u00e8re de structurer les syst\u00e8mes de stockage.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-26735db elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"26735db\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-check-circle\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tOrdonnancement et planification de t\u00e2ches : c\u2019est un point essentiel pour garantir un traitement rapide des donn\u00e9es. Les design patterns, tels que le mod\u00e8le de planification de t\u00e2ches ou le mod\u00e8le de workflow, permettent de g\u00e9rer cette complexit\u00e9.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-2b9b63f elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"2b9b63f\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-check-circle\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tS\u00e9curit\u00e9 des donn\u00e9es : elle est primordiale dans le domaine du data engineering. Les design patterns de s\u00e9curit\u00e9, comme l'authentification unique (SSO) ou le chiffrement des donn\u00e9es, aident \u00e0 garantir la protection des donn\u00e9es.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-2d7139c elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"2d7139c\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-check-circle\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9volutivit\u00e9 : plus les besoins en mati\u00e8re de donn\u00e9es augmentent, plus il est essentiel de concevoir des syst\u00e8mes \u00e9volutifs. Les design patterns comme la mise \u00e0 l'\u00e9chelle horizontale ou la distribution des donn\u00e9es, peuvent \u00eatre appliqu\u00e9s pour r\u00e9pondre \u00e0 ces besoins.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-efc48b9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"efc48b9\" 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-e6b25a7\" data-id=\"e6b25a7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9dd1b87 elementor-widget elementor-widget-heading\" data-id=\"9dd1b87\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cce12f elementor-widget elementor-widget-text-editor\" data-id=\"7cce12f\" 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 class=\"cvGsUA direction-ltr align-justify para-style-body\"><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">Ces mod\u00e8les pr\u00e9sentent plusieurs avantages pour les Data Engineers :<\/span><\/p><ul><li><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">r\u00e9duire les erreurs,<\/span><\/li><li><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">am\u00e9liorer la maintenabilit\u00e9 de leurs syst\u00e8mes<\/span><\/li><li><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">garantir que les bonnes pratiques sont suivies.<\/span><\/li><\/ul><p class=\"cvGsUA direction-ltr align-justify para-style-body\"><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">Ainsi, cela cr\u00e9e des syst\u00e8mes de donn\u00e9es plus fiables, efficaces et flexibles.<\/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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d6bfacf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d6bfacf\" 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-223e6bdb\" data-id=\"223e6bdb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6dc373fe elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6dc373fe\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#0c0d0e;--divider-icon-size:20px;--divider-element-spacing:10px;--divider-pattern-height:24px;--divider-pattern-size:20px;--divider-pattern-url:none;--divider-pattern-repeat:repeat-x}.elementor-widget-divider .elementor-divider{display:flex}.elementor-widget-divider .elementor-divider__text{font-size:15px;line-height:1;max-width:95%}.elementor-widget-divider .elementor-divider__element{margin:0 var(--divider-element-spacing);flex-shrink:0}.elementor-widget-divider .elementor-icon{font-size:var(--divider-icon-size)}.elementor-widget-divider .elementor-divider-separator{display:flex;margin:0;direction:ltr}.elementor-widget-divider--view-line_icon .elementor-divider-separator,.elementor-widget-divider--view-line_text .elementor-divider-separator{align-items:center}.elementor-widget-divider--view-line_icon .elementor-divider-separator:after,.elementor-widget-divider--view-line_icon .elementor-divider-separator:before,.elementor-widget-divider--view-line_text .elementor-divider-separator:after,.elementor-widget-divider--view-line_text .elementor-divider-separator:before{display:block;content:\"\";border-block-end:0;flex-grow:1;border-block-start:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--element-align-left .elementor-divider 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.elementor-divider__element{margin-inline-start:0}.elementor-widget-divider--element-align-end .elementor-divider .elementor-divider-separator>.elementor-divider__svg:last-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-end .elementor-divider-separator:after{content:none}.elementor-widget-divider--element-align-end .elementor-divider__element{margin-inline-end:0}.elementor-widget-divider:not(.elementor-widget-divider--view-line_text):not(.elementor-widget-divider--view-line_icon) .elementor-divider-separator{border-block-start:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--separator-type-pattern{--divider-border-style:none}.elementor-widget-divider--separator-type-pattern.elementor-widget-divider--view-line .elementor-divider-separator,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:after,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}.e-con-inner>.elementor-widget-divider,.e-con>.elementor-widget-divider{width:var(--container-widget-width,100%);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-530b7dfa elementor-widget elementor-widget-heading\" data-id=\"530b7dfa\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Vous devriez \u00e9galement aimer\u200b<\/h2>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3732f7d1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3732f7d1\" 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-33 elementor-top-column elementor-element elementor-element-6ff2b4c7\" data-id=\"6ff2b4c7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-131f16f8 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"131f16f8\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-image-box .elementor-image-box-content{width:100%}@media (min-width:768px){.