{"id":8377,"date":"2022-04-23T21:41:26","date_gmt":"2022-04-23T20:41:26","guid":{"rendered":"https:\/\/aprenderbigdata.com\/?p=8377"},"modified":"2025-10-08T22:33:13","modified_gmt":"2025-10-08T21:33:13","slug":"apache-livy","status":"publish","type":"post","link":"https:\/\/aprenderbigdata.com\/apache-livy\/","title":{"rendered":"Aprende qu\u00e9 es Apache Livy"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Esta entrada es una introducci\u00f3n a Apache Livy, el servicio que ofrece una interfaz REST sobre Apache Spark. Entender\u00e1s qu\u00e9 es, sus ventajas y c\u00f3mo ponerlo en marcha f\u00e1cilmente. <\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"#formacion\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Apache-Livy-1024x576.jpg\" alt=\"Apache Livy\" class=\"wp-image-8523\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Apache-Livy-1024x576.jpg 1024w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Apache-Livy-300x169.jpg 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Apache-Livy-768x432.jpg 768w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Apache-Livy-800x450.jpg 800w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Apache-Livy.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contenidos<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a661a6fcf5b8\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a661a6fcf5b8\" checked aria-label=\"Alternar\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/aprenderbigdata.com\/apache-livy\/#%C2%BFQue-es-Apache-Livy\" >\u00bfQu\u00e9 es Apache Livy?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/aprenderbigdata.com\/apache-livy\/#Ventajas-de-Apache-Livy\" >Ventajas de Apache Livy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/aprenderbigdata.com\/apache-livy\/#Instalacion-y-Configuracion-de-Apache-Livy\" >Instalaci\u00f3n y Configuraci\u00f3n de Apache Livy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/aprenderbigdata.com\/apache-livy\/#Siguientes-pasos-y-Formacion\" >Siguientes pasos y Formaci\u00f3n<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/aprenderbigdata.com\/apache-livy\/#Analisis-Big-Data-Con-Scala-y-Spark\" >An\u00e1lisis Big Data Con Scala y Spark<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/aprenderbigdata.com\/apache-livy\/#Certificado-de-ingeniero-de-datos-profesional-de-IBM\" >Certificado de ingeniero de datos profesional de IBM<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/aprenderbigdata.com\/apache-livy\/#Aprende-Spark-con-Python\" >Aprende Spark con Python<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/aprenderbigdata.com\/apache-livy\/#%C2%BFQue-organizaciones-pueden-beneficiarse-de-Apache-Livy\" >\u00bfQu\u00e9 organizaciones pueden beneficiarse de Apache Livy?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/aprenderbigdata.com\/apache-livy\/#%C2%BFCuales-son-las-opciones-de-licenciamiento-de-Apache-Livy\" >\u00bfCu\u00e1les son las opciones de licenciamiento de Apache Livy?<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%C2%BFQue-es-Apache-Livy\"><\/span>\u00bfQu\u00e9 es Apache Livy?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Apache Livy es un servicio que permite interactuar con un cl\u00faster de Apache Spark a trav\u00e9s de una interfaz REST. De este modo, es posible solicitar la ejecuci\u00f3n de trabajos o de c\u00f3digo Spark, ya sea mediante <em>jars<\/em> compilados o fragmentos de c\u00f3digo. Adem\u00e1s tambi\u00e9n permite obtener los resultados de forma s\u00edncrona o as\u00edncrona.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Livy simplifica la interacci\u00f3n entre Spark y los servidores de aplicaciones. Al facilitar la comunicaci\u00f3n interactiva, es posible usar Spark desde aplicaciones web o m\u00f3vil. Los contextos de Spark se ejecutan en el propio cl\u00faster gestionado por <strong><a href=\"https:\/\/aprenderbigdata.com\/hadoop-yarn\/\">Yarn<\/a><\/strong>, de forma que no se pierde la tolerancia a fallos que este componente proporciona al sistema. Tambi\u00e9n es posible gestionar de esta forma varios contextos de forma paralela.