{"id":182766,"date":"2022-12-01T07:00:00","date_gmt":"2022-12-01T07:00:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=182766"},"modified":"2023-11-09T13:55:32","modified_gmt":"2023-11-09T13:55:32","slug":"apache-flume-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/apache-flume-tout-savoir","title":{"rendered":"Apache Flume : Qu&rsquo;est-ce que c&rsquo;est ? \u00c0 quoi \u00e7a sert ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"182766\" class=\"elementor elementor-182766\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7d704d7 e-flex e-con-boxed e-con\" data-id=\"7d704d7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-645100e elementor-widget elementor-widget-heading\" data-id=\"645100e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Toutes les entreprises, quel que soit leur taille ou leur secteur d\u2019activit\u00e9, utilisent des fichiers logs pour enregistrer l\u2019ensemble des \u00e9v\u00e9nements qui se d\u00e9roulent sur le web serveur. Mais \u00e0 l\u2019heure du tout digital, ces \u00e9v\u00e9nements sont de plus en plus nombreux. Les logs stockent alors une quantit\u00e9 de donn\u00e9es exponentielle. Pour traiter toutes ces donn\u00e9es, les administrateurs r\u00e9seau et les DevOps ont besoin d\u2019outils performants. C\u2019est \u00e0 cet instant qu\u2019intervient Apache Flume. De quoi s\u2019agit-il ? Ses avantages et ses inconv\u00e9nients ? D\u00e9couvrez toutes les r\u00e9ponses dans cet article.<\/h2>\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-3ee2790 e-flex e-con-boxed e-con\" data-id=\"3ee2790\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-885abaf elementor-widget elementor-widget-heading\" data-id=\"885abaf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Qu\u2019est-ce qu\u2019Apache Flume ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40a36b5 elementor-widget elementor-widget-text-editor\" data-id=\"40a36b5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Au vu de l\u2019augmentation des donn\u00e9es collect\u00e9es par les logs, de nouveaux outils facilitant leur exploitation \u00e9mergent. C\u2019est notamment le cas de Flume Apache.<\/p><p>Il s\u2019agit d\u2019<strong>un outil permettant de collecter, d\u2019agr\u00e9ger et de d\u00e9placer de grandes quantit\u00e9s de logs<\/strong>. Cette solution a \u00e9t\u00e9 sp\u00e9cialement pens\u00e9e pour g\u00e9rer des volumes et des d\u00e9bits importants.<\/p><p>\u00c0 cette fin, Apache Flume est <strong>\u00e9crit dans un HDFS<\/strong>. C\u2019est-\u00e0-dire, un syst\u00e8me de fichiers distribu\u00e9 qui g\u00e8re de grands ensembles de donn\u00e9es.<\/p><p>L\u2019id\u00e9e est de permettre aux utilisateurs d\u2019acc\u00e9der aux fichiers pr\u00e9sents sur le <strong>syst\u00e8me de stockage partag\u00e9<\/strong>. Et ce, depuis l\u2019un des serveurs du r\u00e9seau. Toutes les ressources peuvent ainsi \u00eatre partag\u00e9es beaucoup plus facilement.<\/p><p>Gr\u00e2ce \u00e0 sa capacit\u00e9 \u00e0 <strong>g\u00e9rer de grands volumes de donn\u00e9es<\/strong>, Apache Flume est particuli\u00e8rement adapt\u00e9 en cas de pics de charge.<\/p><p>Apr\u00e8s plusieurs remaniements dus \u00e0 une architecture trop complexe et un code endett\u00e9, Flume OG (old Generation) est devenu Flume NG (new generation). Ce qui permet \u00e0 l\u2019outil d\u2019offrir aux utilisateurs des fonctionnalit\u00e9s plus avanc\u00e9es et une utilisation simplifi\u00e9e. D\u2019ailleurs,<strong> il est class\u00e9 parmi les Top Level Apache Project en 2012<\/strong>. \u00c0 savoir, les projets open source qui ont vocation \u00e0 apporter des changements innovants dans le monde informatique.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b80136 elementor-widget elementor-widget-shortcode\" data-id=\"9b80136\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"archive\" data-elementor-id=\"182277\" class=\"elementor elementor-182277\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-53e85fd5 elementor-hidden-mobile e-flex e-con-boxed e-con\" data-id=\"53e85fd5\" data-element_type=\"container\" id=\"pub\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-16c355f3 e-flex e-con-boxed e-con\" data-id=\"16c355f3\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4f8bee36 e-con-full e-flex e-con\" data-id=\"4f8bee36\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-71ebb8d1 elementor-widget elementor-widget-heading\" data-id=\"71ebb8d1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">LANCEZ VOTRE CARRI\u00c8RE\u00a0: <br\/>\nDEVENEZ <span class=\"bleuelectric\">DATA\u00a0SCIENTIST<\/span>\u00a0!