{"id":987,"date":"2026-09-27T14:04:17","date_gmt":"2026-09-27T14:04:17","guid":{"rendered":"https:\/\/datamapster.com\/?page_id=987"},"modified":"2026-09-28T05:08:13","modified_gmt":"2026-09-28T05:08:13","slug":"data-engineering-integration","status":"publish","type":"page","link":"https:\/\/datamapster.com\/fr\/data-engineering-integration\/","title":{"rendered":"Data Engineering &amp; Int\u00e9gration"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"987\" class=\"elementor elementor-987\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d7f1dd e-flex e-con-boxed e-con e-parent\" data-id=\"4d7f1dd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;shape_divider_bottom&quot;:&quot;curve&quot;,&quot;shape_divider_bottom_negative&quot;:&quot;yes&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"true\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 100\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M500,97C126.7,96.3,0.8,19.8,0,0v100l1000,0V1C1000,19.4,873.3,97.8,500,97z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-194058d elementor-widget elementor-widget-heading\" data-id=\"194058d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">D\u00e9veloppement &amp; Int\u00e9gration<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-970565f elementor-widget elementor-widget-heading\" data-id=\"970565f\" data-element_type=\"widget\" data-e-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\">Data engineering et int\u00e9gration : une source de v\u00e9rit\u00e9 unique et fiable<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5c6953 elementor-widget elementor-widget-text-editor\" data-id=\"c5c6953\" data-element_type=\"widget\" data-e-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>Quand vos donn\u00e9es sont dispers\u00e9es entre tableurs, applications et bases de donn\u00e9es, chaque rapport devient un projet. Nous connectons vos sources, nettoyons les donn\u00e9es et construisons des pipelines et des architectures qui les gardent fiables et pr\u00eates \u00e0 l\u2019emploi.<\/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-2a3417c elementor-widget__width-auto elementor-widget-mobile__width-inherit elementor-align-left elementor-widget elementor-widget-button\" data-id=\"2a3417c\" data-element_type=\"widget\" data-e-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-md\" href=\"https:\/\/datamapster.com\/fr\/#app\">\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 un appel gratuit de 30 min<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b9e824b e-flex e-con-boxed e-con e-parent\" data-id=\"b9e824b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1868893 elementor-widget elementor-widget-heading\" data-id=\"1868893\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Ce que nous livrons<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0c0d14 elementor-widget-tablet__width-initial elementor-widget elementor-widget-heading\" data-id=\"c0c0d14\" data-element_type=\"widget\" data-e-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\">Comment nous vous aidons<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0956dc6 e-con-full e-flex e-con e-child\" data-id=\"0956dc6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-90fce3f e-con-full e-flex e-con e-child\" data-id=\"90fce3f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5e90aa ekit-equal-height-disable elementor-widget elementor-widget-elementskit-icon-box\" data-id=\"b5e90aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"elementskit-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >        <!-- link opening -->\n                <!-- end link opening -->\n\n        <div class=\"elementskit-infobox text-left text-left icon-lef-right-aligin elementor-animation- media\">\n                    <div class=\"elementskit-box-header elementor-animation-float\">\n                <div class=\"elementskit-info-box-icon  text-center\">\n                    <svg aria-hidden=\"true\" class=\"elementkit-infobox-icon e-font-icon-svg e-fas-dice-d6\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M422.19 109.95L256.21 9.07c-19.91-12.1-44.52-12.1-64.43 0L25.81 109.95c-5.32 3.23-5.29 11.27.06 14.46L224 242.55l198.14-118.14c5.35-3.19 5.38-11.22.05-14.46zm13.84 44.63L240 271.46v223.82c0 12.88 13.39 20.91 24.05 14.43l152.16-92.48c19.68-11.96 31.79-33.94 31.79-57.7v-197.7c0-6.41-6.64-10.43-11.97-7.25zM0 161.83v197.7c0 23.77 12.11 45.74 31.79 57.7l152.16 92.47c10.67 6.48 24.05-1.54 24.05-14.43V271.46L11.97 154.58C6.64 151.4 0 155.42 0 161.83z\"><\/path><\/svg>\n                <\/div>\n          <\/div>\n                        <div class=\"box-body\">\n                            <h3 class=\"elementskit-info-box-title\">\n                    Pipelines de donn\u00e9es (ETL\/ELT)                <\/h3>\n                        \t\t  \t<p>Des flux automatis\u00e9s qui extraient, nettoient et chargent les donn\u00e9es de vos syst\u00e8mes selon un planning.<\/p>\n                                <\/div>\n        \n        \n                <\/div>\n        <\/div>\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-bfa94d8 e-con-full e-flex e-con e-child\" data-id=\"bfa94d8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-358665f ekit-equal-height-disable elementor-widget elementor-widget-elementskit-icon-box\" data-id=\"358665f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"elementskit-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >        <!