{"id":111278,"date":"2021-10-21T15:40:38","date_gmt":"2021-10-21T14:40:38","guid":{"rendered":"https:\/\/multi.datascientest.com\/?p=111278"},"modified":"2023-10-30T17:24:02","modified_gmt":"2023-10-30T16:24:02","slug":"todo-sobre-apache-airflow","status":"publish","type":"post","link":"https:\/\/datascientest.com\/es\/todo-sobre-apache-airflow","title":{"rendered":"Apache Airflow"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"111278\" class=\"elementor elementor-111278\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-48da7ca elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"48da7ca\" 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-87fb6c8\" data-id=\"87fb6c8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-870775c elementor-widget elementor-widget-text-editor\" data-id=\"870775c\" 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<h2><strong>Apache Airflow es una plataforma de planificaci\u00f3n de flujos de trabajo de c\u00f3digo abierto ampliamente utilizada en ingenier\u00eda de datos. Descubre todo lo que necesitas saber sobre esta herramienta del Data Engineer: funcionamiento, casos de uso, componentes principales, etc.<\/strong><\/h2>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8d8221a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8d8221a\" 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-0e9e363\" data-id=\"0e9e363\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a575dfd elementor-widget elementor-widget-text-editor\" data-id=\"a575dfd\" 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;\">La historia de Apache Airflow comienza <\/span><b>en 2015, en las oficinas de AirBnB<\/b><span style=\"font-weight: 400;\">. En ese momento, la plataforma de alquileres vacacionales fundada en 2008 experiment\u00f3 un enorme crecimiento y se estaba desmoronando bajo un volumen de datos cada vez mayor.<\/span><\/p><p><span style=\"font-weight: 400;\">La empresa con sede en California contrata Data Scientists, Data Analysts y Data Engineers sin parar, y estos \u00faltimos tienen que automatizar muchos procesos escribiendo batch jobs programados. Para apoyarlos, el Data Engineer <\/span><b>Maxime Beauchemin crea una herramienta de c\u00f3digo abierto<\/b><span style=\"font-weight: 400;\"> llamada Airflow.<\/span><\/p><p><span style=\"font-weight: 400;\">Esa herramienta de planificaci\u00f3n quiere permitir que los equipos creen, supervisen circuitos de datos por lotes y los repitan. En pocos a\u00f1os, Airflow se ha consolidado como <\/span><b>un est\u00e1ndar en el campo de la ingenier\u00eda de datos.<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">En abril de 2016, el proyecto se incorpor\u00f3 a <\/span><b>la incubadora oficial de la Fundaci\u00f3n Apache<\/b><span style=\"font-weight: 400;\">. Continu\u00f3 desarroll\u00e1ndose y recibi\u00f3 el estatus de proyecto de \u00abm\u00e1xima categor\u00eda\u00bb en enero de 2019. Casi dos a\u00f1os despu\u00e9s, en diciembre de 2020, Airflow cuenta con m\u00e1s de 1400 contribuyentes, 11 230 contribuciones y 19 800 estrellas en<\/span><a href=\"https:\/\/github.com\/\"> <span style=\"font-weight: 400;\">Github<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">La <\/span><b>versi\u00f3n Airflow 2.0<\/b><span style=\"font-weight: 400;\"> est\u00e1 disponible desde el 17 de diciembre de 2020 y trae nuevas funciones y muchas mejoras. Miles de<\/span> <span style=\"font-weight: 400;\">Data Engineers<\/span> <span style=\"font-weight: 400;\">utilizan esta herramienta en todo el mundo.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7e371f5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7e371f5\" 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-a632584\" data-id=\"a632584\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-314984a elementor-align-center elementor-widget elementor-widget-button\" data-id=\"314984a\" 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-bounce-in\" href=\"https:\/\/datascientest.com\/es\/formacion-data-engineer\" target=\"_blank\">\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\">Iniciar una formaci\u00f3n de Data Engineer<\/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<\/div>\n\t\t\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-3f9af13 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3f9af13\" 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-e9a6ab5\" data-id=\"e9a6ab5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a84172a elementor-widget elementor-widget-heading\" data-id=\"a84172a\" 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\">\u00bfQu\u00e9 es Apache Airflow?<\/h3>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-77f46bc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"77f46bc\" 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-81b19fd\" data-id=\"81b19fd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f3d7171 elementor-widget elementor-widget-text-editor\" data-id=\"f3d7171\" 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;\">La plataforma Apache Airflow permite <\/span><b>la creaci\u00f3n, la planificaci\u00f3n y el seguimiento de flujos de trabajo<\/b><span style=\"font-weight: 400;\"> a trav\u00e9s de la programaci\u00f3n inform\u00e1tica. Es una soluci\u00f3n totalmente de c\u00f3digo abierto, muy \u00fatil para la arquitectura y la orquestaci\u00f3n de circuitos complejos de datos y para el lanzamiento de tareas.<\/span><\/p><p><span style=\"font-weight: 400;\">Tiene varias ventajas. En primer lugar, es una <\/span><b>plataforma din\u00e1mica<\/b><span style=\"font-weight: 400;\">, ya que todo lo que se puede hacer con el c\u00f3digo Python, se puede hacer en Airflow.