{"id":24039,"date":"2026-01-19T10:26:13","date_gmt":"2026-01-19T09:26:13","guid":{"rendered":"https:\/\/www.solypse.com\/?p=24039"},"modified":"2026-01-19T10:33:52","modified_gmt":"2026-01-19T09:33:52","slug":"donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality","status":"publish","type":"post","link":"https:\/\/www.solypse.com\/en\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/","title":{"rendered":"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"24039\" class=\"elementor elementor-24039\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-afab905 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"afab905\" 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-b271aa9\" data-id=\"b271aa9\" 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-f9d47bc elementor-widget elementor-widget-spacer\" data-id=\"f9d47bc\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-17a5316 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"17a5316\" 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-4b85673\" data-id=\"4b85673\" 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-7037dbc elementor-widget elementor-widget-heading\" data-id=\"7037dbc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality<\/h1>\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-371180b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"371180b\" 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-5f72da1\" data-id=\"5f72da1\" 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-5a2620a elementor-widget elementor-widget-text-editor\" data-id=\"5a2620a\" 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\t\t<p><strong>R\u00e9sum\u00e9 executif<\/strong><\/p>\n<p>\u00a0<\/p>\n<p><strong>What :<\/strong> Les donn\u00e9es chaudes sont celles qui d\u00e9clenchent une action op\u00e9rationnelle imm\u00e9diate.<\/p>\n<p><strong>Why :<\/strong> Leur non-qualit\u00e9 co\u00fbte du cash aujourd&rsquo;hui, pas dans six mois.<\/p>\n<p><strong>How :<\/strong> R\u00e9\u00e9quilibrer les efforts data : 50% sur les donn\u00e9es chaudes, 50 % sur les donn\u00e9es froides.<\/p>\n<p><strong>Risques :<\/strong> Gouvernance, charge m\u00e9tier, illusion du \u00ab\u00a0tout Data Lake &amp; BI\u00a0\u00bb.<\/p>\n<p><!-- notionvc: 965298d4-c043-4082-98ed-c869771eae5b --><\/p>\n<p><strong>Next step :<\/strong> Diagnostiquer le co\u00fbt r\u00e9el de la non-qualit\u00e9 \u00e0 la source.<\/p>\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-a95ad19 elementor-widget elementor-widget-image\" data-id=\"a95ad19\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"437\" src=\"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg\" class=\"attachment-large size-large wp-image-24040\" alt=\"Illustration donn\u00e9es froides \/ donn\u00e9es chaudes\" srcset=\"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg 1024w, https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-300x164.jpeg 300w, https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-768x419.jpeg 768w, https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-18x10.jpeg 18w, https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM.jpeg 1408w\" 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\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-861a403 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"861a403\" 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-5eefb7c\" data-id=\"5eefb7c\" 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-c179ca3 elementor-widget elementor-widget-heading\" data-id=\"c179ca3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1) Introduction \u2014 Quand le tableau de bord prend le pas sur le moteur<\/h2>\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-3b3b465 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3b3b465\" 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-d32b5b3\" data-id=\"d32b5b3\" 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-41c46fd elementor-widget elementor-widget-text-editor\" data-id=\"41c46fd\" 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\t\t<p>Il y a trois semaines, rendez-vous dans les bureaux d&rsquo;un groupe t\u00e9l\u00e9com pour un comit\u00e9 SI \u00e9largi. Le Chief Data Officer nous montre la derni\u00e8re \u00e9volution du Data Lake et les dashboards Power BI fraichement relook\u00e9s. Le CEO pose ensuite la question qui f\u00e2che : \u00ab\u00a0Et les donn\u00e9es techniques en production, elles sont \u00e0 jour comment ?\u00a0\u00bb<\/p>\n<p>Silence g\u00ean\u00e9.<\/p>\n<p>Le COO intervient : \u00ab\u00a0On a encore eu 40 incidents le mois dernier concernant des client associ\u00e9s aux mauvais services&#8230;\u00a0\u00bb<\/p>\n<p><strong>Cette sc\u00e8ne, on l&rsquo;a v\u00e9cue des dizaines de fois.