-- link opening -->\n                <!-- end link opening -->\n\n        <div class=\"elementskit-infobox text-left text-left icon-lef-right-aligin elementor-animation- media\">\n                    <div class=\"elementskit-box-header elementor-animation-float\">\n                <div class=\"elementskit-info-box-icon  text-center\">\n                    <svg aria-hidden=\"true\" class=\"elementkit-infobox-icon e-font-icon-svg e-fas-dice-d6\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M422.19 109.95L256.21 9.07c-19.91-12.1-44.52-12.1-64.43 0L25.81 109.95c-5.32 3.23-5.29 11.27.06 14.46L224 242.55l198.14-118.14c5.35-3.19 5.38-11.22.05-14.46zm13.84 44.63L240 271.46v223.82c0 12.88 13.39 20.91 24.05 14.43l152.16-92.48c19.68-11.96 31.79-33.94 31.79-57.7v-197.7c0-6.41-6.64-10.43-11.97-7.25zM0 161.83v197.7c0 23.77 12.11 45.74 31.79 57.7l152.16 92.47c10.67 6.48 24.05-1.54 24.05-14.43V271.46L11.97 154.58C6.64 151.4 0 155.42 0 161.83z\"><\/path><\/svg>\n                <\/div>\n          <\/div>\n                        <div class=\"box-body\">\n                            <h3 class=\"elementskit-info-box-title\">\n                    Data warehouse &amp; data lake                <\/h3>\n                        \t\t  \t<p>Un stockage centralis\u00e9 et bien structur\u00e9, dans le cloud ou sur site, con\u00e7u pour le reporting et l\u2019analyse.<\/p>\n                                <\/div>\n        \n        \n                <\/div>\n        <\/div>\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-349c7f7 e-con-full e-flex e-con e-child\" data-id=\"349c7f7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-027f1db ekit-equal-height-disable elementor-widget elementor-widget-elementskit-icon-box\" data-id=\"027f1db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"elementskit-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >        <!-- link opening -->\n                <!-- end link opening -->\n\n        <div class=\"elementskit-infobox text-left text-left icon-lef-right-aligin elementor-animation- media\">\n                    <div class=\"elementskit-box-header elementor-animation-float\">\n                <div class=\"elementskit-info-box-icon  text-center\">\n                    <svg aria-hidden=\"true\" class=\"elementkit-infobox-icon e-font-icon-svg e-fas-dice-d6\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M422.19 109.95L256.21 9.07c-19.91-12.1-44.52-12.1-64.43 0L25.81 109.95c-5.32 3.23-5.29 11.27.06 14.46L224 242.55l198.14-118.14c5.35-3.19 5.38-11.22.05-14.46zm13.84 44.63L240 271.46v223.82c0 12.88 13.39 20.91 24.05 14.43l152.16-92.48c19.68-11.96 31.79-33.94 31.79-57.7v-197.7c0-6.41-6.64-10.43-11.97-7.25zM0 161.83v197.7c0 23.77 12.11 45.74 31.79 57.7l152.16 92.47c10.67 6.48 24.05-1.54 24.05-14.43V271.46L11.97 154.58C6.64 151.4 0 155.42 0 161.83z\"><\/path><\/svg>\n                <\/div>\n          <\/div>\n                        <div class=\"box-body\">\n                            <h3 class=\"elementskit-info-box-title\">\n                    Applications data sur mesure                <\/h3>\n                        \t\t  \t<p>Des outils et des API sur mesure en Python, R ou Java, adapt\u00e9s pr\u00e9cis\u00e9ment \u00e0 vos processus.<\/p>\n                                <\/div>\n        \n        \n                <\/div>\n        <\/div>\t\t\t\t<\/div>\n\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-1298c56 e-flex e-con-boxed e-con e-parent\" data-id=\"1298c56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ef1eff elementor-widget elementor-widget-heading\" data-id=\"2ef1eff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Notre m\u00e9thode<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9298b4 elementor-widget-tablet__width-initial elementor-widget elementor-widget-heading\" data-id=\"c9298b4\" data-element_type=\"widget\" data-e-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\">Notre d\u00e9marche<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d7bf69 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"0d7bf69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-dot-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 56c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m0-48C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 168c-44.183 0-80 35.817-80 80s35.817 80 80 80 80-35.817 80-80-35.817-80-80-80z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">1. Audit des sources : nous cartographions vos syst\u00e8mes, fichiers et flux de donn\u00e9es.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-dot-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 56c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m0-48C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 168c-44.183 0-80 35.817-80 80s35.817 80 80 80 80-35.817 80-80-35.817-80-80-80z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">2. Architecture : nous concevons une solution dimensionn\u00e9e pour votre budget.