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper,.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{display:flex}.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{text-align:end;flex-direction:row-reverse}.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper{text-align:start;flex-direction:row}.elementor-widget-image-box.elementor-position-top .elementor-image-box-img{margin:auto}.elementor-widget-image-box.elementor-vertical-align-top .elementor-image-box-wrapper{align-items:flex-start}.elementor-widget-image-box.elementor-vertical-align-middle .elementor-image-box-wrapper{align-items:center}.elementor-widget-image-box.elementor-vertical-align-bottom .elementor-image-box-wrapper{align-items:flex-end}}@media (max-width:767px){.elementor-widget-image-box .elementor-image-box-img{margin-left:auto!important;margin-right:auto!important;margin-bottom:15px}}.elementor-widget-image-box .elementor-image-box-img{display:inline-block}.elementor-widget-image-box .elementor-image-box-title a{color:inherit}.elementor-widget-image-box .elementor-image-box-wrapper{text-align:center}.elementor-widget-image-box .elementor-image-box-description{margin:0}<\/style><div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/10\/31\/le-role-de-scrum-applique-a-la-gestion-des-donnees-dupliquer-3926-2\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"1050\" height=\"591\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-2-1-e1711552660509.png\" class=\"attachment-full size-full wp-image-3992\" alt=\"\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/10\/31\/le-role-de-scrum-applique-a-la-gestion-des-donnees-dupliquer-3926-2\/\">Agilit\u00e9 \u00e0 l\u2019\u00e9chelle : quel framework choisir?<\/a><\/h3><p class=\"elementor-image-box-description\">Agilit\u00e9 \u00e0 l\u2019\u00e9chelle : quel framework choisir? Dans cet article, nous allons voir les les 5 m\u00e9thodes agiles \u00e0 grande \u00e9chelle les plus populaires. Ces m\u00e9thodes permettent d\u2019appliquer les principes de l\u2019agilit\u00e9...<\/p><\/div><\/div>\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<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-55144b1b\" data-id=\"55144b1b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5b3e66a4 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"5b3e66a4\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/10\/31\/le-role-de-scrum-applique-a-la-gestion-des-donnees-dupliquer-3926\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"1050\" height=\"591\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-1-e1711552676883.png\" class=\"attachment-full size-full wp-image-3980\" alt=\"\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/10\/31\/le-role-de-scrum-applique-a-la-gestion-des-donnees-dupliquer-3926\/\">Le Product Owner dans la gestion des donn\u00e9es<\/a><\/h3><p class=\"elementor-image-box-description\">Le Product Owner dans la gestion des donn\u00e9es Qu\u2019est-ce qu\u2019un projet Data ? Les projets Data impliquent g\u00e9n\u00e9ralement les \u00e9tapes suivantes : Collecte de donn\u00e9es : collecter des donn\u00e9es provenant de...<\/p><\/div><\/div>\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<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-7cd6fc89\" data-id=\"7cd6fc89\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4c1ec48c elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"4c1ec48c\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/10\/06\/le-role-de-scrum-applique-a-la-gestion-des-donnees\/\" tabindex=\"-1\"><img loading=\"lazy\" decoding=\"async\" width=\"1050\" height=\"591\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/10\/Audit-LinkedIn-2-e1711552695668.png\" class=\"attachment-full size-full wp-image-3931\" alt=\"Scrum master dans la gestion des donn\u00e9es\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/10\/06\/le-role-de-scrum-applique-a-la-gestion-des-donnees\/\">Le r\u00f4le de Scrum appliqu\u00e9 \u00e0 la gestion des donn\u00e9es<\/a><\/h3><p class=\"elementor-image-box-description\">Le r\u00f4le de Scrum Master appliqu\u00e9 \u00e0 la gestion des donn\u00e9es. La gestion des donn\u00e9es joue un r\u00f4le essentiel dans la plupart des entreprises. Dans cet article, nous allons parler du r\u00f4le que le Scrum...<\/p><\/div><\/div>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Les design patterns appliqu\u00e9s monde de la donn\u00e9e L\u2019efficacit\u00e9 de la gestion des donn\u00e9es est devenue essentielle pour les entreprises. Dans cet article, nous explorerons ce qu&rsquo;est un Design Pattern et comment il peut \u00eatre appliqu\u00e9 au monde de la donn\u00e9e. Que sont les Design Patterns ? Ils aident les Data Engineers \u00e0 r\u00e9soudre des [&hellip;]<\/p>\n","protected":false},"author":42,"featured_media":4001,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-3999","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data","entry","has-media"],"_links":{"self":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts\/3999","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/users\/42"}],"replies":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/comments?post=3999"}],"version-history":[{"count":0,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts\/3999\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/media\/4001"}],"wp:attachment":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/media?parent=3999"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/categories?post=3999"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/tags?post=3999"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}