<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae8ce36 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"ae8ce36\" 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>Une <strong>reconversion<\/strong> dans le <strong>big data<\/strong> vous int\u00e9resse, mais vous ne savez pas <strong>par o\u00f9 commencer<\/strong> ? D\u00e9couvrez notre <span style=\"color: #4826dd;\"><strong>formation de Data Scientist<\/strong><\/span>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66f20d27 elementor-align-left button-principal elementor-widget elementor-widget-button\" data-id=\"66f20d27\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/formation-data-scientist\" target=\"_blank\" id=\"advanced-ads-button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Je d\u00e9couvre la formation<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6a9a16b e-con-full e-flex e-con\" data-id=\"6a9a16b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f3813cd elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"6f3813cd\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"60\" height=\"60\" viewBox=\"0 0 60 60\" fill=\"none\"><path d=\"M60 0H0V60H60V30V0Z\" fill=\"url(#pattern0)\"><\/path><defs><pattern id=\"pattern0\" patternContentUnits=\"objectBoundingBox\" width=\"1\" height=\"1\"><use xlink:href=\"#image0_3877_22304\" transform=\"scale(0.00119332 0.00117647)\"><\/use><\/pattern><image id=\"image0_3877_22304\" width=\"838\" height=\"850\" xlink:href=\"data:image\/png;base64,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\"><\/image><\/defs><\/svg>\t\t\t<\/div>\n\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7c0abfdd elementor-hidden-desktop elementor-hidden-tablet e-flex e-con-boxed e-con\" data-id=\"7c0abfdd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-79d6cb3f e-flex e-con-boxed e-con\" data-id=\"79d6cb3f\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5a5b7f8c e-con-full e-flex e-con\" data-id=\"5a5b7f8c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-220187cc e-flex e-con-boxed e-con\" data-id=\"220187cc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12e677e1 elementor-widget elementor-widget-heading\" data-id=\"12e677e1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">LANCEZ VOTRE CARRI\u00c8RE\u00a0: <br\/>\nDEVENEZ <span class=\"bleuelectric\">DATA\u00a0SCIENTIST<\/span>\u00a0!<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1728c04e elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"1728c04e\" 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>Une <strong>reconversion<\/strong> dans le <strong>big data<\/strong> vous int\u00e9resse, mais vous ne savez pas <strong>par o\u00f9 commencer\u00a0<\/strong>?<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ff2d66d elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"1ff2d66d\" 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\tD\u00e9couvrez notre <span style=\"color: #4826dd;\"><strong>formation de\u00a0Data Scientist<\/strong><\/span>\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 class=\"elementor-element elementor-element-640da34e elementor-align-left button-principal elementor-widget elementor-widget-button\" data-id=\"640da34e\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/formation-data-scientist\" target=\"_blank\" id=\"advanced-ads-button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Je d\u00e9couvre la formation<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-622d4f25 elementor-absolute elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"622d4f25\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"60\" height=\"60\" viewBox=\"0 0 60 60\" fill=\"none\"><path d=\"M60 0H0V60H60V30V0Z\" fill=\"url(#pattern0)\"><\/path><defs><pattern id=\"pattern0\" patternContentUnits=\"objectBoundingBox\" width=\"1\" height=\"1\"><use xlink:href=\"#image0_3877_22304\" transform=\"scale(0.00119332 0.00117647)\"><\/use><\/pattern><image id=\"image0_3877_22304\" width=\"838\" height=\"850\" xlink:href=\"data:image\/png;base64,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\"><\/image><\/defs><\/svg>\t\t\t<\/div>\n\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5ec070f e-flex e-con-boxed e-con\" data-id=\"5ec070f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9dadaa7 elementor-widget elementor-widget-heading\" data-id=\"9dadaa7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Comment fonctionne Flume ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fdfd33b elementor-widget elementor-widget-heading\" data-id=\"fdfd33b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">L\u2019architecture de Flume<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0413f7d elementor-widget elementor-widget-text-editor\" data-id=\"0413f7d\" 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>Comme vu pr\u00e9c\u00e9demment, Flume est une <a href=\"https:\/\/datascientest.com\/architecture-distribuee\">solution distribu\u00e9e<\/a>. \u00c0 ce titre, son architecture est <strong>constitu\u00e9e de nombreux d\u2019agents<\/strong>.<\/p><p>Il faudra donc d\u00e9finir les agents distribu\u00e9s qui se chargent de :<\/p><ul><li>r\u00e9cup\u00e9rer les donn\u00e9es en provenance d\u2019une multitude de sources ;<\/li><li>consolider les logs pour les \u00e9crire dans un r\u00e9f\u00e9rentiel<\/li><li>centralis\u00e9 (comme un cluster HDFS ou une base HBase).<\/li><\/ul><p>Nous allons voir plus en d\u00e9tail leur r\u00f4le.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3069ca9 elementor-widget elementor-widget-heading\" data-id=\"3069ca9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Les agents <\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-543070a elementor-widget elementor-widget-text-editor\" data-id=\"543070a\" 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>Traditionnellement, l\u2019agent effectue des routes qui se mat\u00e9rialisent comme cela : <strong>Source -&gt; Channel -&gt; Sink<\/strong>.