{"id":13847,"date":"2025-06-03T11:16:45","date_gmt":"2025-06-03T10:16:45","guid":{"rendered":"https:\/\/aprenderbigdata.com\/?p=13847"},"modified":"2025-12-23T14:57:21","modified_gmt":"2025-12-23T13:57:21","slug":"databricks-cluster-pools","status":"publish","type":"post","link":"https:\/\/aprenderbigdata.com\/databricks-cluster-pools\/","title":{"rendered":"Databricks Cluster Pools"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Los <strong>Cluster Pools de Databricks<\/strong> son una funcionalidad que debemos entender para mejorar el tiempo de arranque o <em>startup time<\/em> de nuestros cl\u00fasteres, especialmente en escenarios de <strong>Job Compute<\/strong> (trabajos programados o por lotes).<\/p>\n\n\n<figure class=\"aligncenter wp-block-post-featured-image\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Databricks-Cluster-Pools.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Databricks Cluster Pools\" style=\"object-fit:cover;\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Databricks-Cluster-Pools.jpg 1280w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Databricks-Cluster-Pools-300x169.jpg 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Databricks-Cluster-Pools-1024x576.jpg 1024w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Databricks-Cluster-Pools-768x432.jpg 768w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Databricks-Cluster-Pools-800x450.jpg 800w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><\/figure>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En este art\u00edculo repasaremos qu\u00e9 son los cluster pools y c\u00f3mo usarlos para mejorar nuestros clusters.<\/p>\n\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-6a661adb7e5a3\" 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-6a661adb7e5a3\" 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\/databricks-cluster-pools\/#%C2%BFQue-es-un-Cluster-Pool-en-Databricks\" >\u00bfQu\u00e9 es un Cluster Pool en Databricks?<\/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\/databricks-cluster-pools\/#%C2%BFComo-funciona-con-Job-Compute\" >\u00bfC\u00f3mo funciona con Job Compute?<\/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\/databricks-cluster-pools\/#En-que-debes-basarte-para-configurar-un-Cluster-Pool-en-Databricks\" >En qu\u00e9 debes basarte para configurar un Cluster Pool en Databricks<\/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\/databricks-cluster-pools\/#Autoapagado-de-instancias-idle\" >Autoapagado de instancias idle<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/aprenderbigdata.com\/databricks-cluster-pools\/#Recomendaciones-practicas-Databricks-Cluster-Pools\" >Recomendaciones pr\u00e1cticas Databricks Cluster Pools<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/aprenderbigdata.com\/databricks-cluster-pools\/#Siguientes-Pasos-y-Curso-de-Databricks\" >Siguientes Pasos y Curso de Databricks<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/aprenderbigdata.com\/databricks-cluster-pools\/#Curso-de-Introduccion-a-Databricks\" >Curso de Introducci\u00f3n a Databricks<\/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\/databricks-cluster-pools\/#Preguntas-Frecuentes-sobre-Databricks-Cluster-Pools\" >Preguntas Frecuentes sobre Databricks Cluster Pools<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/aprenderbigdata.com\/databricks-cluster-pools\/#%C2%BFCual-es-la-diferencia-entre-un-cluster-y-un-Pool-en-Databricks\" >\u00bfCu\u00e1l es la diferencia entre un cl\u00faster y un Pool en Databricks?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/aprenderbigdata.com\/databricks-cluster-pools\/#%C2%BFPor-que-deberia-usar-cluster-pools-en-Databricks\" >\u00bfPor qu\u00e9 deber\u00eda usar cluster pools en Databricks?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/aprenderbigdata.com\/databricks-cluster-pools\/#%C2%BFUn-pool-puede-compartirse-entre-varios-clusteres\" >\u00bfUn pool puede compartirse entre varios cl\u00fasteres?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/aprenderbigdata.com\/databricks-cluster-pools\/#%C2%BFComo-afecta-el-uso-de-pools-al-coste-en-Databricks\" >\u00bfC\u00f3mo afecta el uso de pools al coste en Databricks?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/aprenderbigdata.com\/databricks-cluster-pools\/#%C2%BFSe-puede-usar-un-pool-con-Jobs-y-Workflows-en-Databricks\" >\u00bfSe puede usar un pool con Jobs y Workflows en Databricks?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%C2%BFQue-es-un-Cluster-Pool-en-Databricks\"><\/span>\u00bfQu\u00e9 es un Cluster Pool en Databricks?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Un <strong>pool<\/strong> en <strong><a href=\"https:\/\/aprenderbigdata.com\/databricks\/\">Databricks<\/a><\/strong> es un conjunto preinicializado de instancias de c\u00f3mputo (VMs) que est\u00e1n <a href=\"https:\/\/docs.databricks.com\/aws\/en\/compute\/pool-index\" target=\"_blank\" rel=\"noreferrer noopener\"><em>listas para ser usadas<\/em><\/a> cuando se lanza un cl\u00faster.