{"id":4142,"date":"2024-02-07T11:01:06","date_gmt":"2024-02-07T10:01:06","guid":{"rendered":"https:\/\/datapy.fr\/?p=4142"},"modified":"2024-02-07T11:14:33","modified_gmt":"2024-02-07T10:14:33","slug":"azure-data-factory-aws-et-gcp-comparaison-des-metadonnees","status":"publish","type":"post","link":"https:\/\/datapy.fr\/index.php\/2024\/02\/07\/azure-data-factory-aws-et-gcp-comparaison-des-metadonnees\/","title":{"rendered":"Azure Data Factory, AWS et GCP : Comparaison des m\u00e9tadonn\u00e9es"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4142\" class=\"elementor elementor-4142\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7e1d898d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7e1d898d\" 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-10b4673e\" data-id=\"10b4673e\" 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-2cfbf987 elementor-widget elementor-widget-image\" data-id=\"2cfbf987\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2024\/02\/LE-PROMPT-Engineering-16-1024x576.png\" class=\"attachment-large size-large wp-image-4146\" alt=\"\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2024\/02\/LE-PROMPT-Engineering-16-1024x576.png 1024w, https:\/\/datapy.fr\/wp-content\/uploads\/2024\/02\/LE-PROMPT-Engineering-16-300x169.png 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2024\/02\/LE-PROMPT-Engineering-16-768x432.png 768w, https:\/\/datapy.fr\/wp-content\/uploads\/2024\/02\/LE-PROMPT-Engineering-16-1536x864.png 1536w, https:\/\/datapy.fr\/wp-content\/uploads\/2024\/02\/LE-PROMPT-Engineering-16-800x450.png 800w, https:\/\/datapy.fr\/wp-content\/uploads\/2024\/02\/LE-PROMPT-Engineering-16-e1711552451208.png 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9923714 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9923714\" 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-7b8fc8b0\" data-id=\"7b8fc8b0\" 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-6a0540e7 elementor-widget elementor-widget-heading\" data-id=\"6a0540e7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Azure Data Factory, AWS et GCP : comparaison des m\u00e9tadonn\u00e9es<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4061ea05 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4061ea05\" 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-1558c2cb\" data-id=\"1558c2cb\" 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-6e65272d elementor-widget elementor-widget-text-editor\" data-id=\"6e65272d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Apr\u00e8s avoir \u00e9tudi\u00e9 les diff\u00e9rentes solutions ETL Azure Data Factory, AWS et GCP, nous allons comparer leur\u00a0\u00a0gestion des m\u00e9tadonn\u00e9es.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p>La gestion des m\u00e9tadonn\u00e9es est une composante essentielle dans le domaine de l&rsquo;int\u00e9gration de donn\u00e9es, permettant de cataloguer, organiser et comprendre les informations sur les donn\u00e9es.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-11e1a04d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11e1a04d\" 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-7f5c427f\" data-id=\"7f5c427f\" 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-4c1f927a elementor-widget elementor-widget-heading\" data-id=\"4c1f927a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Azure Data Factory<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46ab81ba elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"46ab81ba\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#0c0d0e;--divider-icon-size:20px;--divider-element-spacing:10px;--divider-pattern-height:24px;--divider-pattern-size:20px;--divider-pattern-url:none;--divider-pattern-repeat:repeat-x}.elementor-widget-divider .elementor-divider{display:flex}.elementor-widget-divider .elementor-divider__text{font-size:15px;line-height:1;max-width:95%}.elementor-widget-divider .elementor-divider__element{margin:0 var(--divider-element-spacing);flex-shrink:0}.elementor-widget-divider .elementor-icon{font-size:var(--divider-icon-size)}.elementor-widget-divider .elementor-divider-separator{display:flex;margin:0;direction:ltr}.elementor-widget-divider--view-line_icon .elementor-divider-separator,.elementor-widget-divider--view-line_text .elementor-divider-separator{align-items:center}.elementor-widget-divider--view-line_icon .elementor-divider-separator:after,.elementor-widget-divider--view-line_icon .elementor-divider-separator:before,.elementor-widget-divider--view-line_text .elementor-divider-separator:after,.elementor-widget-divider--view-line_text .elementor-divider-separator:before{display:block;content:\"\";border-block-end:0;flex-grow:1;border-block-start:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--element-align-left .elementor-divider .elementor-divider-separator>.elementor-divider__svg:first-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-left .elementor-divider-separator:before{content:none}.elementor-widget-divider--element-align-left .elementor-divider__element{margin-left:0}.elementor-widget-divider--element-align-right .elementor-divider .elementor-divider-separator>.elementor-divider__svg:last-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-right .elementor-divider-separator:after{content:none}.elementor-widget-divider--element-align-right .elementor-divider__element{margin-right:0}.elementor-widget-divider--element-align-start .elementor-divider .elementor-divider-separator>.elementor-divider__svg:first-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-start .elementor-divider-separator:before{content:none}.elementor-widget-divider--element-align-start .elementor-divider__element{margin-inline-start:0}.elementor-widget-divider--element-align-end .elementor-divider .elementor-divider-separator>.elementor-divider__svg:last-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-end .elementor-divider-separator:after{content:none}.elementor-widget-divider--element-align-end .elementor-divider__element{margin-inline-end:0}.elementor-widget-divider:not(.elementor-widget-divider--view-line_text):not(.elementor-widget-divider--view-line_icon) .elementor-divider-separator{border-block-start:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--separator-type-pattern{--divider-border-style:none}.elementor-widget-divider--separator-type-pattern.elementor-widget-divider--view-line .elementor-divider-separator,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:after,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}.e-con-inner>.elementor-widget-divider,.e-con>.elementor-widget-divider{width:var(--container-widget-width,100%);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8abc41e elementor-widget elementor-widget-text-editor\" data-id=\"8abc41e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Les principales fonctionnalit\u00e9s d&rsquo;Azure Data Catalog comprennent :<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>D\u00e9couverte des donn\u00e9es :<\/strong>\u00a0rechercher et d\u00e9couvrir des ensembles de donn\u00e9es dans l&rsquo;ensemble de l&rsquo;organisation.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>Documentation des m\u00e9tadonn\u00e9es <\/strong>: documenter de mani\u00e8re d\u00e9taill\u00e9e la description des jeux de donn\u00e9es, les sch\u00e9mas, et les propri\u00e9t\u00e9s d&rsquo;authentification dans la documentation des m\u00e9tadonn\u00e9es.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>Collaboration :<\/strong>\u00a0les \u00e9quipes peuvent collaborer en ajoutant des annotations et des commentaires.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>Int\u00e9gration avec les outils Azure :<\/strong>\u00a0s&rsquo;int\u00e8gre \u00e9troitement avec d&rsquo;autres services Azure.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:heading --><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0cb1010 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0cb1010\" 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-ccee55d\" data-id=\"ccee55d\" 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-6b5bd47 elementor-widget elementor-widget-heading\" data-id=\"6b5bd47\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AWS Glue<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b2da40 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"7b2da40\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0337b01 elementor-widget elementor-widget-text-editor\" data-id=\"0337b01\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>AWS Glue Data Catalog est le service de gestion des m\u00e9tadonn\u00e9es d&rsquo;AWS Glue, un service d&rsquo;extraction, de transformation et de chargement (ETL) d&rsquo;AWS.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>Catalogage automatique :<\/strong>\u00a0peut d\u00e9couvrir et cataloguer automatiquement les m\u00e9tadonn\u00e9es \u00e0 partir des sources de donn\u00e9es.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>Int\u00e9gration avec AWS Glue ETL :<\/strong> permet l&rsquo;utilisation des m\u00e9tadonn\u00e9es catalogu\u00e9es dans le processus d&rsquo;ETL.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>Partage des m\u00e9tadonn\u00e9es :<\/strong> entre diff\u00e9rents services AWS dans le processus de partage des m\u00e9tadonn\u00e9es.<\/li>\n<\/ul>\n<ul><!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:heading --><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4e71ed2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e71ed2\" 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-b9906e2\" data-id=\"b9906e2\" 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-db2e0b2 elementor-widget elementor-widget-heading\" data-id=\"db2e0b2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">GCP Dataflow<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f7b7e3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6f7b7e3\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eab1cd8 elementor-widget elementor-widget-text-editor\" data-id=\"eab1cd8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Cloud Data Catalog fourni par Google Cloud Platform. Il offre des fonctionnalit\u00e9s de gestion des m\u00e9tadonn\u00e9es pour simplifier la d\u00e9couverte, la compr\u00e9hension et l&rsquo;utilisation des donn\u00e9es.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>D\u00e9couverte des donn\u00e9es :<\/strong>\u00a0possibilit\u00e9 de rechercher et d\u00e9couvrir des ensembles de donn\u00e9es \u00e0 travers l&rsquo;\u00e9cosyst\u00e8me GCP.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>Classification et balisage :<\/strong> les donn\u00e9es peuvent subir une classification et un balisage afin d&rsquo;assurer une gestion appropri\u00e9e de la confidentialit\u00e9 et de la s\u00e9curit\u00e9.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul><!-- wp:list-item -->\n<li><strong>Int\u00e9gration avec les services GCP :<\/strong>\u00a0Cloud Data Catalog s&rsquo;int\u00e8gre de mani\u00e8re transparente avec d&rsquo;autres services GCP.<\/li>\n<\/ul>\n<ul><!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:heading --><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2e93f9f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e93f9f\" 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-e700028\" data-id=\"e700028\" 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-ad4d5f8 elementor-widget elementor-widget-heading\" data-id=\"ad4d5f8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ebb31a elementor-widget elementor-widget-text-editor\" data-id=\"9ebb31a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>En conclusion, la gestion des m\u00e9tadonn\u00e9es permet d\u2019assurer la qualit\u00e9 et la gouvernance des donn\u00e9es.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p>Chacune de ces plateformes facilite l&rsquo;acc\u00e8s et la gestion des m\u00e9tadonn\u00e9es : Azure et son interface conviviale, AWS et sa robustesse ou GCP avec son int\u00e9gration transparente.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p>Elles contribuent ainsi \u00e0 simplifier le processus d&rsquo;int\u00e9gration des donn\u00e9es pour les utilisateurs d\u00e9butants.