<\/p><p>Chacun de ces \u00e9l\u00e9ments remplit une fonction bien particuli\u00e8re :<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a8fead elementor-widget elementor-widget-heading\" data-id=\"4a8fead\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\"><i>La source Flume<\/i><\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd78fb5 elementor-widget elementor-widget-text-editor\" data-id=\"cd78fb5\" 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 style=\"padding-left: 40px;\">L\u2019id\u00e9e est de <strong>r\u00e9cup\u00e9rer le message en provenance d\u2019une source externe<\/strong>, comme une application, le trafic r\u00e9seau, les m\u00e9dias sociaux, les messages \u00e9lectroniques, et bien d\u2019autres sources.<\/p><p style=\"padding-left: 40px;\"><strong>Il existe diff\u00e9rents types de source Flume<\/strong> ; chacune pr\u00e9sentant des caract\u00e9ristiques sp\u00e9cifiques. Les plus courants sont les suivantes :<\/p><ul><li style=\"list-style-type: none;\"><ul><li><strong>Avro<\/strong> : cela permet de communiquer entre les diff\u00e9rents agents de Flume Apache.<\/li><li><strong>Spooling Directory Source<\/strong> : facilite la lecture des fichiers entrants.<\/li><li><strong>Syslog (TCP ou UDP)<\/strong> : l\u2019id\u00e9e est de capter les \u00e9v\u00e9nements d\u2019un serveur syslog.<\/li><li><strong>HTTP<\/strong> : il permet de traduire les requ\u00eates POST et GET.<\/li><\/ul><\/li><\/ul><p style=\"padding-left: 40px;\">Il s\u2019agit d\u2019une liste non exhaustive. Les agents peuvent en effet utiliser une multitude de sources en fonction des sp\u00e9cificit\u00e9s de l\u2019organisation.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8963b8 elementor-widget elementor-widget-image\" data-id=\"d8963b8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"631\" height=\"399\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/apache-flume2.jpg\" class=\"attachment-full size-full wp-image-182773\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/apache-flume2.jpg 631w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/apache-flume2-300x190.jpg 300w\" sizes=\"(max-width: 631px) 100vw, 631px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4db8cb0 elementor-widget elementor-widget-heading\" data-id=\"4db8cb0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\"><i>Le channel (ou le chemin)<\/i><\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edd3fda elementor-widget elementor-widget-text-editor\" data-id=\"edd3fda\" 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 style=\"padding-left: 40px;\"><strong>C\u2019est ici que les logs sont stock\u00e9s par l\u2019agent.<\/strong> L\u00e0 encore, il existe diff\u00e9rents channels, \u00e0 savoir :<\/p><ul><li style=\"list-style-type: none;\"><ul><li><strong>Memory<\/strong> : les \u00e9v\u00e8nements sont gard\u00e9s en m\u00e9moire.<\/li><li><strong>JDBC<\/strong> : il s\u2019agit du stockage sur une base de donn\u00e9es.<\/li><li><strong>File<\/strong> : c\u2019est un filesystem qui permet de conserver les logs.<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7947189 elementor-widget elementor-widget-heading\" data-id=\"7947189\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\"><i>Le sink<\/i><\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8305a33 elementor-widget elementor-widget-text-editor\" data-id=\"8305a33\" 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 style=\"padding-left: 40px; text-align: left;\">C\u2019est ce qui permet de <strong>r\u00e9\u00e9crire le log data dans son r\u00e9f\u00e9rentiel de destination<\/strong>. Les \u00e9v\u00e9nements peuvent alors \u00eatre pouss\u00e9s vers HDFS, IRC, HBase, <a href=\"https:\/\/datascientest.com\/elasticsearch\">ElasticSearch<\/a>, File (ou fichier local). Il est aussi possible d\u2019utiliser Avro pour faciliter la communication avec un autre agent.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-542c2dc elementor-widget elementor-widget-heading\" data-id=\"542c2dc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">La personnalisation<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4586310 elementor-widget elementor-widget-text-editor\" data-id=\"4586310\" 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>Si le chemin pr\u00e9c\u00e9dent est le plus classique, il est toujours possible de personnaliser la route. Notamment en <strong>ajoutant un intercepteur<\/strong> qui a pour r\u00f4le de trier et de filtrer les logs, afin de les orienter vers le bon r\u00e9f\u00e9rentiel.<\/p><p>Dans le m\u00eame esprit, les \u00e9quipes IT peuvent cr\u00e9er des liens entre plusieurs agents, ajouter plusieurs channels ou sinks, ou encore impl\u00e9menter leurs propres sources, channel ou sink \u00e0 partir d\u2019interfaces Java.<\/p><p>La route peut alors \u00eatre beaucoup plus complexe que pr\u00e9c\u00e9demment, mais elle rend le flux de donn\u00e9es plus intelligent. Dans tous les cas, l\u2019id\u00e9e est de r\u00e9aliser des traitements de logs qui s\u2019adaptent aux besoins de l\u2019organisation.