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Es un proyecto open source de la incubadora de la Apache Software Foundation originalmente desarrollado por <strong><a href=\"https:\/\/aprenderbigdata.com\/introduccion-cloudera-hadoop\/\">Cloudera<\/a><\/strong> y escrito en el <strong><a href=\"https:\/\/aprenderbigdata.com\/introduccion-scala\/\">lenguaje de programaci\u00f3n Scala<\/a><\/strong>. Puedes consultar el repositorio de c\u00f3digo en <strong><a href=\"https:\/\/github.com\/apache\/incubator-livy\" target=\"_blank\" rel=\"noreferrer noopener\">Github del proyecto<\/a><\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ventajas-de-Apache-Livy\"><\/span>Ventajas de Apache Livy<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">La ventaja principal de Apache Livy es la capacidad de enviar trabajos desde cualquier lugar, y no solamente desde una terminal con el entorno de Apache Spark. Esto puede ser una aplicaci\u00f3n web o m\u00f3vil de forma program\u00e1tica. Livy permite a varios usuarios interactuar con su cl\u00faster Spark de forma concurrente, asegurando la comunicaci\u00f3n con el cl\u00faster y autenticando a los usuarios de forma segura.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Apache Livy es compatible con Scala, <strong><a href=\"https:\/\/aprenderbigdata.com\/cursos-java-udemy\/\">Java<\/a><\/strong> y <strong><a href=\"https:\/\/aprenderbigdata.com\/cursos-python\/\">Python<\/a><\/strong>. Con Scala y Python puede usarse de forma interactiva. Adem\u00e1s, usando Apache Livy es posible tener contextos de Spark que pueden ser utilizados para m\u00faltiples trabajos o clientes y compartir objetos como <strong><a href=\"https:\/\/aprenderbigdata.com\/dataframe\/\">Dataframes<\/a><\/strong> en cach\u00e9 entre ellos.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" width=\"800\" height=\"545\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/livy-arquitectura.jpg\" alt=\"Arquitectura Apache Livy\" class=\"wp-image-8537\" style=\"width:600px;height:409px\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/livy-arquitectura.jpg 800w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/livy-arquitectura-300x204.jpg 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/livy-arquitectura-768x523.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">Arquitectura y Componentes de Apache Livy<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Usando la API program\u00e1tica de Apache Livy, es posible ejecutar c\u00f3digo Spark en aplicaciones sin la necesidad de mantener un Spark Context local. Como vemos, Apache Livy nos proporciona dos modos de ejecuci\u00f3n: <strong>modo interactivo y modo batch<\/strong>. El contexto interactivo funciona de forma similar a <em>Spark-shell<\/em> o <em>PySpark<\/em>, mientras que el batch funciona como la herramienta <em>Spark-submit<\/em>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Por \u00faltimo, para usar Apache Livy no es necesario cambiar el c\u00f3digo de las aplicaciones. Solamente hay que desplegar el fichero de configuraci\u00f3n en el cl\u00faster de Spark.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Instalacion-y-Configuracion-de-Apache-Livy\"><\/span>Instalaci\u00f3n y Configuraci\u00f3n de Apache Livy<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Para ejecutar el servidor de Livy, es necesario disponer de una instalaci\u00f3n de Apache Spark en el sistema. Livy necesita al menos <strong>Spark v1.6<\/strong>. Tras descargar y descomprimir la distribuci\u00f3n de Apache Livy, puedes ejecutar el servidor con el siguiente comando:<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: bash; title: ; notranslate\" title=\"\">\n.\/bin\/livy-server start\n<\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">La configuraci\u00f3n que usar\u00e1 Livy es la que el sistema tenga definida bajo la variable de directorio <strong><em>$SPARK_HOME<\/em><\/strong>. Debes asegurarte de que Spark est\u00e9 configurado para ejecutar aplicaciones en el modo cl\u00faster con Yarn para gestionar los recursos de forma correcta.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">La configuraci\u00f3n de Livy se encuentra en el directorio <em>conf<\/em>. El fichero <em>livy.conf<\/em> contiene la configuraci\u00f3n por defecto del servidor, que podr\u00e1s editar para ajustarla a tu instalaci\u00f3n.<\/p>\n\n\n\n<div class=\"wp-block-group pre-su\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-preformatted\"><div class=\"su-service\"><div class=\"su-service-title\" style=\"padding-left:44px;min-height:30px;line-height:30px\"><i class=\"sui sui-info-circle\" style=\"font-size:30px;color:#e74273\"><\/i> \u00bfQuieres Convertirte en Ingeniero de Datos?