<\/strong> Un tableau de bord ne fait pas avancer une voiture si le moteur est mal r\u00e9gl\u00e9. Les donn\u00e9es froides (analytiques) sont le tableau de bord. Les donn\u00e9es chaudes (transactionnelles) sont le moteur.<\/p>\n<p class=\"whitespace-normal break-words\"><!-- notionvc: c9869625-6bc9-47a4-a6cd-a2cf0e45eeae --><\/p>\n<p>Beaucoup d&rsquo;entreprises optimisent l&rsquo;affichage avant de r\u00e9parer ce qui propulse r\u00e9ellement le business.<\/p>\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-53991a8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"53991a8\" 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-dbff3b1\" data-id=\"dbff3b1\" 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-a35fd85 elementor-widget elementor-widget-heading\" data-id=\"a35fd85\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2) D\u00e9finitions claires : donn\u00e9es CHAUDES vs FROIDES<!-- notionvc: 1ee40358-4578-487f-b93b-09450c4bcabb --><\/h2>\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-219254f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"219254f\" 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-188602f\" data-id=\"188602f\" 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-90fac35 elementor-widget elementor-widget-text-editor\" data-id=\"90fac35\" 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\t\t<h3>Donn\u00e9es chaudes (transactionnelles)<\/h3>\n<ul>\n<li><strong>O\u00f9 :<\/strong> ERP, CRM, outils m\u00e9tiers<\/li>\n<li><strong>Cr\u00e9\u00e9es par :<\/strong> Les op\u00e9rationnels en temps r\u00e9el<\/li>\n<li><strong>Impact :<\/strong> Imm\u00e9diat \u2192 commande, facture, livraison, paiement<\/li>\n<li><strong>Exemples :<\/strong> Client mal qualifi\u00e9 vendredi 17h ? Facture bloqu\u00e9e, panique g\u00e9n\u00e9rale. Article mal r\u00e9f\u00e9renc\u00e9 ? Vente impossible.<\/li>\n<\/ul>\n<h3>Donn\u00e9es froides (analytiques)<\/h3>\n<ul>\n<li><strong>O\u00f9 :<\/strong> Data Lake, BI, reporting<\/li>\n<li><strong>Nature :<\/strong> Donn\u00e9es historis\u00e9es et retrait\u00e9es<\/li>\n<li><strong>Impact :<\/strong> Diff\u00e9r\u00e9 \u2192 pilotage, d\u00e9cisions strat\u00e9giques<\/li>\n<\/ul>\n<p>Les deux sont n\u00e9cessaires. Elles n&rsquo;ont pas le m\u00eame ROI ni le m\u00eame timing.<!-- notionvc: 7a2c5b15-cd0d-439c-98f1-82781c41415e --><\/p>\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-27b93c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"27b93c4\" 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-2533b02\" data-id=\"2533b02\" 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-b4296b6 elementor-widget elementor-widget-heading\" data-id=\"b4296b6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3) Impact business : cash imm\u00e9diat vs insights moyen terme<\/h2>\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-c7fd2f3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c7fd2f3\" 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-07c79b4\" data-id=\"07c79b4\" 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-156edda elementor-widget elementor-widget-text-editor\" data-id=\"156edda\" 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\t\t<table id=\"2e3f2bb3-3052-80ad-97cf-cf469bdbc159\" class=\"simple-table\">\n<thead class=\"simple-table-header\">\n<tr id=\"2e3f2bb3-3052-80f6-aae9-d7ab74aed278\">\n<th id=\"kWxc\" class=\"simple-table-header-color simple-table-header\">Type de donn\u00e9e<\/th>\n<th id=\"{YlW\" class=\"simple-table-header-color simple-table-header\">Impact principal<\/th>\n<th id=\"OPqH\" class=\"simple-table-header-color simple-table-header\">Horizon<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr id=\"2e3f2bb3-3052-80a4-8c64-d3d1217ed09a\">\n<td id=\"kWxc\" class=\"\">Donn\u00e9es chaudes<\/td>\n<td id=\"{YlW\" class=\"\">Cash, d\u00e9lais, qualit\u00e9 d&rsquo;ex\u00e9cution<\/td>\n<td id=\"OPqH\" class=\"\">Semaines<\/td>\n<\/tr>\n<tr id=\"2e3f2bb3-3052-8091-9723-f3d6e0ce715d\">\n<td id=\"kWxc\" class=\"\">Donn\u00e9es froides<\/td>\n<td id=\"{YlW\" class=\"\">D\u00e9cisions, tendances, optimisation<\/td>\n<td id=\"OPqH\" class=\"\">Mois<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\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-a13b276 elementor-widget elementor-widget-text-editor\" data-id=\"a13b276\" 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\t\t<p><strong>Constat terrain observ\u00e9 sur 20+ ETI audit\u00e9es :<\/strong><\/p>\n<p>Une erreur de donn\u00e9e non corrig\u00e9e dans l\u2019ERP r\u00e9appara\u00eet souvent dans plusieurs \u00e9tapes (au moins 3 corrections manuelles en moyenne), ce qui est coh\u00e9rent avec la r\u00e8gle du 1\u201110\u2011100 qui montre que corriger tard multiplie les co\u00fbts.<!