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f19f0cf e-flex e-con-boxed e-con\" data-id=\"f19f0cf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5a78dd elementor-widget elementor-widget-heading\" data-id=\"f5a78dd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Quels sont les avantages de Flume ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-72a7aab elementor-widget elementor-widget-text-editor\" data-id=\"72a7aab\" 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>Sollicit\u00e9 par de nombreuses entreprises, Apache Flume pr\u00e9sente une multitude d\u2019avantages :<\/p><ul><li><strong>La simplicit\u00e9<\/strong> : que ce soit au niveau de l\u2019installation, de la configuration ou de l\u2019exploitation, Apache Flume est tr\u00e8s facile \u00e0 utiliser.<\/li><li><strong>La personnalisation<\/strong> : en fonction des sp\u00e9cificit\u00e9s m\u00e9tier, les organisations ont toujours la possibilit\u00e9 d\u2019impl\u00e9menter des interfaces Java. Ce qui permet de b\u00e9n\u00e9ficier de fonctionnalit\u00e9s suppl\u00e9mentaires.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d312cb4 elementor-widget elementor-widget-image\" data-id=\"d312cb4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"925\" height=\"617\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/apache-flume3.jpg\" class=\"attachment-full size-full wp-image-182774\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/apache-flume3.jpg 925w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/apache-flume3-300x200.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/apache-flume3-768x512.jpg 768w\" sizes=\"(max-width: 925px) 100vw, 925px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f295ec elementor-widget elementor-widget-text-editor\" data-id=\"6f295ec\" 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<ul><li><strong>La compatibilit\u00e9<\/strong> : Flume a \u00e9t\u00e9 d\u00e9velopp\u00e9 par un \u00e9diteur d\u2019<a href=\"https:\/\/datascientest.com\/hadoop\">Hadoop<\/a>, Cloudera, sous licence Apache. C\u2019est donc un outil appartenant \u00e0 l&rsquo;\u00e9cosyst\u00e8me Big Data open source Hadoop. \u00c0 ce titre, il s\u2019int\u00e8gre \u00e0 la plupart des distributions du framework. Ce qui permet alors d\u2019interagir avec de multiples technologies.<\/li><li><strong>La performance<\/strong> : comme il s\u2019agit d\u2019une solution distribu\u00e9e, Flume atteint d\u2019excellents niveaux en termes de performance et de scalabilit\u00e9. Les entreprises pr\u00e9sentant un syst\u00e8me d\u2019information complexe (avec plusieurs milliers d\u2019\u00e9v\u00e9nements par seconde) pourront parfaitement utiliser cet outil.<\/li><li><strong>L\u2019accessibilit\u00e9<\/strong> : comme Apache Flume est un logiciel SaaS, il est support\u00e9 par tous les syst\u00e8mes d\u2019exploitation (Windows, Mac, OS Mobile \u2026), ce qui permet d\u2019y acc\u00e9der depuis n\u2019importe quel navigateur web.<\/li><li><strong>La tol\u00e9rance \u00e0 la panne<\/strong> : en cas de d\u00e9tection de composants d\u00e9faillants, Flume utilise des composants de sauvegarde qui les remplacent automatiquement. Ce qui \u00e9vite les interruptions de service.<\/li><\/ul>\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-83984d9 e-flex e-con-boxed e-con\" data-id=\"83984d9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c49512f elementor-widget elementor-widget-heading\" data-id=\"c49512f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Quels sont les inconv\u00e9nients ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ad29ad elementor-widget elementor-widget-text-editor\" data-id=\"8ad29ad\" 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>M\u00eame si Flume pr\u00e9sente de nombreux avantages, il pr\u00e9sente toutefois quelques faiblesses :<\/p><ul><li><strong>La lenteur en \u00e9criture sur disque<\/strong> : pour maximiser les performances, il faut privil\u00e9gier l\u2019\u00e9criture de data sur m\u00e9moire.<\/li><li><strong>Le manque d\u2019\u00e9lasticit\u00e9<\/strong> : l\u2019ajout d\u2019un nouveau n\u0153ud dans la topologie n\u2019est pas d\u00e9tectable.<\/li><li><strong>La configuration<\/strong> : pour optimiser la vitesse du d\u00e9bit, les <a href=\"https:\/\/datascientest.com\/devops\">DevOps<\/a> doivent configurer autant de routes que de coeurs CPU disponibles. Ce qui implique plusieurs centaines de lignes de configuration identiques (ou presque). Afin d\u2019en simplifier la lecture, il est donc n\u00e9cessaire de s\u2019\u00e9quiper d\u2019un script de g\u00e9n\u00e9ration de data.<\/li><\/ul>\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-53df4df e-flex e-con-boxed e-con\" data-id=\"53df4df\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b292e10 elementor-widget elementor-widget-heading\" data-id=\"b292e10\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">En quoi se diff\u00e9rencie Flume Apache d\u2019autres outils ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b651e98 elementor-widget elementor-widget-text-editor\" data-id=\"b651e98\" 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>Pour la gestion de logs, il existe d\u2019autres outils comme <strong>Logstash<\/strong>, ou encore <strong>Kafka<\/strong>. Alors quelles diff\u00e9rences entre ces solutions ?