<\/div><div class=\"su-service-content su-u-clearfix su-u-trim\" style=\"padding-left:44px\"><br>Consigue empleo con el <a href=\"https:\/\/aprenderbigdata.com\/curso-ingeniero-datos\/\">programa acelerado de Data Engineer<\/a><br><\/div><\/div><\/pre>\n<\/div><\/div>\n\n\n<style>.pre-su pre {<br \/>\n\tbackground-color: #fffae9 !important;<br \/>\n}<br \/>\n<\/style>\n\n\n<p class=\"wp-block-paragraph\">Para conectarte al servidor a trav\u00e9s de la web, puedes hacerlo en el <strong>puerto por defecto 8998<\/strong>. Sobre este puerto tambi\u00e9n ejecutar\u00e1 la API REST. Puedes <a href=\"https:\/\/livy.incubator.apache.org\/docs\/latest\/rest-api.html\" target=\"_blank\" rel=\"noreferrer noopener\">consultar aqu\u00ed todos los endpoints<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em><strong>\/sessions<\/strong><\/em> &#8211; Para conocer (GET) o crear (POST) las sesiones interactivas de Spark<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em><strong>\/batches<\/strong><\/em> &#8211; Para conocer (GET) o crear (POST) las sesiones no interactivas (Batch) de Spark<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Si queremos usar la API de Livy de forma program\u00e1tica en Java, Scala o Python, podemos importar la dependencia de Livy en nuestro proyecto con Maven:<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: xml; title: ; notranslate\" title=\"\">\n&lt;dependency&gt;\n  &lt;groupId&gt;org.apache.livy&lt;\/groupId&gt;\n  &lt;artifactId&gt;livy-client-http&lt;\/artifactId&gt;\n  &lt;version&gt;0.7.0-incubating&lt;\/version&gt;\n&lt;\/dependency&gt;\n<\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading wp-embed-aspect-16-9 wp-has-aspect-ratio\" id=\"formacion\"><span class=\"ez-toc-section\" id=\"Siguientes-pasos-y-Formacion\"><\/span>Siguientes pasos y Formaci\u00f3n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-embed-aspect-16-9 wp-has-aspect-ratio wp-block-paragraph\">Si quieres aprender Apache Spark a fondo y convertirte en experto, no dudes en invertir en tu formaci\u00f3n a largo plazo. He seleccionado los que son en mi opini\u00f3n, los tres mejores cursos de Spark que puedes encontrar online:<\/p>\n\n\n\n<div class=\"wp-block-columns wp-embed-aspect-16-9 wp-has-aspect-ratio is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/coursera.pxf.io\/0JMQnY\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/curso-analisis-scala-spark-e1645705973853.jpeg\" alt=\"curso analisis scala spark\" class=\"wp-image-7948\" style=\"object-fit:cover\"\/><\/a><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading has-text-align-center\" id=\"analisis-big-data-con-scala-y-spark\"><span class=\"ez-toc-section\" id=\"Analisis-Big-Data-Con-Scala-y-Spark\"><\/span><strong><a href=\"https:\/\/coursera.pxf.io\/0JMQnY\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">An\u00e1lisis Big Data Con Scala y Spark<\/a><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Este curso forma parte de la <a href=\"https:\/\/coursera.pxf.io\/b3rbqm\" target=\"_blank\" rel=\"noopener nofollow\"><strong>especializaci\u00f3n en Coursera de programaci\u00f3n funcional con Scala<\/strong><\/a>. Aprender\u00e1s a cargar y procesar datos con Apache Spark de forma distribuida con casi 30 horas de contenido. Entender\u00e1s c\u00f3mo funciona internamente el framework y la manera de optimizar las cargas de trabajo con Scala.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/coursera.pxf.io\/c\/3308124\/1242836\/14726?prodsku=spzn%3A4ZGJDStjEeupVg7HH9ybXQ&amp;u=https%3A%2F%2Fwww.coursera.org%2Fspecializations%2Fibm-data-engineer&amp;intsrc=PUI2_9419\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/curso-data-engineering-machine-learning-spark-coursera-e1645705947198.jpeg\" alt=\"curso data engineering machine learning spark coursera\" class=\"wp-image-7949\" style=\"object-fit:cover\"\/><\/a><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading has-text-align-center\" id=\"data-engineering-y-machine-learning-con-apache-spark\"><span class=\"ez-toc-section\" id=\"Certificado-de-ingeniero-de-datos-profesional-de-IBM\"><\/span><strong><a href=\"https:\/\/coursera.pxf.io\/c\/3308124\/1242836\/14726?prodsku=spzn%3A4ZGJDStjEeupVg7HH9ybXQ&amp;u=https%3A%2F%2Fwww.coursera.org%2Fspecializations%2Fibm-data-engineer&amp;intsrc=PUI2_9419\" target=\"_blank\" rel=\"noopener nofollow\"><strong><\/strong><\/a><strong><a href=\"https:\/\/coursera.pxf.io\/c\/3308124\/1242836\/14726?prodsku=spzn%3A4ZGJDStjEeupVg7HH9ybXQ&amp;u=https%3A%2F%2Fwww.coursera.org%2Fspecializations%2Fibm-data-engineer&amp;intsrc=PUI2_9419\" target=\"_blank\" rel=\"noopener nofollow\">Certificado de ingeniero de datos profesional de IBM<\/a><\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">El curso ofrecido por IBM en Coursera te permite aprender habilidades de ingenier\u00eda de datos y a implementar soluciones con machine learning en Spark.