{"id":259085,"date":"2025-01-08T06:30:00","date_gmt":"2025-01-08T06:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=259085"},"modified":"2025-01-07T11:42:31","modified_gmt":"2025-01-07T11:42:31","slug":"data-mashup-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/data-mashup-tout-savoir","title":{"rendered":"Data Mashup : Qu&rsquo;est-ce que c&rsquo;est  ? Comment \u00e7a marche ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"259085\" class=\"elementor elementor-259085\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0d6f9fa e-flex e-con-boxed e-con\" data-id=\"0d6f9fa\" 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-48080eb elementor-widget elementor-widget-text-editor\" data-id=\"48080eb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><strong>Le \u00ab\u00a0Data Mashup\u00a0\u00bb fait r\u00e9f\u00e9rence au processus d&rsquo;int\u00e9gration de donn\u00e9es provenant de diverses sources en un seul ensemble coh\u00e9rent et analysable.<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-82ed3db elementor-widget elementor-widget-text-editor\" data-id=\"82ed3db\" 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;\">Ces sources peuvent inclure des <\/span><b>bases de donn\u00e9es internes, des fichiers Excel, des flux provenant de m\u00e9dias sociaux <\/b><span style=\"font-weight: 400;\">(pour les avis ou l&rsquo;analyse de sentiments, par exemple)<\/span><b>, des plateformes comme Google Analytics, ou encore des syst\u00e8mes tiers exploit\u00e9s via des APIs<\/b><span style=\"font-weight: 400;\">. Contrairement aux m\u00e9thodes traditionnelles d\u2019int\u00e9gration de donn\u00e9es, qui exigent souvent une structure rigide, le Data Mashup est plus flexible et adaptatif.<\/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-5f23190 e-flex e-con-boxed e-con\" data-id=\"5f23190\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-442a16d e-con-full e-flex e-con\" data-id=\"442a16d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc021d3 elementor-widget elementor-widget-image\" data-id=\"cc021d3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image1.webp\" class=\"attachment-large size-large wp-image-259091\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image1.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image1-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-482b90a e-con-full e-flex e-con\" data-id=\"482b90a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34f5379 elementor-widget elementor-widget-text-editor\" data-id=\"34f5379\" 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 terme \u00ab\u00a0<\/span><b><i>mashup<\/i><\/b><span style=\"font-weight: 400;\">\u00a0\u00bb est apparu dans la sph\u00e8re m\u00e9diatique au cours de la derni\u00e8re d\u00e9cennie, lorsque les nouvelles technologies ont permis de combiner plus facilement des extraits de chansons, vid\u00e9os ou graphiques issus de sources diff\u00e9rentes pour cr\u00e9er un contenu nouveau et diversifi\u00e9. Plus r\u00e9cemment, ce concept a \u00e9t\u00e9 \u00e9largi aux applications de contenu web, notamment aux portails d\u00e9finis par les utilisateurs qui peuvent combiner des flux RSS avec d&rsquo;autres contenus pour cr\u00e9er un produit personnalis\u00e9.<\/span><\/p><p><span style=\"font-weight: 400;\">Dans le domaine technologique, des entreprises ont commenc\u00e9 \u00e0 d\u00e9velopper des applications destin\u00e9es aux entreprises pour m\u00e9langer des contenus bas\u00e9s sur le Web de la m\u00eame mani\u00e8re. Si cette approche est utile, elle reste limit\u00e9e. Elle produit souvent une simple mosa\u00efque d\u2019images ou d\u2019objets, car ces informations ne sont pas trait\u00e9es comme des donn\u00e9es et ne subissent pas de traitement suppl\u00e9mentaire.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c211e8 e-flex e-con-boxed e-con\" data-id=\"9c211e8\" 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-4aacb11 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"4aacb11\" 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\">Se former \u00e0 la Data Science<\/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-cec4bfd e-flex e-con-boxed e-con\" data-id=\"cec4bfd\" 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-ad8572e elementor-widget elementor-widget-heading\" data-id=\"ad8572e\" 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\">Quels sont les avantages du Data Mashup ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7334e62 elementor-widget elementor-widget-text-editor\" data-id=\"7334e62\" 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;\">Cette approche offre des avantages non n\u00e9gligeables :\u00a0<\/span><\/p><ul><li aria-level=\"1\"><b>Accessibilit\u00e9 rapide aux informations<\/b><\/li><\/ul><p><span style=\"font-weight: 400;\">Le processus de collecte et d\u2019analyse est simplifi\u00e9, en combinant rapidement des donn\u00e9es issues de diff\u00e9rentes sources. Cette rapidit\u00e9 permet des prises de d\u00e9cisions en temps r\u00e9el.