<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46ebeba elementor-widget elementor-widget-heading\" data-id=\"46ebeba\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Flume Vs Logstasch<\/h4>\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-eccb367 e-flex e-con-boxed e-con\" data-id=\"eccb367\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7b6d93e e-con-full e-flex e-con\" data-id=\"7b6d93e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-81ff5e4 elementor-widget elementor-widget-text-editor\" data-id=\"81ff5e4\" 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>Si Flume et Logstash pr\u00e9sentent de nombreuses fonctionnalit\u00e9s similaires, il convient toutefois de rappeler les diff\u00e9rences entre les deux.<\/p><p>C\u00f4t\u00e9 Flume, l\u2019envoi de donn\u00e9es dans un HDFS (Hadoop) est possible nativement, alors qu\u2019il faut installer un plugin avec Logstash. En outre, Flume permet aussi d\u2019<strong>utiliser Avro pour optimiser les performances de s\u00e9rialisation de l\u2019outil<\/strong>.<\/p><p>En revanche, Logstash est beaucoup <strong>plus simple \u00e0 configurer<\/strong>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c53332a e-con-full e-flex e-con\" data-id=\"c53332a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-adf82a8 elementor-widget elementor-widget-image\" data-id=\"adf82a8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1200\" height=\"1948\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/Apache_kafka.svg.png\" class=\"attachment-full size-full wp-image-182775\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/Apache_kafka.svg.png 1200w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/Apache_kafka.svg-185x300.png 185w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/Apache_kafka.svg-631x1024.png 631w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/Apache_kafka.svg-768x1247.png 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/Apache_kafka.svg-946x1536.png 946w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0eeb72a e-flex e-con-boxed e-con\" data-id=\"0eeb72a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2fbd0b1 elementor-widget elementor-widget-heading\" data-id=\"2fbd0b1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Flume vs Kafta <\/h4>\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-f09817f e-flex e-con-boxed e-con\" data-id=\"f09817f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-073ac5a e-con-full e-flex e-con\" data-id=\"073ac5a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a8ee272 elementor-widget elementor-widget-image\" data-id=\"a8ee272\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"320\" height=\"320\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/logstash-logo-color.png\" class=\"attachment-full size-full wp-image-182776\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/logstash-logo-color.png 320w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/logstash-logo-color-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/11\/logstash-logo-color-150x150.png 150w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d5b6304 e-con-full e-flex e-con\" data-id=\"d5b6304\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-acd82cf elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"acd82cf\" 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>Si Flume et Kafta sont deux outils sous licence Apache, ils pr\u00e9sentent plusieurs diff\u00e9rences.<\/p><p>En effet, Flume est charg\u00e9 de collecter, d&rsquo;agr\u00e9ger et de d\u00e9placer de grandes quantit\u00e9s de logs provenant de nombreuses sources diff\u00e9rentes. L\u2019outil peut donc <strong>recevoir des donn\u00e9es en continu de plusieurs sources<\/strong> pour les stocker et les analyser dans Hadoop.<\/p><p>De son c\u00f4t\u00e9, <a href=\"https:\/\/datascientest.com\/apache-kafka\">Kafka<\/a> est sp\u00e9cialement con\u00e7u pour <strong>l&rsquo;ingestion et le traitement de donn\u00e9es en continu en temps r\u00e9el<\/strong>. Pour cela, il traitera chaque partition de sujet comme un ensemble ordonn\u00e9 de messages.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55b3c25 e-flex e-con-boxed e-con\" data-id=\"55b3c25\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-160e990 elementor-widget elementor-widget-html\" data-id=\"160e990\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Qu\u2019est-ce qu\u2019Apache Flume ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Il s\u2019agit d\u2019un outil permettant de collecter, d\u2019agr\u00e9ger et de d\u00e9placer de grandes quantit\u00e9s de logs. Cette solution a \u00e9t\u00e9 sp\u00e9cialement pens\u00e9e pour g\u00e9rer des volumes et des d\u00e9bits importants.\r\n\u00c0 cette fin, Apache Flume est \u00e9crit dans un HDFS. C\u2019est-\u00e0-dire, un syst\u00e8me de fichiers distribu\u00e9 qui g\u00e8re de grands ensembles de donn\u00e9es.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Comment fonctionne Flume ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Comme vu pr\u00e9c\u00e9demment, Flume est une solution distribu\u00e9e. \u00c0 ce titre, son architecture est constitu\u00e9e de nombreux d\u2019agents.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quels sont les avantages de Flume ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"La personnalisation : en fonction des sp\u00e9cificit\u00e9s m\u00e9tier, les organisations ont toujours la possibilit\u00e9 d\u2019impl\u00e9menter des interfaces Java. Ce qui permet de b\u00e9n\u00e9ficier de fonctionnalit\u00e9s suppl\u00e9mentaires.