-- notionvc: dff367b5-9b8b-43ba-a3af-c396926379b1 --><\/p>\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-39bd138 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"39bd138\" 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-0a61a8a\" data-id=\"0a61a8a\" 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-f609098 elementor-widget elementor-widget-heading\" data-id=\"f609098\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4) Pourquoi les entreprises font l'inverse (Data Lake d'abord)<\/h2>\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-fb5ebfb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fb5ebfb\" 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-d498d71\" data-id=\"d498d71\" 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-f0b6b3b elementor-widget elementor-widget-text-editor\" data-id=\"f0b6b3b\" 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\t\t<h3>Raisons observ\u00e9es<\/h3>\n<ol>\n<li>Plus \u00ab\u00a0tech\u00a0\u00bb donc plus valoris\u00e9 en interne<\/li>\n<li>Budgets centralis\u00e9s plus simples \u00e0 d\u00e9fendre<\/li>\n<li>Illusion de ma\u00eetrise : \u00ab\u00a0on corrige apr\u00e8s coup\u00a0\u00bb<\/li>\n<li>Effet de mode depuis 2015-2016<\/li>\n<\/ol>\n<div>\u00a0<\/div>\n<h3>Effet pervers<\/h3>\n<p><strong>On h\u00e9rite de toute la non-qualit\u00e9 des sources\u2026 et on la paye plus cher.<\/strong><\/p>\n<p><strong>Cas r\u00e9el \u2013 Site E-commerce 90M\u20ac CA :<\/strong> Leur facture AWS (Redshift) est pass\u00e9e de 2 000\u20ac\/mois \u00e0 12 000\u20ac\/mois en 6 mois. La cause ? Donn\u00e9es ERP mal mod\u00e9lis\u00e9es avec des cardinalit\u00e9s explosives non anticip\u00e9es. R\u00e9sultat : des requ\u00eates qui scannent des milliards de lignes inutilement.<\/p>\n<p>Chez un grand groupe de distribution audit\u00e9 par un confr\u00e8re, ils ont investi massivement dans leur plateforme Data Lake depuis 2015. \u00c9quipe d\u00e9di\u00e9e, infrastructure Google Cloud, data scientists. Mais quand on creuse : <strong>les irritants m\u00e9tiers quotidiens (factures bloqu\u00e9es, stocks erron\u00e9s, litiges clients) viennent tous de la donn\u00e9e transactionnelle mal saisie.<\/strong><\/p>\n<p class=\"whitespace-normal break-words\"><!-- notionvc: 04194d45-54df-4274-a057-513f1cdf169d --><\/p>\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-c398c93 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c398c93\" 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-0400943\" data-id=\"0400943\" 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-7e4e197 elementor-widget elementor-widget-heading\" data-id=\"7e4e197\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">5) Cas pratique \u2014 ETI de service num\u00e9rique multi-ERP<\/h2>\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-87852f2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"87852f2\" 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-3785a8a\" data-id=\"3785a8a\" 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-6b68b7b elementor-widget elementor-widget-text-editor\" data-id=\"6b68b7b\" 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\t\t<h3>Contexte<\/h3>\n<ul>\n<li><strong>Secteur :<\/strong> Service Num\u00e9rique<\/li>\n<li><strong>CA :<\/strong> 220M\u20ac<\/li>\n<li><strong>Organisation :<\/strong> 6 ERP r\u00e9gionaux + 1 CRM Salesforce<\/li>\n<li><strong>Utilisateurs :<\/strong> 550 collaborateurs<\/li>\n<li><strong>Probl\u00e8me :<\/strong> Facturation r\u00e9gionale h\u00e9t\u00e9rog\u00e8ne<\/li>\n<\/ul>\n<h3>Probl\u00e8me identifi\u00e9<\/h3>\n<ul>\n<li>Donn\u00e9es clients divergentes entre syst\u00e8mes &amp; probl\u00e8me de configuration de contrat<\/li>\n<li>Factures non \u00e9mises ou erron\u00e9es<\/li>\n<li>Aucun contr\u00f4le syst\u00e9matique \u00e0 la source<\/li>\n<\/ul>\n<h3>Intervention<\/h3>\n<ol>\n<li>Mise en place de contr\u00f4les quotidiens automatis\u00e9s sur les donn\u00e9es chaudes (clients, contrats)<\/li>\n<li>Responsabilisation des directeurs r\u00e9gionaux avec score de qualit\u00e9 int\u00e9gr\u00e9 dans leurs objectifs trimestriels<\/li>\n<li>Workflow de correction avec les \u00e9quipes ADV<\/li>\n<\/ol>\n<h3>R\u00e9sultats<\/h3>\n<p><strong>+100 000\u20ac de factures r\u00e9cup\u00e9r\u00e9es d\u00e8s la premi\u00e8re semaine du projet.<\/strong><\/p>\n<p>Le DAF nous a dit : <em>\u00ab\u00a0Je ne pensais pas qu&rsquo;on laissait autant d&rsquo;argent sur la table. Maintenant c&rsquo;est dans les objectifs de mes directeurs r\u00e9gionaux.\u00a0\u00bb<\/em><\/p>\n<p>R\u00e9duction durable des \u00e9carts inter-syst\u00e8mes de 70% en 3 mois.<\/p>\n<p><!