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-dot-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 56c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m0-48C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 168c-44.183 0-80 35.817-80 80s35.817 80 80 80 80-35.817 80-80-35.817-80-80-80z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">3. D\u00e9veloppement et tests : pipelines, mod\u00e8les de donn\u00e9es et contr\u00f4les qualit\u00e9.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-dot-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 56c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m0-48C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 168c-44.183 0-80 35.817-80 80s35.817 80 80 80 80-35.817 80-80-35.817-80-80-80z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">4. Exploitation et support : supervision, documentation et am\u00e9liorations continues.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e84409 elementor-widget-tablet__width-initial elementor-widget elementor-widget-heading\" data-id=\"5e84409\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Outils et technologies<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a142aa1 elementor-widget elementor-widget-text-editor\" data-id=\"a142aa1\" data-element_type=\"widget\" data-e-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>Python, SQL, Azure Data Factory, Microsoft Fabric, AWS, Google Cloud, Snowflake, PostgreSQL, dbt et API.<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fdcd6df e-flex e-con-boxed e-con e-parent\" data-id=\"fdcd6df\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65f1e6a elementor-widget elementor-widget-heading\" data-id=\"65f1e6a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">FAQ<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-686d5d0 elementor-widget-tablet__width-initial elementor-widget elementor-widget-heading\" data-id=\"686d5d0\" data-element_type=\"widget\" data-e-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\">Questions fr\u00e9quentes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e781b89 elementor-widget elementor-widget-toggle\" data-id=\"e781b89\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2421\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2421\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><svg class=\"e-font-icon-svg e-fas-caret-right\" viewbox=\"0 0 192 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0 384.662V127.338c0-17.818 21.543-26.741 34.142-14.142l128.662 128.662c7.81 7.81 7.81 20.474 0 28.284L34.142 398.804C21.543 411.404 0 402.48 0 384.662z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><svg class=\"elementor-toggle-icon-opened e-font-icon-svg e-fas-caret-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288.662 352H31.338c-17.818 0-26.741-21.543-14.142-34.142l128.662-128.662c7.81-7.81 20.474-7.81 28.284 0l128.662 128.662c12.6 12.599 3.676 34.142-14.142 34.142z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Avons-nous besoin d\u2019un data warehouse ?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2421\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2421\"><p>Si vous combinez les donn\u00e9es de plusieurs syst\u00e8mes pour votre reporting, g\u00e9n\u00e9ralement oui. Nous dimensionnons la solution selon vos besoins, d\u2019une simple base de donn\u00e9es \u00e0 une plateforme cloud compl\u00e8te.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2422\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2422\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><svg class=\"e-font-icon-svg e-fas-caret-right\" viewbox=\"0 0 192 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0 384.662V127.338c0-17.818 21.543-26.741 34.142-14.142l128.662 128.662c7.81 7.81 7.81 20.474 0 28.284L34.142 398.804C21.543 411.404 0 402.48 0 384.662z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><svg class=\"elementor-toggle-icon-opened e-font-icon-svg e-fas-caret-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288.662 352H31.338c-17.818 0-26.741-21.543-14.142-34.142l128.662-128.662c7.81-7.81 20.474-7.81 28.284 0l128.662 128.662c12.6 12.599 3.676 34.142-14.142 34.142z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Pouvez-vous connecter notre ERP ou notre CRM ?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2422\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2422\"><p>Oui. Nous connectons les principaux ERP, CRM et logiciels comptables via leurs API, leurs bases de donn\u00e9es ou leurs exports.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2423\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-2423\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><svg class=\"e-font-icon-svg e-fas-caret-right\" viewbox=\"0 0 192 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0 384.662V127.338c0-17.818 21.543-26.741 34.142-14.142l128.662 128.662c7.81 7.81 7.81 20.474 0 28.284L34.142 398.804C21.543 411.404 0 402.48 0 384.662z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><svg class=\"elementor-toggle-icon-opened e-font-icon-svg e-fas-caret-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288.662 352H31.338c-17.818 0-26.741-21.543-14.142-34.142l128.662-128.662c7.81-7.81 20.474-7.81 28.284 0l128.662 128.662c12.6 12.599 3.676 34.142-14.142 34.142z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Cloud ou sur site ?