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quels sont les inconv\u00e9nients ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"La configuration : pour optimiser la vitesse du d\u00e9bit, les DevOps doivent configurer autant de routes que de coeurs CPU disponibles. Ce qui implique plusieurs centaines de lignes de configuration identiques (ou presque). Afin d\u2019en simplifier la lecture, il est donc n\u00e9cessaire de s\u2019\u00e9quiper d\u2019un script de g\u00e9n\u00e9ration de data.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\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-0e5aaa8 e-flex e-con-boxed e-con\" data-id=\"0e5aaa8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17117fa elementor-widget elementor-widget-shortcode\" data-id=\"17117fa\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"archive\" data-elementor-id=\"182524\" class=\"elementor elementor-182524\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d28ad70 elementor-hidden-mobile e-flex e-con-boxed e-con\" data-id=\"d28ad70\" data-element_type=\"container\" id=\"pub\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-df75a27 e-flex e-con-boxed e-con\" data-id=\"df75a27\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1f9f7a63 e-con-full e-flex e-con\" data-id=\"1f9f7a63\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-30f75ac7 elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"30f75ac7\" data-element_type=\"widget\" id=\"carriere_data\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">UNE <span class=\"bleuelectric\">CARRI\u00c8RE<\/span> DANS LA <span class=\"bleuelectric\">DATA<\/span> VOUS TEND LES BRAS\u00a0!<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6fc48519 elementor-widget__width-inherit elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"6fc48519\" 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>Une <strong>reconversion<\/strong> dans le <strong>big data<\/strong> vous int\u00e9resse, mais vous ne savez pas <strong>par o\u00f9 commencer<\/strong> ? D\u00e9couvrez nos <span style=\"color: #4826dd;\"><strong>formations\u00a0en\u00a0Data Science<\/strong><\/span>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d8c47d elementor-align-left button-principal elementor-hidden-mobile elementor-widget elementor-widget-button\" data-id=\"9d8c47d\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/formations-data\" target=\"_blank\" id=\"advanced-ads-button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Je d\u00e9couvre les formations<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3b0fa7 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"f3b0fa7\" data-element_type=\"widget\" id=\"carriere_gratuit\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Participer \u00e0 votre premi\u00e8re <span class=\"bleuelectric\">formation data gratuitement<\/span> !<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e00260f elementor-widget__width-inherit elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"e00260f\" 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>Assistez aux cours dispens\u00e9s en live par nos formateurs pour d\u00e9marrer sur Python, SQL, Power BI\u2026<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-698c29e elementor-align-left button-principal elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-button\" data-id=\"698c29e\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/formation.datascientest.com\/formation-data-gratuite?utm_source=datascientest.com&#038;utm_medium=banner&#038;utm_campaign=formation_gratuite&#038;utm_content=blog+post\" target=\"_blank\" id=\"advanced-ads-button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Je d\u00e9couvre les formations<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-326b0046 e-con-full e-flex e-con\" data-id=\"326b0046\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5a219c43 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"5a219c43\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"60\" height=\"60\" viewBox=\"0 0 60 60\" fill=\"none\"><path d=\"M60 0H0V60H60V30V0Z\" fill=\"url(#pattern0)\"><\/path><defs><pattern id=\"pattern0\" patternContentUnits=\"objectBoundingBox\" width=\"1\" height=\"1\"><use xlink:href=\"#image0_3877_22304\" transform=\"scale(0.00119332 0.00117647)\"><\/use><\/pattern><image id=\"image0_3877_22304\" width=\"838\" height=\"850\" xlink:href=\"data:image\/png;base64,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\"><\/image><\/defs><\/svg>\t\t\t<\/div>\n\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1e88c9c6 elementor-hidden-desktop elementor-hidden-tablet e-flex e-con-boxed e-con\" data-id=\"1e88c9c6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-724b68ca e-flex e-con-boxed e-con\" data-id=\"724b68ca\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9b069c4 e-con-full e-flex e-con\" data-id=\"9b069c4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-754a6a99 elementor-hidden-desktop elementor-hidden-tablet e-flex e-con-boxed e-con\" data-id=\"754a6a99\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69b675db elementor-widget elementor-widget-heading\" data-id=\"69b675db\" data-element_type=\"widget\" id=\"carriere_data\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">UNE <span class=\"bleuelectric\">CARRI\u00c8RE<\/span> DANS LA <span class=\"bleuelectric\">DATA<\/span> VOUS TEND LES BRAS !