-- notionvc: 01bba761-1474-4eb5-9e58-24277a2e5188 --><\/p>\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-92471de elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"92471de\" 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-243ac91\" data-id=\"243ac91\" 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-a5f5ce6 elementor-widget elementor-widget-heading\" data-id=\"a5f5ce6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">6) La r\u00e8gle pragmatique : 50% CHAUDES \/ 50 % FROIDES<\/h2>\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-9fc16d8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9fc16d8\" 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-aa8e1c2\" data-id=\"aa8e1c2\" 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-9d20466 elementor-widget elementor-widget-text-editor\" data-id=\"9d20466\" 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\t\t<p>Ce ratio n&rsquo;est pas dogmatique.<\/p>\n<p>Il refl\u00e8te une r\u00e9alit\u00e9 observ\u00e9e chez nos clients : <strong>80 % des irritants business viennent de 20 % des donn\u00e9es\u2026 transactionnelles.<\/strong><\/p>\n<p>Comme nous l&rsquo;a confirm\u00e9 un Chief Data Officer d&rsquo;un grand groupe de logistique : <em>\u00ab\u00a0En se concentrant sur 20% des donn\u00e9es critiques \u2014 clients, articles, contrats \u2014 on a r\u00e9solu 80% de nos probl\u00e8mes op\u00e9rationnels.\u00a0\u00bb<\/em><\/p>\n<p class=\"whitespace-normal break-words\"><!-- notionvc: 0a697a63-8605-427d-83d3-dc477dc29dda --><\/p>\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-88c3700 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"88c3700\" 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-3db1fc1\" data-id=\"3db1fc1\" 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-e82536b elementor-widget elementor-widget-heading\" data-id=\"e82536b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">7) Comment appliquer dans votre entreprise (4 \u00e9tapes)<\/h2>\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-cff8a59 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cff8a59\" 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-4174861\" data-id=\"4174861\" 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-634789d elementor-widget elementor-widget-text-editor\" data-id=\"634789d\" 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\t\t<h3>\u00c9tape 1 \u2014 Identifier les donn\u00e9es critiques<\/h3>\n<p><strong>Priorit\u00e9 par impact cash imm\u00e9diat :<\/strong><\/p>\n<ol>\n<li>Facturation (clients, contrats, services)<\/li>\n<li>Achats (fournisseurs, articles)<\/li>\n<li>Production\/Logistique<\/li>\n<li>Reste<\/li>\n<\/ol>\n<p>\u00a0<\/p>\n<p><strong>Exemple industriel :<\/strong> Commencez par le r\u00e9f\u00e9rentiel articles car l&rsquo;impact est direct sur la production et les ventes.<\/p>\n<h3>\u00a0<\/h3>\n<h3>\u00c9tape 2 \u2014 Mesurer la qualit\u00e9 \u00e0 la source<\/h3>\n<p><strong>Commencez simple :<\/strong> Une table avec 5 \u00e0 10 contr\u00f4les cl\u00e9s.<\/p>\n<p>Exemple : \u00ab\u00a0Clients sans email = non facturable en ligne\u00a0\u00bb.<\/p>\n<p>Automatisez <strong>seulement apr\u00e8s<\/strong> validation manuelle de la pertinence des contr\u00f4les.<\/p>\n<p>Mesurez : compl\u00e9tude, coh\u00e9rence, synchronisation inter-outils.<\/p>\n<h3>\u00a0<\/h3>\n<h3>\u00c9tape 3 \u2014 Nommer des responsables m\u00e9tiers<\/h3>\n<p><strong>Point critique :<\/strong> Les donn\u00e9es sont un moyen, pas un objectif IT.<\/p>\n<p>Cr\u00e9ez de l\u2019engagement \u00e0 travers la mesure et int\u00e9grez la qualit\u00e9 de donn\u00e9es dans les objectifs annuels. Limitez le focus \u00e0 un nombre restreint de donn\u00e9es critiques par collaborateur pour \u00e9viter la surcharge.<\/p>\n<h3>\u00a0<\/h3>\n<h3>\u00c9tape 4 \u2014 Corriger au plus pr\u00e8s de l&rsquo;action<\/h3>\n<p>L\u00e0 o\u00f9 la donn\u00e9e est cr\u00e9\u00e9e. Pas apr\u00e8s coup dans le Data Warehouse. Documentez les r\u00e8gles m\u00e9tiers permettant les corrections et automatiser les corrections r\u00e9ccurentes.<\/p>\n<p class=\"whitespace-normal break-words\"><!-- notionvc: 635298b7-f070-48a9-971f-18aa73a515f3 --><\/p>\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-343a8359 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"343a8359\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-23e57849\" data-id=\"23e57849\" 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-520d31dd elementor-widget elementor-widget-heading\" data-id=\"520d31dd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span data-token-index=\"0\" class=\"notion-enable-hover\">Diagnostic co\u00fbt de non-qualit\u00e9 gratuit : chiffrez votre ROI donn\u00e9es chaudes en 48h<\/span><!