<\/span><\/p><p><span style=\"font-weight: 400;\">Tambi\u00e9n es <\/span><b>extensible, gracias a muchos plugins<\/b><span style=\"font-weight: 400;\"> que permiten la interacci\u00f3n con la mayor\u00eda de los sistemas externos m\u00e1s comunes. Tambi\u00e9n es posible crear nuevos plugins para satisfacer necesidades espec\u00edficas.<\/span><\/p><p><span style=\"font-weight: 400;\">Adem\u00e1s, Airflow aporta elasticidad. Los equipos de Data Engineers pueden usarla para realizar <\/span><b>miles de tareas diferentes a diario.<\/b><\/p><p><span style=\"font-weight: 400;\">Los flujos de trabajo se estructuran y expresan <\/span><b>en forma de gr\u00e1ficos ac\u00edclicos dirigidos (DAG)<\/b><span style=\"font-weight: 400;\">, con nodos que representan una tarea espec\u00edfica cada uno de ellos. Airflow est\u00e1 dise\u00f1ada como una plataforma \u00abcode first\u00bb, lo que permite repetir muy r\u00e1pidamente los flujos de trabajo. Esta filosof\u00eda ofrece un alto grado de escalabilidad en comparaci\u00f3n con otras herramientas de canalizaci\u00f3n.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-181cad1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"181cad1\" 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-cfc8a7e\" data-id=\"cfc8a7e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8171a60 elementor-widget elementor-widget-video\" data-id=\"8171a60\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=AHMm1wfGuHE&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.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-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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<\/div>\n\t\t\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-de11f21 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"de11f21\" 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-7fc7bd1\" data-id=\"7fc7bd1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-935902a elementor-widget elementor-widget-heading\" data-id=\"935902a\" 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\">\u00bfPara qu\u00e9 se utiliza Airflow?<\/h3>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-61f364f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"61f364f\" 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-1849e85\" data-id=\"1849e85\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2f7c2b8 elementor-widget elementor-widget-text-editor\" data-id=\"2f7c2b8\" 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;\">Airflow se puede utilizar para <\/span><b>cualquier circuito de datos<\/b><span style=\"font-weight: 400;\"> por lotes, por lo que sus casos de uso son tantos como diversos. Debido a su extensibilidad, esta plataforma destaca particularmente para organizar tareas con dependencias complejas en m\u00faltiples sistemas externos.<\/span><\/p><p><span style=\"font-weight: 400;\">Al escribir circuitos en c\u00f3digo y utilizar los diversos plugins disponibles, se puede <\/span><b>integrar Airflow en cualquier sistema<\/b><span style=\"font-weight: 400;\"> dependiente desde una plataforma unificada para la gesti\u00f3n y la supervisi\u00f3n.<\/span><\/p><p><span style=\"font-weight: 400;\">Como ejemplo, se puede utilizar Airflow para a\u00f1adir las actualizaciones diarias de los equipos de ventas <\/span><b>de Salesforce<\/b><span style=\"font-weight: 400;\"> para enviar un informe diario a los ejecutivos de la empresa.<\/span><\/p><p><span style=\"font-weight: 400;\">Adem\u00e1s, la plataforma se puede utilizar para organizar y ejecutar<\/span> <span style=\"font-weight: 400;\">tareas de <a href=\"https:\/\/datascientest.com\/es\/machine-learning-definicion-funcionamiento-usos\">Machine Learning<\/a><\/span><span style=\"font-weight: 400;\"> que se ejecutan en cl\u00fasteres Spark externos. Tambi\u00e9n permite cargar datos de aplicaciones o sitios web en un Data Warehouse una vez por hora.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1669249 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1669249\" 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-607338a\" data-id=\"607338a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bcd038d elementor-widget elementor-widget-video\" data-id=\"bcd038d\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=i25ttd32-eo&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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<\/div>\n\t\t\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-a083b9a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a083b9a\" 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-7943e3d\" data-id=\"7943e3d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1245a7e elementor-widget elementor-widget-heading\" data-id=\"1245a7e\" 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\">Los componentes de Airwave<\/h3>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9bc8f12 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9bc8f12\" 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-f5720e6\" data-id=\"f5720e6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e9d6ef5 elementor-widget elementor-widget-text-editor\" data-id=\"e9d6ef5\" 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>La <b>arquitectura Airwave<\/b>\u00a0se basa en varios elementos. Estos son los principales.