<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bf76cf elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"4bf76cf\" 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>Une <strong>reconversion<\/strong> dans le <strong>big data<\/strong> vous int\u00e9resse, mais vous ne savez pas <strong>par o\u00f9 commencer<\/strong> ?\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3105d638 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"3105d638\" 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\tD\u00e9couvrez nos <span style=\"color: #4826dd;\"><strong>formations en Data Science<\/strong><\/span>.\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 class=\"elementor-element elementor-element-8b84b20 elementor-align-left button-principal elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-button\" data-id=\"8b84b20\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/formations-data\" target=\"_blank\" id=\"advanced-ads-button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Je d\u00e9couvre les formations<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bbe0475 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con\" data-id=\"bbe0475\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b8a54b0 elementor-widget elementor-widget-heading\" data-id=\"b8a54b0\" data-element_type=\"widget\" id=\"carriere_gratuit\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Participer \u00e0 votre premi\u00e8re <span class=\"bleuelectric\">formation data gratuitement<\/span> !<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a537e3 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"1a537e3\" 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\tAssistez aux cours dispens\u00e9s en live par nos formateurs pour d\u00e9marrer sur Python, SQL, Power BI &#8230;\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 class=\"elementor-element elementor-element-27e9c3ba elementor-align-left button-principal elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-button\" data-id=\"27e9c3ba\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/formation.datascientest.com\/formation-data-gratuite?utm_source=datascientest.com&#038;utm_medium=banner&#038;utm_campaign=formation_gratuite&#038;utm_content=blog+post\" target=\"_blank\" id=\"advanced-ads-button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Je d\u00e9couvre les formations<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29576afc elementor-absolute elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"29576afc\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"60\" height=\"60\" viewBox=\"0 0 60 60\" fill=\"none\"><path d=\"M60 0H0V60H60V30V0Z\" fill=\"url(#pattern0)\"><\/path><defs><pattern id=\"pattern0\" patternContentUnits=\"objectBoundingBox\" width=\"1\" height=\"1\"><use xlink:href=\"#image0_3877_22304\" transform=\"scale(0.00119332 0.00117647)\"><\/use><\/pattern><image id=\"image0_3877_22304\" width=\"838\" height=\"850\" xlink:href=\"data:image\/png;base64,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\"><\/image><\/defs><\/svg>\t\t\t<\/div>\n\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Toutes les entreprises, quel que soit leur taille ou leur secteur d\u2019activit\u00e9, utilisent des fichiers logs pour enregistrer l\u2019ensemble des \u00e9v\u00e9nements qui se d\u00e9roulent sur le web serveur. Mais \u00e0 l\u2019heure du tout digital, ces \u00e9v\u00e9nements sont de plus en plus nombreux. Les logs stockent alors une quantit\u00e9 de donn\u00e9es exponentielle. Pour traiter toutes ces [&hellip;]<\/p>\n","protected":false},"author":77,"featured_media":221483,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2497],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Apache Flume : Qu&#039;est-ce que c&#039;est ? \u00c0 quoi \u00e7a sert ?<\/title>\n<meta name=\"description\" content=\"Apache Flume est l&#039;un des outils performants et incontournables utilis\u00e9s par les administrateurs r\u00e9seau et les DevOps. De quoi s\u2019agit-il ? Ses avantages et ses inconv\u00e9nients ? Les r\u00e9ponses dans cet article.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/apache-flume-tout-savoir\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Apache Flume : Qu&#039;est-ce que c&#039;est ? \u00c0 quoi \u00e7a sert ?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/apache-flume-tout-savoir\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2022-12-01T07:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-09T13:55:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/apache-flume-datascientest.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Raphael Kassel\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Raphael Kassel\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\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\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/apache-flume-tout-savoir\",\"url\":\"https:\/\/datascientest.com\/apache-flume-tout-savoir\",\"name\":\"Apache Flume : Qu'est-ce que c'est ? \u00c0 quoi \u00e7a sert ?\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2022-12-01T07:00:00+00:00\",\"dateModified\":\"2023-11-09T13:55:32+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/6eca16f63daaafcbc96e15549b9d4ee1\"},\"description\":\"Apache Flume est l'un des outils performants et incontournables utilis\u00e9s par les administrateurs r\u00e9seau et les DevOps. De quoi s\u2019agit-il ? Ses avantages et ses inconv\u00e9nients ? Les r\u00e9ponses dans cet article.