-- notionvc: 4b8fdcac-a58f-43b9-9c02-ba8f4c0880ee --><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5d41c elementor-widget elementor-widget-text-editor\" data-id=\"a5d41c\" 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\t\t<p>\u2192 Appel 30 min + rapport PDF avec vos 3 quick wins actionnables<\/p>\n<p>\u2192 M\u00e9thodologie \u00e9prouv\u00e9e sur 20+ ETI (gains moyens identifi\u00e9s : 100k\u20ac+)<\/p>\n<p>\u2192 Sans engagement<\/p>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-310dffbd\" data-id=\"310dffbd\" 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-41d3905b elementor-align-center elementor-mobile-align-left elementor-widget elementor-widget-button\" data-id=\"41d3905b\" 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\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/www.solypse.com\/en\/contact-solypse\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">R\u00e9server mon diagnostic gratuit<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-a027fe8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a027fe8\" 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-dd2c29c\" data-id=\"dd2c29c\" 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-afb09ba elementor-widget elementor-widget-heading\" data-id=\"afb09ba\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">8) Risques &amp; alternatives<\/h2>\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-f021cb6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f021cb6\" 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-acd4cb2\" data-id=\"acd4cb2\" 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-804d29b elementor-widget elementor-widget-text-editor\" data-id=\"804d29b\" 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\t\t<h3>Risques identifi\u00e9s<\/h3>\n<ol>\n<li><strong>Charge per\u00e7ue c\u00f4t\u00e9 m\u00e9tiers<\/strong> \u2192 \u00ab\u00a0Encore du travail en plus\u00a0\u00bb<\/li>\n<li><strong>Gouvernance floue<\/strong> \u2192 Qui est responsable de quoi ?<\/li>\n<li><strong>Tentation du \u00ab\u00a0tout MDM\u00a0\u00bb<\/strong> \u2192 Projet co\u00fbteux et long<\/li>\n<\/ol>\n<p>\u00a0<\/p>\n<h3>Contre-mesures<\/h3>\n<ul>\n<li><strong>Focus sur 20 % des donn\u00e9es critiques<\/strong> (loi de Pareto)<\/li>\n<li><strong>Mesure simple et visible<\/strong> : tableaux de bord de score de qualit\u00e9<\/li>\n<li><strong>Approche it\u00e9rative, sans big-bang mais apprenante<\/strong> : commencer par 1 r\u00e9gion ou 1 processus<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3>Ce qui ne marche PAS<\/h3>\n<p>\u274c Mettre des primes sur la saisie correcte de donn\u00e9es<\/p>\n<p>\u274c Faire de la qualit\u00e9 de donn\u00e9es un \u00ab\u00a0objectif\u00a0\u00bb sans communication sur l\u2019impact business (c&rsquo;est un moyen, pas une fin)<\/p>\n<p>\u274c Corriger \u00e0 post\u00e9riori dans le Data Warehouse sans responsabiliser la source<\/p>\n<h3>\u00a0<\/h3>\n<h3>Plan de sortie<\/h3>\n<p>Si la correction \u00e0 la source n&rsquo;apporte pas de <strong>ROI mesurable en 90 jours<\/strong>, r\u00e9\u00e9valuer le p\u00e9rim\u00e8tre.<\/p>\n<p class=\"whitespace-normal break-words\"><!-- notionvc: 6774ab9e-a822-4cc1-9220-ffbb0e399006 --><\/p>\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-4002906 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4002906\" 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-0cfa6f4\" data-id=\"0cfa6f4\" 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-05023a9 elementor-widget elementor-widget-heading\" data-id=\"05023a9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">9) KPI &amp; check de succ\u00e8s<!-- notionvc: bea02619-763c-406f-9893-b2041d4e7cc9 --><\/h2>\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-4703384 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4703384\" 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-858e060\" data-id=\"858e060\" 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-903456a elementor-widget elementor-widget-text-editor\" data-id=\"903456a\" 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\t\t<p><strong>Indicateurs \u00e0 suivre :<\/strong><\/p>\n<ul>\n<li>% de donn\u00e9es critiques conformes (objectif : &gt;95%)<\/li>\n<li>D\u00e9lai moyen de correction des nouvelles anomalies (objectif : &lt;48h)<\/li>\n<li>Impact cash mesur\u00e9 : factures r\u00e9cup\u00e9r\u00e9es, litiges \u00e9vit\u00e9s, d\u00e9lais gagn\u00e9s<\/li>\n<\/ul>\n<div>\u00a0<\/div>\n<p><strong>Cas r\u00e9el :<\/strong> Client en leasing avec contrats de financement partag\u00e9s avec 8 banques. En mettant en place la synchronisation et les contr\u00f4les de coh\u00e9rence (montants, dur\u00e9es, reste \u00e0 payer), ils ont automatis\u00e9 le lettrage bancaire et il maintient un niveau de synchronisation au del\u00e0 de 98%.<\/p>\n<p class=\"whitespace-normal break-words\"><!-- notionvc: 316d665e-48a7-43a7-89b3-0fa5f1be90ba --><\/p>\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-0f5434f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0f5434f\" 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-09a14fd\" data-id=\"09a14fd\" 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-09d6b61 elementor-widget elementor-widget-heading\" data-id=\"09d6b61\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">10) Conclusion \u2014 Points cl\u00e9s<!