<\/span><\/p><ul><li aria-level=\"1\"><b>Flexibilit\u00e9 et personnalisation<\/b><\/li><\/ul><p><span style=\"font-weight: 400;\">Contrairement aux m\u00e9thodes traditionnelles qui n\u00e9cessitent des pipelines lourds et rigides, le Data Mashup s\u2019adapte facilement \u00e0 des besoins sp\u00e9cifiques. Les analystes peuvent \u00e9galement <a href=\"https:\/\/datascientest.com\/comment-creer-un-tableau-de-bord-dans-power-bi\">cr\u00e9er des visualisations et des tableaux de bord<\/a> \u00e0 partir de <\/span><b>jeux de donn\u00e9es<\/b><span style=\"font-weight: 400;\"> diff\u00e9rents et les ajuster selon leurs besoins.<\/span><\/p><ul><li aria-level=\"1\"><b>Am\u00e9lioration de la collaboration<\/b><\/li><\/ul><p><span style=\"font-weight: 400;\">Lorsque les \u00e9quipes partagent un acc\u00e8s aux m\u00eames donn\u00e9es enrichies, elles peuvent collaborer plus efficacement. Par exemple, une \u00e9quipe marketing peut travailler avec une \u00e9quipe de vente pour analyser les performances de campagnes \u00e0 travers les r\u00e9seaux sociaux et les conversions enregistr\u00e9es sur le site web.<\/span><\/p><ul><li aria-level=\"1\"><b>Un meilleur ROI des outils analytiques (retour sur investissement)<\/b><\/li><\/ul><p><span style=\"font-weight: 400;\">Le Data Mashup maximise la valeur des investissements dans des outils analytiques en centralisant les donn\u00e9es provenant de plusieurs outils tels que <a href=\"https:\/\/datascientest.com\/google-analytics-guide-complet\">Google Analytics<\/a> et des <a href=\"https:\/\/datascientest.com\/sage-crm-tout-savoir\">plateformes CRM<\/a>.<\/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-fea7040 elementor-widget elementor-widget-image\" data-id=\"fea7040\" 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=\"1000\" height=\"571\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/data-mashup-datascientest-1.webp\" class=\"attachment-full size-full wp-image-259126\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/data-mashup-datascientest-1.webp 1000w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/data-mashup-datascientest-1-300x171.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/data-mashup-datascientest-1-768x439.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fa3ff07 e-flex e-con-boxed e-con\" data-id=\"fa3ff07\" 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-964ce1d elementor-widget elementor-widget-heading\" data-id=\"964ce1d\" 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\">Application concr\u00e8te<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0978939 elementor-widget elementor-widget-text-editor\" data-id=\"0978939\" 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;\">Prenons l\u2019exemple d\u2019une entreprise de commerce \u00e9lectronique. Elle collecte des donn\u00e9es sur :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Les comportements de ses clients via Google Analytics ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Les commentaires et tendances sur les r\u00e9seaux sociaux ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Les historiques de transactions dans son syst\u00e8me ERP.<\/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-9d60f1d elementor-widget elementor-widget-text-editor\" data-id=\"9d60f1d\" 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;\">En cr\u00e9ant un Data Mashup, cette entreprise peut non seulement identifier les produits les plus performants, mais aussi <strong>comprendre comment les tendances sociales influencent les ventes<\/strong> <strong>et comment optimiser ses campagnes publicitaires<\/strong> pour un meilleur impact.<\/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-a2e0ab8 e-flex e-con-boxed e-con\" data-id=\"a2e0ab8\" 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-8fb741c elementor-widget elementor-widget-heading\" data-id=\"8fb741c\" 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\">Pourquoi avoir besoin du Data Mashup ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c9c5dc elementor-widget elementor-widget-text-editor\" data-id=\"6c9c5dc\" 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;\">Une question souvent pos\u00e9e avant de se lancer dans un projet de <a href=\"https:\/\/datascientest.com\/business-intelligence-et-marketing-digital\">Business Intelligence (BI)<\/a> est : \u00ab\u00a0<\/span><i><span style=\"font-weight: 400;\">Pourquoi les utilisateurs finaux ne peuvent-ils pas simplement s\u2019appuyer sur les relations de donn\u00e9es pr\u00e9configur\u00e9es par l\u2019\u00e9quipe informatique ?<\/span><\/i><span style=\"font-weight: 400;\">\u00a0\u00bb En r\u00e9alit\u00e9, cette approche est loin d\u2019\u00eatre r\u00e9aliste. Les besoins en donn\u00e9es des utilisateurs \u00e9voluent constamment. Le r\u00f4le de la BI est justement de permettre aux entreprises de r\u00e9pondre \u00e0 n\u2019importe quelle question \u00e9mergente : <\/span><b>une solution BI efficace doit \u00eatre \u00e0 la fois sp\u00e9cifique et adaptative<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">En int\u00e9grant le Data Mashup comme \u00e9l\u00e9ment central, les entreprises offrent aux utilisateurs finaux une autonomie accrue. Cela leur permet de cr\u00e9er des analyses dans un environnement semblable \u00e0 un bac \u00e0 sable, o\u00f9 ils peuvent explorer et exp\u00e9rimenter sans d\u00e9pendre des d\u00e9lais de traitement des \u00e9quipes techniques.