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2423\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-2423\"><p>Les deux sont possibles. Nous recommandons l\u2019option la mieux adapt\u00e9e \u00e0 vos exigences de s\u00e9curit\u00e9, \u00e0 vos comp\u00e9tences et \u00e0 votre budget.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2424\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-2424\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><svg class=\"e-font-icon-svg e-fas-caret-right\" viewbox=\"0 0 192 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0 384.662V127.338c0-17.818 21.543-26.741 34.142-14.142l128.662 128.662c7.81 7.81 7.81 20.474 0 28.284L34.142 398.804C21.543 411.404 0 402.48 0 384.662z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><svg class=\"elementor-toggle-icon-opened e-font-icon-svg e-fas-caret-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288.662 352H31.338c-17.818 0-26.741-21.543-14.142-34.142l128.662-128.662c7.81-7.81 20.474-7.81 28.284 0l128.662 128.662c12.6 12.599 3.676 34.142-14.142 34.142z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Qui maintient les pipelines apr\u00e8s la livraison ?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2424\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-2424\"><p>Votre \u00e9quipe, gr\u00e2ce \u00e0 notre documentation et \u00e0 nos formations, ou nous-m\u00eames via notre offre d\u2019externalisation mensuelle.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6a50854 e-flex e-con-boxed e-con e-parent\" data-id=\"6a50854\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;shape_divider_bottom&quot;:&quot;curve&quot;,&quot;shape_divider_bottom_negative&quot;:&quot;yes&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"true\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 100\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M500,97C126.7,96.3,0.8,19.8,0,0v100l1000,0V1C1000,19.4,873.3,97.8,500,97z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c599005 elementor-widget-tablet__width-initial elementor-widget elementor-widget-heading\" data-id=\"c599005\" data-element_type=\"widget\" data-e-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\">Pr\u00eat \u00e0 parler de votre projet ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d92cf2 elementor-widget elementor-widget-text-editor\" data-id=\"3d92cf2\" data-element_type=\"widget\" data-e-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 style=\"text-align:center\">R\u00e9servez un appel gratuit de 30 minutes. Nous \u00e9changerons sur vos besoins et vous proposerons la solution la plus simple. Vous pr\u00e9f\u00e9rez \u00e9crire ? Contactez-nous sur <a href=\"https:\/\/wa.me\/66626644419\" target=\"_blank\" rel=\"noopener\">WhatsApp +66 62 664 4419<\/a>.<\/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-c76798a elementor-widget__width-auto elementor-widget-mobile__width-inherit elementor-align-center elementor-widget elementor-widget-button\" data-id=\"c76798a\" data-element_type=\"widget\" data-e-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-md\" href=\"https:\/\/datamapster.com\/fr\/#app\">\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 un appel 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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2286701 e-flex e-con-boxed e-con e-parent\" data-id=\"2286701\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ecc3623 elementor-widget-tablet__width-initial elementor-widget elementor-widget-heading\" data-id=\"ecc3623\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Nos autres services<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-949cc58 elementor-widget elementor-widget-text-editor\" data-id=\"949cc58\" data-element_type=\"widget\" data-e-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><a style=\"text-decoration: underline;\" href=\"https:\/\/datamapster.com\/fr\/power-bi-dashboards-reporting\/\">Analyse, Visualisation &amp; Reporting<\/a> \u00a0\u00b7\u00a0 <a style=\"text-decoration: underline;\" href=\"https:\/\/datamapster.com\/fr\/gis-mapping-spatial-analysis\/\">Cartographie &amp; Analyse Spatiale<\/a> \u00a0\u00b7\u00a0 <a style=\"text-decoration: underline;\" href=\"https:\/\/datamapster.com\/fr\/ai-automation\/\">Automatisation &amp; Intelligence Artificielle<\/a> \u00a0\u00b7\u00a0 <a style=\"text-decoration: underline;\" href=\"https:\/\/datamapster.com\/fr\/data-governance-audit\/\">Audit, Gouvernance &amp; Performance<\/a><\/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\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Development &amp; Integration Data Engineering &amp; Integration: One Reliable Source of Truth When data sits in scattered spreadsheets, apps and databases, every report becomes a project. We connect your sources, clean the data and build pipelines and architectures that keep it accurate and ready to use. Book a free 30-min call What we deliver How [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-987","page","type-page","status-publish","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"ETL pipelines, data warehouses and system integration that give you one reliable source of truth. 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