-- notionvc: f78063d8-e793-4f36-a85b-5a4922284bd2 --><\/h2>\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-4d55ca9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d55ca9\" 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-7c64f24\" data-id=\"7c64f24\" 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-0b48c07 elementor-widget elementor-widget-text-editor\" data-id=\"0b48c07\" 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\t\t<p>Les donn\u00e9es chaudes cr\u00e9ent la performance <strong>maintenant<\/strong>.<\/p>\n<p>Les donn\u00e9es froides l&rsquo;expliquent <strong>apr\u00e8s<\/strong>.<\/p>\n<p><strong>Inverser les priorit\u00e9s data inverse souvent le ROI.<\/strong><\/p>\n<p>Comme nous l&rsquo;a dit un CDO apr\u00e8s audit : <em>\u00ab\u00a0On a investi 500k\u20ac dans notre Data Lake. On aurait d\u00fb commencer par investir 50k\u20ac dans la qualit\u00e9 \u00e0 la source. On aurait \u00e9conomis\u00e9 le reste.\u00a0\u00bb<\/em><\/p>\n<p class=\"whitespace-normal break-words\"><!-- notionvc: ceaceab6-9b27-463e-9f30-4b6fc89dc1a4 --><\/p>\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-c4c881b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c4c881b\" 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-8b20049\" data-id=\"8b20049\" 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-2db072c elementor-widget elementor-widget-heading\" data-id=\"2db072c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">11) FAQ \u2014 Questions fr\u00e9quentes<!-- notionvc: 514562e2-de56-4dcc-8ca9-985457dc4411 --><\/h2>\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-2b6f07b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2b6f07b\" 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-207115b\" data-id=\"207115b\" 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-f74a73f elementor-widget elementor-widget-text-editor\" data-id=\"f74a73f\" 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\t\t<h3>Qu&rsquo;est-ce qu&rsquo;une donn\u00e9e chaude exactement ?<\/h3>\n<p>Une donn\u00e9e chaude est une donn\u00e9e transactionnelle qui d\u00e9clenche une action op\u00e9rationnelle imm\u00e9diate : cr\u00e9er une facture, passer une commande, activer un service, mettre \u00e0 jour un stock. Elle vit dans vos ERP, CRM, outils m\u00e9tiers. Son erreur bloque l&rsquo;op\u00e9ration aujourd&rsquo;hui et fait perdre imm\u00e9diatement de l\u2019argent \u00e0 l\u2019entreprise.<\/p>\n<h3>Pourquoi prioriser l&rsquo;ERP avant le Data Lake ?<\/h3>\n<p>Parce que corriger une erreur dans l&rsquo;ERP \u00e9vite 3 corrections ult\u00e9rieures dans vos syst\u00e8mes analytiques (2h30 de travail \u00e9conomis\u00e9). Et surtout : l&rsquo;erreur dans l&rsquo;ERP bloque votre business aujourd&rsquo;hui, l&rsquo;erreur dans le Data Lake fausse votre reporting demain. L&rsquo;urgence n&rsquo;est pas la m\u00eame.<\/p>\n<h3>Quel ROI attendre de la data quality transactionnelle ?<\/h3>\n<p>Sur nos 30 derniers diagnostics ETI, nous identifions au minimum 100 000 <strong>\u20ac de gains rapides<\/strong> : factures non \u00e9mises, litiges \u00e9vitables, process manuels supprimables. Le ROI se mesure en semaines, pas en mois.<\/p>\n<h3>Par o\u00f9 commencer concr\u00e8tement ?<\/h3>\n<ol>\n<li>Identifiez vos 3 donn\u00e9es les plus critiques (souvent : clients, articles, contrats)<\/li>\n<li>Mettez en place 5 contr\u00f4les de qualit\u00e9 simples<\/li>\n<li>Automatisez la mesure quotidienne<\/li>\n<li>Responsabilisez 1 directeur op\u00e9rationnel avec un objectif chiffr\u00e9<\/li>\n<li>Mesurez les r\u00e9sultats apr\u00e8s 90 jours<\/li>\n<\/ol>\n<p><!-- notionvc: 3a76af06-f719-4d6b-818d-3197d93a9987 --><\/p>\n<p class=\"whitespace-normal break-words\"><!-- notionvc: ceaceab6-9b27-463e-9f30-4b6fc89dc1a4 --><\/p>\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-fa44787 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fa44787\" 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-b78581a\" data-id=\"b78581a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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>","protected":false},"excerpt":{"rendered":"<p>Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality R\u00e9sum\u00e9 executif \u00a0 What : Les donn\u00e9es chaudes sont celles qui d\u00e9clenchent une action op\u00e9rationnelle imm\u00e9diate. Why : Leur non-qualit\u00e9 co\u00fbte du cash aujourd&rsquo;hui, pas dans six mois. How : R\u00e9\u00e9quilibrer les efforts data : 50% sur les donn\u00e9es chaudes, 50 [&hellip;]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[214],"class_list":["post-24039","post","type-post","status-publish","format-standard","hentry","category-non-classe","tag-ia-generative"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality - Solypse<\/title>\n<meta name=\"description\" content=\"Votre ERP vous enferme ? D\u00e9couvrez comment reconstruire la scalabilit\u00e9 de votre entreprise sans tout casser gr\u00e2ce \u00e0 une approche incr\u00e9mentale, une gouvernance claire et des donn\u00e9es unifi\u00e9es pour retrouver l\u2019agilit\u00e9.