<\/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-8fb3594 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"8fb3594\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-data-analyst\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Savoir utiliser le Data Mashup<\/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-dc52d1c e-flex e-con-boxed e-con\" data-id=\"dc52d1c\" 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-db8cda8 elementor-widget elementor-widget-heading\" data-id=\"db8cda8\" 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\">Outils pour le Data Mashup<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5730e60 elementor-widget elementor-widget-text-editor\" data-id=\"5730e60\" 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;\">Plusieurs technologies permettent de cr\u00e9er des Data Mashups, allant des plateformes d\u2019\u00e9laboration de rapports \u00e0 <a href=\"https:\/\/datascientest.com\/power-bi-vs-tableau\">des outils de BI (Business Intelligence)<\/a>. Voici quelques exemples populaires :<\/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-80ffa45 e-flex e-con-boxed e-con\" data-id=\"80ffa45\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-caa4343 e-con-full e-flex e-con\" data-id=\"caa4343\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a66928 elementor-widget elementor-widget-image\" data-id=\"1a66928\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image5-768x1024.webp\" class=\"attachment-large size-large wp-image-259110\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image5-768x1023.webp 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image5-225x300.webp 225w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image5-1153x1536.webp 1153w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image5.webp 1500w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><strong>Power BI<\/strong><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a34b1dd e-con-full e-flex e-con\" data-id=\"a34b1dd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0381195 elementor-widget elementor-widget-text-editor\" data-id=\"0381195\" 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;\">Id\u00e9al pour int\u00e9grer des data sources multiples et cr\u00e9er des tableaux de bord interactifs. Un des langages utilis\u00e9 par Power BI est d&rsquo;ailleurs le langage <\/span><b>M<\/b><span style=\"font-weight: 400;\">, ou Mashup.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e56ae43 e-flex e-con-boxed e-con\" data-id=\"e56ae43\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-618946f e-con-full e-flex e-con\" data-id=\"618946f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-608c0fc elementor-widget elementor-widget-image\" data-id=\"608c0fc\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"200\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image4.webp\" class=\"attachment-large size-large wp-image-259109\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><strong>Tableau<\/strong><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3d37087 e-con-full e-flex e-con\" data-id=\"3d37087\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-79a33e4 elementor-widget elementor-widget-text-editor\" data-id=\"79a33e4\" 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;\">Reconnu pour sa puissance dans la visualisation de donn\u00e9es issues de sources multiples.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2bcd05e e-flex e-con-boxed e-con\" data-id=\"2bcd05e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ecf0398 e-con-full e-flex e-con\" data-id=\"ecf0398\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c7a6840 elementor-widget elementor-widget-image\" data-id=\"c7a6840\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"279\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image2-1.webp\" class=\"attachment-large size-large wp-image-259107\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><strong>Google Data Studio<\/strong><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-633ab49 e-con-full e-flex e-con\" data-id=\"633ab49\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c8f5c2d elementor-widget elementor-widget-text-editor\" data-id=\"c8f5c2d\" 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;\">Particuli\u00e8rement adapt\u00e9 pour travailler avec des donn\u00e9es issues de Google Analytics et d\u2019autres sources.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d03a606 e-flex e-con-boxed e-con\" data-id=\"d03a606\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-87c398e e-con-full e-flex e-con\" data-id=\"87c398e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6329d66 elementor-widget elementor-widget-image\" data-id=\"6329d66\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image3-1.webp\" class=\"attachment-large size-large wp-image-259108\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image3-1.webp 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image3-1-300x300.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/12\/image3-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><strong>APIs REST<\/strong><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5880117 e-con-full e-flex e-con\" data-id=\"5880117\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-621384b elementor-widget elementor-widget-text-editor\" data-id=\"621384b\" 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;\">Elles permettent de connecter des syst\u00e8mes vari\u00e9s et de les int\u00e9grer dans des Data Mashups.