<\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5fdaadc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5fdaadc\" 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-cf8c870\" data-id=\"cf8c870\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6bc9c6d elementor-widget elementor-widget-heading\" data-id=\"6bc9c6d\" 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\">Los DAG<\/h4>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c71ae1a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c71ae1a\" 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-df4da7b\" data-id=\"df4da7b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fda1967 elementor-widget elementor-widget-text-editor\" data-id=\"fda1967\" 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;\">Un DAG (Directed Acyclic Graph) es un circuito de datos definido en c\u00f3digo <a href=\"https:\/\/datascientest.com\/es\/python-o-r-que-elegir\">Python<\/a>. Cada DAG <\/span><b>representa una secuencia de tareas por ejecutar<\/b><span style=\"font-weight: 400;\">, organizada para indicar las relaciones entre las tareas en la interfaz de usuario de Airflow.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Cada una de las tres palabras del acr\u00f3nimo DAG corresponde a una propiedad de estas tareas. Est\u00e1n <\/span><b>\u201cdirected\u201d (dirigidas)<\/b><span style=\"font-weight: 400;\"> porque las tareas deben tener al menos una tarea ascendente y una tarea descendente.<\/span><\/p><p><b>\u00abAcyclic\u00bb<\/b><span style=\"font-weight: 400;\"> (ac\u00edclicos), porque no se permite que las tareas creen datos de autorreferencia para evitar la creaci\u00f3n de bucles infinitos. Finalmente, <\/span><b>\u201cGraph\u201d (gr\u00e1ficos)<\/b><span style=\"font-weight: 400;\">, porque las tareas se presentan en una estructura clara indicando sus relaciones.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6627485 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6627485\" 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-1e02cec\" data-id=\"1e02cec\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e21844c elementor-widget elementor-widget-heading\" data-id=\"e21844c\" 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\">Las tareas<\/h4>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1177a64 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1177a64\" 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-43f9efa\" data-id=\"43f9efa\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-78540e4 elementor-widget elementor-widget-text-editor\" data-id=\"78540e4\" 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;\">Cada nodo de un DAG representa una tarea. Es una <\/span><b>representaci\u00f3n visual de los trabajos quese est\u00e1n ejecutando<\/b><span style=\"font-weight: 400;\"> en cada etapa del flujo de trabajo. Los operadores son quienes definen los trabajos.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0c1e769 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0c1e769\" 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-b6dfdc9\" data-id=\"b6dfdc9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d79ecd5 elementor-widget elementor-widget-video\" data-id=\"d79ecd5\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=2nhdhIYueIE&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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<\/div>\n\t\t\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-b9fa9e3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b9fa9e3\" 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-075e60a\" data-id=\"075e60a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4490fb6 elementor-widget elementor-widget-heading\" data-id=\"4490fb6\" 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\">Los operadores<\/h4>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-87ca556 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"87ca556\" 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-fb88707\" data-id=\"fb88707\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c644d21 elementor-widget elementor-widget-text-editor\" data-id=\"c644d21\" 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;\">Los operadores son los componentes b\u00e1sicos de la plataforma Airflow. Permiten determinar el trabajo realizado. Se puede tratar de una tarea individual o del nodo de un DAG, que definir\u00e1n <\/span><b>c\u00f3mo se ejecutar\u00e1 la tareaejecutar\u00e1 la tarea<\/b><span style=\"font-weight: 400;\">.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-68e3d2a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"68e3d2a\" 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-0e908d1\" data-id=\"0e908d1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-51d0441 elementor-widget elementor-widget-text-editor\" data-id=\"51d0441\" 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<blockquote><p><span style=\"font-weight: 400;\">El DAG ayuda a garantizar que los operadores se programen y ejecuten en un orden preciso, mientras que los operadores definen los trabajos que se realizar\u00e1n en cada paso del proceso.<\/span><\/p><\/blockquote>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c293e7e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c293e7e\" 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-1561790\" data-id=\"1561790\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4184de4 elementor-widget elementor-widget-text-editor\" data-id=\"4184de4\" 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;\">Hay tres categor\u00edas principales de operadores. En primer lugar, <\/span><b>los operadores de acci\u00f3n<\/b><span style=\"font-weight: 400;\"> realizan una funci\u00f3n. Como ejemplo, citemos PythonOperator o BashOperator.