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/apache-flume-tout-savoir\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/#website\",\"url\":\"https:\/\/datascientest.com\/\",\"name\":\"Formation Data Science | DataScientest.com\",\"description\":\"Leader de la formation en Data Science\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/6eca16f63daaafcbc96e15549b9d4ee1\",\"name\":\"Raphael Kassel\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/raph.jpeg\",\"contentUrl\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/raph.jpeg\",\"caption\":\"Raphael Kassel\"},\"description\":\"Raphael Kassel est le Head of Data Programs chez DataScientest. Il supervise une \u00e9quipe Data, impl\u00e9mente de nouveaux parcours comme \\\"Chef de projet IA\\\" et \\\"Data Product Manager\\\", et contribue \u00e0 la modernisation des op\u00e9rations du groupe. En collaboration \u00e9troite avec l'\u00e9quipe de d\u00e9veloppement, il adapte l'accompagnement acad\u00e9mique aux \u00e9volutions de l'\u00e9quipe data et \u00e0 l'internationalisation.\",\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/raphaelkassel\/\",\"Data Science\"],\"url\":\"https:\/\/datascientest.com\/author\/raphaelkassel\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Apache Flume : Qu'est-ce que c'est ? \u00c0 quoi \u00e7a sert ?","description":"Apache Flume est l'un des outils performants et incontournables utilis\u00e9s par les administrateurs r\u00e9seau et les DevOps. De quoi s\u2019agit-il ? Ses avantages et ses inconv\u00e9nients ? Les r\u00e9ponses dans cet article.","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:\/\/datascientest.com\/apache-flume-tout-savoir","og_locale":"fr_FR","og_type":"article","og_title":"Apache Flume : Qu'est-ce que c'est ? \u00c0 quoi \u00e7a sert ?","og_url":"https:\/\/datascientest.com\/apache-flume-tout-savoir","og_site_name":"Formation Data Science | DataScientest.com","article_published_time":"2022-12-01T07:00:00+00:00","article_modified_time":"2023-11-09T13:55:32+00:00","og_image":[{"width":1200,"height":600,"url":"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/12\/apache-flume-datascientest.png","type":"image\/png"}],"author":"Raphael Kassel","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Raphael Kassel","Dur\u00e9e de lecture estim\u00e9e":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/datascientest.com\/apache-flume-tout-savoir","url":"https:\/\/datascientest.com\/apache-flume-tout-savoir","name":"Apache Flume : Qu'est-ce que c'est ? \u00c0 quoi \u00e7a sert ?","isPartOf":{"@id":"https:\/\/datascientest.com\/#website"},"datePublished":"2022-12-01T07:00:00+00:00","dateModified":"2023-11-09T13:55:32+00:00","author":{"@id":"https:\/\/datascientest.com\/#\/schema\/person\/6eca16f63daaafcbc96e15549b9d4ee1"},"description":"Apache Flume est l'un des outils performants et incontournables utilis\u00e9s par les administrateurs r\u00e9seau et les DevOps. De quoi s\u2019agit-il ? Ses avantages et ses inconv\u00e9nients ? Les r\u00e9ponses dans cet article.","inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/apache-flume-tout-savoir"]}]},{"@type":"WebSite","@id":"https:\/\/datascientest.com\/#website","url":"https:\/\/datascientest.com\/","name":"Formation Data Science | DataScientest.com","description":"Leader de la formation en Data Science","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datascientest.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fr-FR"},{"@type":"Person","@id":"https:\/\/datascientest.com\/#\/schema\/person\/6eca16f63daaafcbc96e15549b9d4ee1","name":"Raphael Kassel","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/datascientest.com\/#\/schema\/person\/image\/","url":"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/raph.jpeg","contentUrl":"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/raph.jpeg","caption":"Raphael Kassel"},"description":"Raphael Kassel est le Head of Data Programs chez DataScientest. Il supervise une \u00e9quipe Data, impl\u00e9mente de nouveaux parcours comme \"Chef de projet IA\" et \"Data Product Manager\", et contribue \u00e0 la modernisation des op\u00e9rations du groupe. En collaboration \u00e9troite avec l'\u00e9quipe de d\u00e9veloppement, il adapte l'accompagnement acad\u00e9mique aux \u00e9volutions de l'\u00e9quipe data et \u00e0 l'internationalisation.","sameAs":["https:\/\/www.linkedin.com\/in\/raphaelkassel\/","Data Science"],"url":"https:\/\/datascientest.com\/author\/raphaelkassel"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/182766"}],"collection":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/users\/77"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/comments?post=182766"}],"version-history":[{"count":0,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/182766\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media\/221483"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media?parent=182766"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/categories?post=182766"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/tags?post=182766"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}