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/trk.udemy.com\/XmkXPG\" target=\"_blank\" rel=\"noopener nofollow\"><img decoding=\"async\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/622414_03f5_4-introduccion-apache-spark.jpg\" alt=\"Curso aprender Apache Spark con Python\" style=\"object-fit:cover\"\/><\/a><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading has-text-align-center\" id=\"aprende-spark-con-python\"><span class=\"ez-toc-section\" id=\"Aprende-Spark-con-Python\"><\/span><a href=\"https:\/\/trk.udemy.com\/XmkXPG\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Aprende Spark con Python<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">En ingl\u00e9s tienes dos cursos muy populares de Apache Spark en dos lenguajes de programaci\u00f3n en Udemy, tanto en <a href=\"https:\/\/trk.udemy.com\/OeqmNZ\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><strong>Scala<\/strong><\/a> como en <a href=\"https:\/\/trk.udemy.com\/XmkXPG\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><strong>Python<\/strong><\/a>. El instructor del curso es Frank Kane, que tiene un estilo muy pr\u00e1ctico y f\u00e1cil de seguir. Aprender\u00e1s sobre computaci\u00f3n distribuida, cu\u00e1ndo usar Spark y proyectos de ingenier\u00eda de datos:<\/p>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Adem\u00e1s, te dejo mis <strong>libros recomendados<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/amzn.to\/2xNLshx\" target=\"_blank\" rel=\"noopener nofollow\">Spark: The Definitive Guide: Big data processing made simple<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/amzn.to\/3eZUKZx\" target=\"_blank\" rel=\"noopener nofollow\">Advanced Analytics with Spark<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/amzn.to\/3dT95pr\" target=\"_blank\" rel=\"noopener nofollow\">High Performance Spark<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/amzn.to\/34g81Yj\" target=\"_blank\" rel=\"noopener nofollow\">Learning Spark: Lightning-Fast Big Data Analysis<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/amzn.to\/2Xeocnx\" target=\"_blank\" rel=\"noopener nofollow\">99 Apache Spark Interview Questions for Professionals<\/a> (Kindle)<\/li>\n<\/ul>\n\n\n\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2><span class=\"ez-toc-section\" id=\"%C2%BFQue-organizaciones-pueden-beneficiarse-de-Apache-Livy\"><\/span>\u00bfQu\u00e9 organizaciones pueden beneficiarse de Apache Livy?<span class=\"ez-toc-section-end\"><\/span><\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\">Apache Livy puede ser beneficioso para cualquier organizaci\u00f3n que desee facilitar la ejecuci\u00f3n de c\u00f3digo en lenguajes como Python, R y Scala en un entorno distribuido, como Apache Spark o Apache Hadoop. Esto puede ser \u00fatil para organizaciones que desean realizar an\u00e1lisis de datos y c\u00e1lculos complejos de manera r\u00e1pida y eficiente en la nube. Apache Livy puede ser especialmente \u00fatil para organizaciones de ciencia de datos, an\u00e1lisis de datos o inteligencia empresarial.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2><span class=\"ez-toc-section\" id=\"%C2%BFCuales-son-las-opciones-de-licenciamiento-de-Apache-Livy\"><\/span>\u00bfCu\u00e1les son las opciones de licenciamiento de Apache Livy?<span class=\"ez-toc-section-end\"><\/span><\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\">Apache Livy est\u00e1 disponible bajo la Licencia Apache 2.0, que es una licencia de c\u00f3digo abierto y gratuita. Esto significa que Apache Livy es gratuito para descargar, usar y modificar para cualquier prop\u00f3sito, siempre y cuando se cumplan ciertas condiciones, como la publicaci\u00f3n de cambios y mejoras realizadas al c\u00f3digo fuente de Apache Livy. La Licencia Apache 2.0 permite la distribuci\u00f3n comercial y privada de Apache Livy, siempre y cuando se cumplan las condiciones de la licencia. La Licencia Apache 2.0 tambi\u00e9n incluye algunas limitaciones y exclusiones de responsabilidad, que deben ser consideradas y respetadas por los usuarios de Apache Livy.