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-62c72d69 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"62c72d69\" 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-298edb41\" data-id=\"298edb41\" 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-68fdf645 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"68fdf645\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6db1d789 elementor-widget elementor-widget-heading\" data-id=\"6db1d789\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Vous devriez \u00e9galement aimer\u200b<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a84c344 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6a84c344\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-4093d43c\" data-id=\"4093d43c\" 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-2ea902d3 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"2ea902d3\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-image-box .elementor-image-box-content{width:100%}@media (min-width:768px){.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper,.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{display:flex}.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{text-align:end;flex-direction:row-reverse}.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper{text-align:start;flex-direction:row}.elementor-widget-image-box.elementor-position-top .elementor-image-box-img{margin:auto}.elementor-widget-image-box.elementor-vertical-align-top .elementor-image-box-wrapper{align-items:flex-start}.elementor-widget-image-box.elementor-vertical-align-middle .elementor-image-box-wrapper{align-items:center}.elementor-widget-image-box.elementor-vertical-align-bottom .elementor-image-box-wrapper{align-items:flex-end}}@media (max-width:767px){.elementor-widget-image-box .elementor-image-box-img{margin-left:auto!important;margin-right:auto!important;margin-bottom:15px}}.elementor-widget-image-box .elementor-image-box-img{display:inline-block}.elementor-widget-image-box .elementor-image-box-title a{color:inherit}.elementor-widget-image-box .elementor-image-box-wrapper{text-align:center}.elementor-widget-image-box .elementor-image-box-description{margin:0}<\/style><div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"1050\" height=\"534\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2023\/02\/Photo-MLOPS-e1711552729357.png\" class=\"attachment-full size-full wp-image-3192\" alt=\"Le MLops qu&#039;est ce que c&#039;est ?\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Athena, solution serverless d\u2019Amazon, mise en perspective de \u201cBuzz Query\u201d<\/h3><p class=\"elementor-image-box-description\">Nous avions explor\u00e9 dans l\u2019article pr\u00e9c\u00e9dent les forces et faiblesses de Spark et Elasticsearch. Nous allons \u00e0 pr\u00e9sent creuser en quoi la solution.<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-27a179f2\" data-id=\"27a179f2\" 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-26826e55 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"26826e55\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"1050\" height=\"566\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2021\/06\/20210604-DataPy_Apache_SPARK_ELASTICSEARCH-e1711553094473.jpeg\" class=\"attachment-full size-full wp-image-3184\" alt=\"\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Forces et faiblesses de Spark et Elasticsearch<\/h3><p class=\"elementor-image-box-description\">Nous avons partag\u00e9 les enjeux li\u00e9s \u00e0 la techno du Serverless dans le pr\u00e9c\u00e9dent article. Nous allons creuser aujourd\u2019hui les solutions les plus connues dans le domaine du traitement de donn\u00e9es \u00e0 grande \u00e9chelle, Spark et Elasticsearch.\n<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-1d32d8a\" data-id=\"1d32d8a\" 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-396b80d6 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"396b80d6\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"1050\" height=\"566\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2021\/05\/20210526-Serverless-e1711553126530.jpeg\" class=\"attachment-full size-full wp-image-3182\" alt=\"\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Le serverless, une approche efficace \u00e0 bas prix<\/h3><p class=\"elementor-image-box-description\">Nous avions introduit dans l\u2019article pr\u00e9c\u00e9dent ce qu\u2019\u00e9tait la notion de moteur de requ\u00eate de dashboarding. Nous allons \u00e0 pr\u00e9sent nous concentrer sur une nouvelle notion, plus proche des ressources mat\u00e9rielles, le serverless.\n<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Azure Data Factory, AWS et GCP : comparaison des m\u00e9tadonn\u00e9es Apr\u00e8s avoir \u00e9tudi\u00e9 les diff\u00e9rentes solutions ETL Azure Data Factory, AWS et GCP, nous allons comparer leur\u00a0\u00a0gestion des m\u00e9tadonn\u00e9es. La gestion des m\u00e9tadonn\u00e9es est une composante essentielle dans le domaine de l&rsquo;int\u00e9gration de donn\u00e9es, permettant de cataloguer, organiser et comprendre les informations sur les donn\u00e9es. [&hellip;]<\/p>\n","protected":false},"author":42,"featured_media":4146,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-4142","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data","entry","has-media"],"_links":{"self":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts\/4142","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/users\/42"}],"replies":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/comments?post=4142"}],"version-history":[{"count":0,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts\/4142\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/media\/4146"}],"wp:attachment":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/media?parent=4142"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/categories?post=4142"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/tags?post=4142"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}