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.solypse.com\/en\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality - Solypse\" \/>\n<meta property=\"og:description\" content=\"Votre ERP vous enferme ? D\u00e9couvrez comment reconstruire la scalabilit\u00e9 de votre entreprise sans tout casser gr\u00e2ce \u00e0 une approche incr\u00e9mentale, une gouvernance claire et des donn\u00e9es unifi\u00e9es pour retrouver l\u2019agilit\u00e9.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.solypse.com\/en\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/\" \/>\n<meta property=\"og:site_name\" content=\"Solypse\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-19T09:26:13+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-19T09:33:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1408\" \/>\n\t<meta property=\"og:image:height\" content=\"768\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Athi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Athi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/\"},\"author\":{\"name\":\"Athi\",\"@id\":\"https:\/\/www.solypse.com\/#\/schema\/person\/ad5690a668df908894015a56065489b0\"},\"headline\":\"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality\",\"datePublished\":\"2026-01-19T09:26:13+00:00\",\"dateModified\":\"2026-01-19T09:33:52+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/\"},\"wordCount\":1558,\"publisher\":{\"@id\":\"https:\/\/www.solypse.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg\",\"keywords\":[\"ia generative\"],\"articleSection\":[\"Non class\u00e9\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/\",\"url\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/\",\"name\":\"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality - Solypse\",\"isPartOf\":{\"@id\":\"https:\/\/www.solypse.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg\",\"datePublished\":\"2026-01-19T09:26:13+00:00\",\"dateModified\":\"2026-01-19T09:33:52+00:00\",\"description\":\"Votre ERP vous enferme ? D\u00e9couvrez comment reconstruire la scalabilit\u00e9 de votre entreprise sans tout casser gr\u00e2ce \u00e0 une approche incr\u00e9mentale, une gouvernance claire et des donn\u00e9es unifi\u00e9es pour retrouver l\u2019agilit\u00e9.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#primaryimage\",\"url\":\"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg\",\"contentUrl\":\"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.solypse.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.solypse.com\/#website\",\"url\":\"https:\/\/www.solypse.com\/\",\"name\":\"Solypse\",\"description\":\"Architecting growth through technology\",\"publisher\":{\"@id\":\"https:\/\/www.solypse.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.solypse.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.solypse.com\/#organization\",\"name\":\"Solypse\",\"url\":\"https:\/\/www.solypse.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.solypse.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.solypse.com\/wp-content\/uploads\/2015\/06\/LOGO_SOLYPSE_BLANC.png\",\"contentUrl\":\"https:\/\/www.solypse.com\/wp-content\/uploads\/2015\/06\/LOGO_SOLYPSE_BLANC.png\",\"width\":319,\"height\":136,\"caption\":\"Solypse\"},\"image\":{\"@id\":\"https:\/\/www.solypse.com\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.solypse.com\/#\/schema\/person\/ad5690a668df908894015a56065489b0\",\"name\":\"Athi\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.solypse.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8cb9d3a7e661f26506eefea7c01d8a62b33dda09e2251a5b29b5fa7016272374?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8cb9d3a7e661f26506eefea7c01d8a62b33dda09e2251a5b29b5fa7016272374?s=96&d=mm&r=g\",\"caption\":\"Athi\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality - Solypse","description":"Votre ERP vous enferme ? D\u00e9couvrez comment reconstruire la scalabilit\u00e9 de votre entreprise sans tout casser gr\u00e2ce \u00e0 une approche incr\u00e9mentale, une gouvernance claire et des donn\u00e9es unifi\u00e9es pour retrouver l\u2019agilit\u00e9.