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-47c5b11 e-flex e-con-boxed e-con\" data-id=\"47c5b11\" 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-52ba201 elementor-widget elementor-widget-heading\" data-id=\"52ba201\" 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 d\u00e9fis \u00e0 relever ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4474f73 elementor-widget elementor-widget-text-editor\" data-id=\"4474f73\" 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;\">Malgr\u00e9 ses nombreux avantages, le Data Mashup pr\u00e9sente certains d\u00e9fis :<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Qualit\u00e9 des donn\u00e9es<\/b><span style=\"font-weight: 400;\"> : Les donn\u00e9es provenant de sources multiples peuvent \u00eatre incoh\u00e9rentes ou incompl\u00e8tes. Il est donc important de mettre en place des processus de nettoyage et de validation (comme des <a href=\"https:\/\/datascientest.com\/extract-transform-load-tout-savoir\">processus ETL<\/a> efficaces).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Complexit\u00e9 des int\u00e9grations <\/b><span style=\"font-weight: 400;\">: Bien que les technologies aient simplifi\u00e9 le Data Mashup, certaines int\u00e9grations, notamment via des intelligence platforms, peuvent encore n\u00e9cessiter des comp\u00e9tences techniques pouss\u00e9es.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>S\u00e9curit\u00e9 et conformit\u00e9<\/b><span style=\"font-weight: 400;\"> : Lorsque des donn\u00e9es sensibles sont impliqu\u00e9es, il est crucial de respecter les r\u00e9glementations telles que le <a href=\"https:\/\/datascientest.com\/formation-rgpd\">RGPD<\/a>.<\/span><\/li><\/ol>\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-30432d5 e-flex e-con-boxed e-con\" data-id=\"30432d5\" 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-12bff55 elementor-widget elementor-widget-heading\" data-id=\"12bff55\" 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\">En conclusion<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f5d1bf elementor-widget elementor-widget-text-editor\" data-id=\"2f5d1bf\" 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 Data Mashup est une strat\u00e9gie puissante pour rassembler et exploiter des donn\u00e9es provenant de <\/span><b>sources diverses<\/b><span style=\"font-weight: 400;\">. Avec la mont\u00e9e en puissance des plateformes et des outils de Business Intelligence, cette approche devient de plus en plus accessible, transformant la fa\u00e7on dont les entreprises exploitent leurs sources de donn\u00e9es. Cependant, pour en tirer pleinement parti, il est essentiel de <strong>relever les d\u00e9fis li\u00e9s \u00e0 la qualit\u00e9 et \u00e0 la s\u00e9curit\u00e9 des donn\u00e9es<\/strong>.<\/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-499d019 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"499d019\" 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\">S'inscrire \u00e0 une formation sur 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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5b07107 e-flex e-con-boxed e-con\" data-id=\"5b07107\" 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-4368597 elementor-widget elementor-widget-html\" data-id=\"4368597\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Qu'est-ce qu'un Data Mashup ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Un Data Mashup est une technique qui combine des donn\u00e9es provenant de plusieurs sources pour cr\u00e9er une vue unifi\u00e9e ou de nouvelles informations. Elle est souvent utilis\u00e9e pour l'analyse, la visualisation ou l'int\u00e9gration de donn\u00e9es.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Quels sont les avantages du Data Mashup ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Le Data Mashup permet d'exploiter des donn\u00e9es disparates pour g\u00e9n\u00e9rer des insights plus complets, am\u00e9liorer la prise de d\u00e9cision, et fournir des visualisations enrichies. Il favorise \u00e9galement l'agilit\u00e9 dans la gestion des donn\u00e9es.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Dans quels domaines utilise-t-on le Data Mashup ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Le Data Mashup est utilis\u00e9 dans de nombreux domaines, notamment la business intelligence, le marketing, la gestion de la cha\u00eene d'approvisionnement, et la recherche scientifique, o\u00f9 l'int\u00e9gration de donn\u00e9es multiples est essentielle.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Quels outils permettent de r\u00e9aliser un Data Mashup ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Parmi les outils populaires pour le Data Mashup, on trouve Microsoft Power BI, Tableau, Google Data Studio, et des frameworks open source comme Apache Nifi ou Talend.\"\r\n      }\r\n    }\r\n  ]\r\n}\r\n<\/script>\r\n\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>Le \u00ab\u00a0Data Mashup\u00a0\u00bb fait r\u00e9f\u00e9rence au processus d&rsquo;int\u00e9gration de donn\u00e9es provenant de diverses sources en un seul ensemble coh\u00e9rent et analysable. 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