{"id":205068,"date":"2023-08-03T09:30:00","date_gmt":"2023-08-03T09:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=205068"},"modified":"2023-11-09T13:43:58","modified_gmt":"2023-11-09T13:43:58","slug":"data-build-tool-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/data-build-tool-tout-savoir","title":{"rendered":"Data Build Tool : 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=\"205068\" class=\"elementor elementor-205068\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-099f24f e-flex e-con-boxed e-con\" data-id=\"099f24f\" 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-9fb0257 elementor-widget elementor-widget-text-editor\" data-id=\"9fb0257\" 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<span style=\"font-weight: 400;\">Si les donn\u00e9es permettent aux organisations de prendre des d\u00e9cisions \u00e9clair\u00e9es, encore faut-il que les informations soient fiables. La phase de transformation est donc un enjeu de premier ordre pour les entreprises. Ces derni\u00e8res doivent alors pr\u00e9parer et nettoyer les donn\u00e9es disponibles pour en am\u00e9liorer la qualit\u00e9. Mais au vu de l\u2019augmentation croissante des volumes de donn\u00e9es, cette t\u00e2che s\u2019av\u00e8re de plus en plus ardue (notamment en raison d\u2019un manque de ressources en interne et d\u2019un manque de temps). Heureusement, il existe des<\/span><b> outils visant \u00e0 simplifier et acc\u00e9l\u00e9rer la transformation des donn\u00e9es.<\/b> Et notamment Data Build Tool. <\/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<div class=\"elementor-element elementor-element-ae93e9a e-flex e-con-boxed e-con\" data-id=\"ae93e9a\" 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-447f809 elementor-widget elementor-widget-heading\" data-id=\"447f809\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h3 class=\"elementor-heading-title elementor-size-default\">C\u2019est quoi Data Build Tool ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-700d0b1 elementor-widget elementor-widget-text-editor\" data-id=\"700d0b1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Data Build Tool (ou DBT) est un outil open source cr\u00e9\u00e9 par Fishtown Analytics. Son objectif :<\/span><b> faciliter la transformation de donn\u00e9es \u00e0 travers le <a href=\"https:\/\/datascientest.com\/extract-transform-load-tout-savoir\">processus ELT <\/a><\/b><span style=\"font-weight: 400;\">(Extraction Load Transformation). Les utilisateurs peuvent ainsi transformer les donn\u00e9es de l\u2019organisation au sein m\u00eame du data warehouse. Et ce, de mani\u00e8re plus simple et plus rapide.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">\u00c0 l\u2019heure du Big data, cet outil appara\u00eet comme une n\u00e9cessit\u00e9. En effet, les entreprises collectent de quantit\u00e9s astronomiques de donn\u00e9es en provenance d\u2019une <\/span><b>multitude de sources<\/b><span style=\"font-weight: 400;\"> et avec des <\/span><b>formats vari\u00e9s<\/b><span style=\"font-weight: 400;\"> (parfois illisibles). Pour favoriser la prise de d\u00e9cision, les <\/span>\u00e9quipes data doivent supprimer les donn\u00e9es obsol\u00e8tes, fausses, erron\u00e9es ou les doublons, mais aussi uniformiser les formats. Ce qui peut prendre du temps. \u00c0 moins de disposer de l\u2019outil DBT Data Build Tool qui <b>utilise exclusivement des instructions SQL en table ou vue.<\/b><\/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-d208782 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"d208782\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">En savoir plus sur nos formations en data<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-02b30c6 e-flex e-con-boxed e-con\" data-id=\"02b30c6\" 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-4a97429 elementor-widget elementor-widget-heading\" data-id=\"4a97429\" 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 utiliser Data Build Tool ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8858643 elementor-widget elementor-widget-text-editor\" data-id=\"8858643\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Data Build Tool est propos\u00e9 en Open Source et en version cloud. Selon le mod\u00e8le choisi, la m\u00e9thode de travail diff\u00e8re :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>DBT Cloud <\/b><span style=\"font-weight: 400;\">: l\u2019outil est alors utilis\u00e9 sur un Cloud Data Warehouse, tel que Snowflake ou Google Big Query. Il s\u2019agit de la version payante, mais la productivit\u00e9 est largement accrue.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>DBT Core <\/b><span>: vous pouvez utiliser cette version gratuite sur votre poste de travail, \u00e0 condition d\u2019avoir pr\u00e9alablement install\u00e9 Git et Python 3.5 (au minimum). Dans ce cas, DBT se pr\u00e9sente comme une Interface en ligne commande.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c6a487 elementor-widget elementor-widget-text-editor\" data-id=\"5c6a487\" 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<span style=\"font-weight: 400;\">Quelle que soit l\u2019option choisie, il est primordial de ma\u00eetriser le <\/span><a href=\"https:\/\/datascientest.com\/cinq-requetes-sql-a-connaitre\">langage SQL<\/a> et les commandes GIT pour travailler avec DBT.\u00a0<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-758a99a elementor-widget elementor-widget-image\" data-id=\"758a99a\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"900\" height=\"501\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/analytics-engineering-dbt.jpg\" class=\"attachment-full size-full wp-image-205074\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/analytics-engineering-dbt.jpg 900w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/analytics-engineering-dbt-300x167.