<\/span><\/p><p><span style=\"font-weight: 400;\">Los <\/span><b>operadores de transferencia<\/b><span style=\"font-weight: 400;\">, por su parte, pueden transferir datos de una fuente a un destino, como S3ToRedshiftOperator.<\/span><\/p><p><span style=\"font-weight: 400;\">Finalmente, los <\/span><b>operadores de captura<\/b><span style=\"font-weight: 400;\"> permanecen pasivos hasta que se detecta un evento. Este es el caso del ExternalTaskSensor.<\/span><\/p><p><span style=\"font-weight: 400;\">Cada operador se define individualmente. Sin embargo, los operadores pueden <\/span><b>comunicar informaci\u00f3n entre s\u00ed mediante XComs<\/b><span style=\"font-weight: 400;\">.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0dbc6d4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0dbc6d4\" 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-54053c0\" data-id=\"54053c0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e672c19 elementor-widget elementor-widget-heading\" data-id=\"e672c19\" 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\">Los Hooks<\/h4>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-081a5df elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"081a5df\" 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-8eae4e3\" data-id=\"8eae4e3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8dd4e00 elementor-widget elementor-widget-text-editor\" data-id=\"8dd4e00\" 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;\">En Airflow, los Hooks permiten la <\/span><b>interfaz con sistemas de terceros<\/b><span style=\"font-weight: 400;\">. Permiten conectarse a API y bases de datos externas como Hive, S3, GCS, MySQL, Postgres, etc.<\/span><\/p><p><span style=\"font-weight: 400;\">La informaci\u00f3n confidencial, como las credenciales de inicio de sesi\u00f3n, se mantiene fuera de Hooks. Se almacenan en <\/span><b>una base de metadatos cifrada<\/b><span style=\"font-weight: 400;\"> asociada con la instancia actual de Airflow.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b3e8650 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b3e8650\" 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-ccbad51\" data-id=\"ccbad51\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-96a2593 elementor-widget elementor-widget-heading\" data-id=\"96a2593\" 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\">Los plugins\n<\/h4>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d432044 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d432044\" 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-80be80b\" data-id=\"80be80b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-875551c elementor-widget elementor-widget-text-editor\" data-id=\"875551c\" 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;\">Los plugins de Airflow se pueden describir como una combinaci\u00f3n de Hooks y operadores. Se utilizan para efectuar determinadas tareas espec\u00edficas <\/span><b>que implican a una aplicaci\u00f3n externa<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Por ejemplo, podr\u00eda ser transferir datos de Salesforce a Redshift. Existe <\/span><b>una gran colecci\u00f3n de plugins de c\u00f3digo abierto<\/b><span style=\"font-weight: 400;\"> creados por la comunidad de usuarios. Cada usuario puede crear plugins para satisfacer sus necesidades espec\u00edficas.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-02d5174 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"02d5174\" 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-2f58192\" data-id=\"2f58192\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8be841c elementor-widget elementor-widget-heading\" data-id=\"8be841c\" 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\">Las conexiones\n<\/h4>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-99988fe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"99988fe\" 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-44a4374\" data-id=\"44a4374\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3c2787c elementor-widget elementor-widget-text-editor\" data-id=\"3c2787c\" 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;\">Las \u00abconexiones\u00bb permiten que Airflow almacene informaci\u00f3n, lo que permite <\/span><b>conectarse a sistemas externos<\/b><span style=\"font-weight: 400;\"> como identificadores o tokens <a href=\"https:\/\/datascientest.com\/es\/api-que-es-y-para-que-sirve\">API<\/a>.<\/span><\/p><p><span style=\"font-weight: 400;\">Se gestionan directamente desde la interfaz de usuario de la plataforma. Los datos se cifran y almacenan como metadatos<\/span> <span style=\"font-weight: 400;\">en una base de datos<\/span><span style=\"font-weight: 400;\"> Postgres o MySQL.<\/span><\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1b88676 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1b88676\" 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-4b85694\" data-id=\"4b85694\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-07b48e8 elementor-widget elementor-widget-heading\" data-id=\"07b48e8\" 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\">\u00bfC\u00f3mo aprendo a usar Airflow?