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.solypse.com\/en\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/","og_locale":"en_US","og_type":"article","og_title":"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality - Solypse","og_description":"Votre ERP vous enferme ? D\u00e9couvrez comment reconstruire la scalabilit\u00e9 de votre entreprise sans tout casser gr\u00e2ce \u00e0 une approche incr\u00e9mentale, une gouvernance claire et des donn\u00e9es unifi\u00e9es pour retrouver l\u2019agilit\u00e9.","og_url":"https:\/\/www.solypse.com\/en\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/","og_site_name":"Solypse","article_published_time":"2026-01-19T09:26:13+00:00","article_modified_time":"2026-01-19T09:33:52+00:00","og_image":[{"width":1408,"height":768,"url":"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM.jpeg","type":"image\/jpeg"}],"author":"Athi","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Athi","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#article","isPartOf":{"@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/"},"author":{"name":"Athi","@id":"https:\/\/www.solypse.com\/#\/schema\/person\/ad5690a668df908894015a56065489b0"},"headline":"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality","datePublished":"2026-01-19T09:26:13+00:00","dateModified":"2026-01-19T09:33:52+00:00","mainEntityOfPage":{"@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/"},"wordCount":1558,"publisher":{"@id":"https:\/\/www.solypse.com\/#organization"},"image":{"@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#primaryimage"},"thumbnailUrl":"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg","keywords":["ia generative"],"articleSection":["Non class\u00e9"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/","url":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/","name":"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality - Solypse","isPartOf":{"@id":"https:\/\/www.solypse.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#primaryimage"},"image":{"@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#primaryimage"},"thumbnailUrl":"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg","datePublished":"2026-01-19T09:26:13+00:00","dateModified":"2026-01-19T09:33:52+00:00","description":"Votre ERP vous enferme ? D\u00e9couvrez comment reconstruire la scalabilit\u00e9 de votre entreprise sans tout casser gr\u00e2ce \u00e0 une approche incr\u00e9mentale, une gouvernance claire et des donn\u00e9es unifi\u00e9es pour retrouver l\u2019agilit\u00e9.","breadcrumb":{"@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#primaryimage","url":"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg","contentUrl":"https:\/\/www.solypse.com\/wp-content\/uploads\/2026\/01\/Generated-Image-January-19-2026-9_54AM-1024x559.jpeg"},{"@type":"BreadcrumbList","@id":"https:\/\/www.solypse.com\/donnees-chaudes-vs-donnees-froides-pourquoi-cette-distinction-change-tout-en-data-quality\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.solypse.com\/"},{"@type":"ListItem","position":2,"name":"Donn\u00e9es chaudes vs donn\u00e9es froides : pourquoi cette distinction change tout en data quality"}]},{"@type":"WebSite","@id":"https:\/\/www.solypse.com\/#website","url":"https:\/\/www.solypse.com\/","name":"Solypse","description":"Architecting growth through technology","publisher":{"@id":"https:\/\/www.solypse.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.solypse.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.solypse.com\/#organization","name":"Solypse","url":"https:\/\/www.solypse.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.solypse.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.solypse.com\/wp-content\/uploads\/2015\/06\/LOGO_SOLYPSE_BLANC.png","contentUrl":"https:\/\/www.solypse.com\/wp-content\/uploads\/2015\/06\/LOGO_SOLYPSE_BLANC.png","width":319,"height":136,"caption":"Solypse"},"image":{"@id":"https:\/\/www.solypse.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.solypse.com\/#\/schema\/person\/ad5690a668df908894015a56065489b0","name":"Athi","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.solypse.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8cb9d3a7e661f26506eefea7c01d8a62b33dda09e2251a5b29b5fa7016272374?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8cb9d3a7e661f26506eefea7c01d8a62b33dda09e2251a5b29b5fa7016272374?s=96&d=mm&r=g","caption":"Athi"}}]}},"_links":{"self":[{"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/posts\/24039","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/comments?post=24039"}],"version-history":[{"count":4,"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/posts\/24039\/revisions"}],"predecessor-version":[{"id":24044,"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/posts\/24039\/revisions\/24044"}],"wp:attachment":[{"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/media?parent=24039"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/categories?post=24039"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.solypse.com\/en\/wp-json\/wp\/v2\/tags?post=24039"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}