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\n<script type=\"application\/ld+json\">\n\t{\n\t\t\"@context\": \"https:\/\/schema.org\",\n\t\t\"@type\": \"FAQPage\",\n\t\t\"mainEntity\": [\n\t\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"\u00bfQu\u00e9 organizaciones pueden beneficiarse de Apache Livy?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Apache Livy puede ser beneficioso para cualquier organizaci\u00f3n que desee facilitar la ejecuci\u00f3n de c\u00f3digo en lenguajes como Python, R y Scala en un entorno distribuido, como Apache Spark o Apache Hadoop. Esto puede ser \u00fatil para organizaciones que desean realizar an\u00e1lisis de datos y c\u00e1lculos complejos de manera r\u00e1pida y eficiente en la nube. Apache Livy puede ser especialmente \u00fatil para organizaciones de ciencia de datos, an\u00e1lisis de datos o inteligencia empresarial.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"\u00bfCu\u00e1les son las opciones de licenciamiento de Apache Livy?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Apache Livy est\u00e1 disponible bajo la Licencia Apache 2.0, que es una licencia de c\u00f3digo abierto y gratuita. Esto significa que Apache Livy es gratuito para descargar, usar y modificar para cualquier prop\u00f3sito, siempre y cuando se cumplan ciertas condiciones, como la publicaci\u00f3n de cambios y mejoras realizadas al c\u00f3digo fuente de Apache Livy. La Licencia Apache 2.0 permite la distribuci\u00f3n comercial y privada de Apache Livy, siempre y cuando se cumplan las condiciones de la licencia. La Licencia Apache 2.0 tambi\u00e9n incluye algunas limitaciones y exclusiones de responsabilidad, que deben ser consideradas y respetadas por los usuarios de Apache Livy.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t\t\t\t]\n\t}\n<\/script>\n\n\n\n<div class=\"wp-block-group newsletter-re\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<!-- Begin Brevo Form -->\n<!-- START - We recommend to place the below code in head tag of your website html  -->\n<style>\n  @font-face {\n    font-display: block;\n    font-family: Roboto;\n  }\n\n  @font-face {\n    font-display: fallback;\n    font-family: Roboto;\n    font-weight: 600;\n  }\n\n  @font-face {\n    font-display: fallback;\n    font-family: Roboto;\n    font-weight: 700;\n  }\n\n  #sib-container input:-ms-input-placeholder {\n    text-align: left;\n    font-family: \"Helvetica\", sans-serif;\n    color: #c0ccda;\n  }\n\n  #sib-container input::placeholder {\n    text-align: left;\n    font-family: \"Helvetica\", sans-serif;\n    color: #c0ccda;\n  }\n\n  #sib-container textarea::placeholder {\n    text-align: left;\n    font-family: \"Helvetica\", sans-serif;\n    color: #c0ccda;\n  }\n<\/style>\n<link rel=\"stylesheet\" href=\"https:\/\/sibforms.com\/forms\/end-form\/build\/sib-styles.css\">\n<!--  END - We recommend to place the above code in head tag of your website html -->\n\n<!-- START - We recommend to place the below code where you want the form in your website html  -->\n<div class=\"sib-form\" style=\"text-align: center;\n         background-color: #ffffff;                                 \">\n  <div id=\"sib-form-container\" class=\"sib-form-container\">\n    <div id=\"error-message\" class=\"sib-form-message-panel\" style=\"font-size:16px; text-align:left; font-family:&quot;Helvetica&quot;, sans-serif; color:#661d1d; background-color:#ffeded; border-radius:3px; border-color:#ff4949;max-width:600px;\">\n      <div class=\"sib-form-message-panel__text sib-form-message-panel__text--center\">\n        <svg viewBox=\"0 0 512 512\" class=\"sib-icon sib-notification__icon\">\n          <path d=\"M256 40c118.621 0 216 96.075 216 216 0 119.291-96.61 216-216 216-119.244 0-216-96.562-216-216 0-119.203 96.602-216 216-216m0-32C119.043 8 8 119.083 8 256c0 136.997 111.043 248 248 248s248-111.003 248-248C504 119.083 392.957 8 256 8zm-11.49 120h22.979c6.823 0 12.274 5.682 11.99 12.5l-7 168c-.268 6.428-5.556 11.5-11.99 11.5h-8.979c-6.433 0-11.722-5.073-11.99-11.5l-7-168c-.283-6.818 5.167-12.5 11.99-12.5zM256 340c-15.464 0-28 12.536-28 28s12.536 28 28 28 28-12.536 28-28-12.536-28-28-28z\" \/>\n        <\/svg>\n        <span class=\"sib-form-message-panel__inner-text\">\n                          Tu suscripci\u00f3n no ha podido guardarse. 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