\n<\/h3>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bb3229a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bb3229a\" 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-9533c4d\" data-id=\"9533c4d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e3eefd6 elementor-widget elementor-widget-video\" data-id=\"e3eefd6\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=zL849MWrSag&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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<\/div>\n\t\t\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-1c945b3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1c945b3\" 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-74d1b36\" data-id=\"74d1b36\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c996c91 elementor-widget elementor-widget-text-editor\" data-id=\"c996c91\" 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>Para aprender a usar Airflow, es tan f\u00e1cil como hacer un <a style=\"color: #5e36f3;\" href=\"https:\/\/datascientest.com\/es\/nuestros-cursos-de-data\" target=\"_blank\" rel=\"noopener\">curso de Apache Airflow<\/a>.Dominar esta soluci\u00f3n es una de las habilidades que puedes adquirir siguiendo nuestro <a style=\"color: #5e36f3;\" href=\"https:\/\/datascientest.com\/es\/formacion-data-engineer\" target=\"_blank\" rel=\"noopener\">curso de Data Engineer<\/a> o nuestra curso de Machine Learning Engineer.<\/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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-85c030f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"85c030f\" 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-5a56bfb\" data-id=\"5a56bfb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5fdbf06 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"5fdbf06\" 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-bounce-in\" href=\"https:\/\/datascientest.com\/es\/formacion-data-engineer\" target=\"_blank\">\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\">Iniciar una formaci\u00f3n de Apache Airflow<\/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<\/div>\n\t\t\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-55efa45 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"55efa45\" 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-9c33c3b\" data-id=\"9c33c3b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-71e1c66 elementor-widget elementor-widget-text-editor\" data-id=\"71e1c66\" 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\tYa sabes todo sobre Apache Airflow. Descubre nuestro programa completo en <a style=\"color: #5e36f3;\" href=\"https:\/\/datascientest.com\/docker-guide-complet\" target=\"_blank\" rel=\"noopener\">la plataforma de contenedores Docker<\/a> y en <a style=\"color: #5e36f3;\" href=\"https:\/\/datascientest.com\/snowflake-tout-savoir\" target=\"_blank\" rel=\"noopener\">Snowflake the Data Warehouse Cloud<\/a>.\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e8a5c90 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e8a5c90\" 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-8fdba71\" data-id=\"8fdba71\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-44521b4 elementor-widget elementor-widget-html\" data-id=\"44521b4\" 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\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [{\n    \"@type\": \"Question\",\n    \"name\": \"\u00bfQu\u00e9 es Apache Airflow?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"La plataforma Apache Airflow permite la creaci\u00f3n, planificaci\u00f3n y seguimiento de flujos de trabajo (workflows) a trav\u00e9s de la programaci\u00f3n inform\u00e1tica. Es una soluci\u00f3n completamente de c\u00f3digo abierto, muy \u00fatil para la arquitectura y la orquestaci\u00f3n de complejas circuitos de datos y para el lanzamiento de tareas.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"\u00bfPara qu\u00e9 se utiliza Airflow?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"El flujo de aire se puede utilizar para cualquier tuber\u00eda de datos de lote, y sus casos de uso son, por lo tanto, numerosos como varios. Por su extensibilidad, esta plataforma sobresale particularmente por la orquestaci\u00f3n de tareas con dependencias complejas en m\u00faltiples sistemas externos.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"\u00bfC\u00f3mo aprendo a usar Airflow?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Para aprender a usar Airflow, simplemente puede realizar la capacitaci\u00f3n de Apache Airflow. Dominar esta soluci\u00f3n es una de las habilidades que puede adquirir siguiendo nuestra formaci\u00f3n de ingeniero de datos o nuestra formaci\u00f3n de ingeniero de aprendizaje autom\u00e1tico.\"\n    }\n  }]\n}\n<\/script>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Apache Airflow es una plataforma de planificaci\u00f3n de flujos de trabajo de c\u00f3digo abierto ampliamente utilizada en ingenier\u00eda de datos. Descubre todo lo que necesitas saber sobre esta herramienta del Data Engineer: funcionamiento, casos de uso, componentes principales, etc. La historia de Apache Airflow comienza en 2015, en las oficinas de AirBnB. En ese momento, [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":34544,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2427],"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 Airflow : \u00bfqu\u00e9 es y c\u00f3mo se usa?<\/title>\n<meta name=\"description\" content=\"Descubra todo lo que necesita saber sobre Apache Airflow, la plataforma de gesti\u00f3n de flujo de trabajo de c\u00f3digo abierto: funcionamiento, uso...\" \/>\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\/es\/todo-sobre-apache-airflow\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Apache Airflow\" \/>\n<meta property=\"og:description\" content=\"Apache Airflow es una plataforma de planificaci\u00f3n de flujos de trabajo de c\u00f3digo abierto ampliamente utilizada en ingenier\u00eda de datos. 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