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/analytics-engineering-dbt-768x428.jpg 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Source : https:\/\/www.getdbt.com\/<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-aa8396c e-flex e-con-boxed e-con\" data-id=\"aa8396c\" 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-ed80b9e elementor-widget elementor-widget-heading\" data-id=\"ed80b9e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Pourquoi utiliser DBT ? <\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-426de7e elementor-widget elementor-widget-text-editor\" data-id=\"426de7e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Le logiciel Data Build Tool peut \u00eatre utilis\u00e9 aussi bien pour la transformation des donn\u00e9es dans les databases que pour les tests relatifs \u00e0 la <\/span>qualit\u00e9 des donn\u00e9es ou encore pour l\u2019analytics. Quel que soit son usage, cet outil pr\u00e9sente plusieurs avantages :\u00a0<\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>La flexibilit\u00e9 des mod\u00e8les SQL<\/b><span style=\"font-weight: 400;\"> : comme DBT est principalement bas\u00e9 sur le langage SQL, l\u2019ex\u00e9cution de ces instructions est facilit\u00e9e. Et pour cause, Data Build Tool se charge de faire le lien entre les diff\u00e9rentes requ\u00eates \u00e9crites. Le logiciel les retranscrit ensuite sous forme de vue ou de table.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>La simplification du versioning<\/b><span style=\"font-weight: 400;\"> : cela est notamment li\u00e9 au fait que DBT utilise le r\u00e9f\u00e9rentiel\u00a0<a href=\"https:\/\/datascientest.com\/formation-github\" target=\"_blank\" rel=\"noopener\">GitHub<\/a>.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Le changement d\u2019environnement <\/b><span style=\"font-weight: 400;\">: vous pouvez passer tr\u00e8s facilement d\u2019un environnement Dev \u00e0 un environnement Prod.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>La puissance<\/b><span style=\"font-weight: 400;\"> : cet outil gratuit se connecte \u00e0 une multitude de bases de donn\u00e9es. D\u2019ailleurs, certaines connexions data sont nativement programm\u00e9es, comme\u00a0<a href=\"https:\/\/datascientest.com\/google-bigquery-tout-savoir\" target=\"_blank\" rel=\"noopener\">Big Query<\/a>, Snowflake,\u00a0<a href=\"https:\/\/datascientest.com\/connaissez-vous-amazon-redshift\" target=\"_blank\" rel=\"noopener\">Amazon RedShift<\/a>\u00a0ou Postgre. \u00c0 cela s&rsquo;ajoutent plusieurs connecteurs mis \u00e0 disposition par la communaut\u00e9.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>La gestion de la documentation<\/b> : toutes les transformations qui ont lieu dans l&rsquo;entrep\u00f4t de donn\u00e9es sont retranscrites automatiquement. Les \u00e9quipes op\u00e9rationnelles peuvent alors acc\u00e9der \u00e0 la documentation disponible en toute autonomie.<\/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-17e29e4 e-flex e-con-boxed e-con\" data-id=\"17e29e4\" 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-58150c0 elementor-widget elementor-widget-heading\" data-id=\"58150c0\" 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\">Ma\u00eetrisez Data Build Tool avec DataScientest \n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52af91b elementor-widget elementor-widget-text-editor\" data-id=\"52af91b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Data Build Tool est un outil incontournable pour la transformation et l\u2019exploitation des donn\u00e9es. Pour en tirer pleinement parti, il est primordial de ma\u00eetriser \u00e0 la perfection les requ\u00eates SQL. Et plus globalement l\u2019ensemble des outils data pour l\u2019automatisation, l\u2019analytics, le cloud, etc.<\/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-a5178e6 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"a5178e6\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrir nos formations en Data<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ccdf937 e-flex e-con-boxed e-con\" data-id=\"ccdf937\" 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-aa32ac4 elementor-widget elementor-widget-html\" data-id=\"aa32ac4\" 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\": \"C\u2019est quoi Data Build Tool ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Data Build Tool (ou DBT) est un outil open source cr\u00e9\u00e9 par Fishtown Analytics. 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Et pour cause, Data Build Tool se charge de faire le lien entre les diff\u00e9rentes requ\u00eates \u00e9crites. Le logiciel les retranscrit ensuite sous forme de vue ou de table.\"\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\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Si les donn\u00e9es permettent aux organisations de prendre des d\u00e9cisions \u00e9clair\u00e9es, encore faut-il que les informations soient fiables. La phase de transformation est donc un enjeu de premier ordre pour les entreprises. Ces derni\u00e8res doivent alors pr\u00e9parer et nettoyer les donn\u00e9es disponibles pour en am\u00e9liorer la qualit\u00e9. Mais au vu de l\u2019augmentation croissante des volumes [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":205070,"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>Data Build Tool : Qu&#039;est-ce que c&#039;est ? \u00c0 quoi \u00e7a sert ?<\/title>\n<meta name=\"description\" content=\"Pour simplifier et acc\u00e9l\u00e9rer le processus de transformation des donn\u00e9es, il y a Data Build Tool. 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