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En lugar de aprovisionar y arrancar instancias cada vez que se lanza un Job Cluster, el pool ya tiene instancias calientes (warm) esperando a ser usadas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Con este mecanismo, podemos reducir el tiempo de arrancado, que normalmente puede tardar varios minutos cada vez que un cluster se inicializa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En <strong>un <em>cluster pool<\/em> de Databricks no tienes que indicar un runtime espec\u00edfico<\/strong>, ya que el <em>pool<\/em> no crea clusters por s\u00ed mismo, sino que proporciona instancias de m\u00e1quina virtual (VMs) preinicializadas para acelerar el arranque de clusters.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Los pools permiten que los cl\u00fasteres arranquen y escalen <a href=\"https:\/\/www.databricks.com\/blog\/2019\/11\/11\/databricks-pools-speed-up-data-pipelines.html\" target=\"_blank\" rel=\"noreferrer noopener\">hasta 4 veces m\u00e1s r\u00e1pido<\/a><\/strong>, lo que acelera tus pipelines y las consultas interactivas. <a href=\"https:\/\/www.databricks.com\/blog\/2019\/11\/11\/databricks-pools-speed-up-data-pipelines.html?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%C2%BFComo-funciona-con-Job-Compute\"><\/span>\u00bfC\u00f3mo funciona con Job Compute?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Cuando creas un <strong>Job Cluster<\/strong> y lo asocias a un pool el cluster no tiene que esperar a que se creen nuevas instancias. Cuando arranca, toma nodos directamente de este pool si est\u00e1n disponibles.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Si no hay nodos libres en el pool, se pueden crear m\u00e1s (seg\u00fan el l\u00edmite del pool). Cuando termina el job, los nodos vuelven al pool y se quedan en espera para el siguiente uso (si est\u00e1n configurados como <em>idle<\/em>).<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"1332\" height=\"301\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/creacion-pool-databricks.png\" alt=\"Databricks Pool\" class=\"wp-image-13941\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/creacion-pool-databricks.png 1332w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/creacion-pool-databricks-300x68.png 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/creacion-pool-databricks-1024x231.png 1024w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/creacion-pool-databricks-768x174.png 768w\" sizes=\"(max-width: 1332px) 100vw, 1332px\" \/><figcaption class=\"wp-element-caption\">Databricks Pool<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">En Databricks, los <strong>cluster pools<\/strong> tienen un mecanismo similar al de los cl\u00fasteres llamado <strong>Idle Instance Autotermination<\/strong>, que permite controlar cu\u00e1nto tiempo las instancias <em>en espera<\/em> pueden permanecer encendidas sin ser usadas, antes de ser terminadas autom\u00e1ticamente.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Un art\u00edculo acad\u00e9mico sobre sistemas de pooling inteligente (Intelligent Pooling) muestra que, con aprovisionamiento proactivo basado en ML, es posible <strong><a href=\"https:\/\/arxiv.org\/abs\/2411.11326\" target=\"_blank\" rel=\"noreferrer noopener\">reducir el tiempo de inactividad de cl\u00faster en un 43%<\/a><\/strong> manteniendo un 99% de tasa de aciertos en el pool, lo cual podr\u00eda ahorrar \u201cdecenas de millones de d\u00f3lares\u201d en costes de infraestructura. <a href=\"https:\/\/arxiv.org\/abs\/2411.11326?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"En-que-debes-basarte-para-configurar-un-Cluster-Pool-en-Databricks\"><\/span>En qu\u00e9 debes basarte para configurar un Cluster Pool en Databricks<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Aqu\u00ed van las principales <strong>consideraciones pr\u00e1cticas<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Tipo de instancia<\/strong>: Usa instancias optimizadas en tu pool para el tipo de carga de trabajo y alinea la selecci\u00f3n con los tipos de nodos que usar\u00edas en tus job clusters normalmente.<\/li>\n\n\n\n<li><strong>Tama\u00f1o del pool<\/strong>: Debes definir dos propiedades, en funci\u00f3n de la concurrencia esperada:\n<ul class=\"wp-block-list\">\n<li><strong>Min Idle Instances<\/strong>: cu\u00e1ntas instancias quieres que est\u00e9n <em>siempre calientes<\/em>. Acelera el tiempo de arranque.<\/li>\n\n\n\n<li><strong>Max Capacity<\/strong>: el n\u00famero m\u00e1ximo de nodos que el pool puede usar (esto es tu l\u00edmite de c\u00f3mputo asociado). Por ejemplo, si tienes 5 jobs simult\u00e1neos y cada uno usa 2 nodos, considera la capacidad m\u00e1xima del pool 10 nodos. <\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Autoscaling del cl\u00faster<\/strong>: aunque uses un pool, puedes seguir usando autoscaling en los clusters. El cluster usar\u00e1 los nodos del pool hasta llegar al m\u00e1ximo disponible.<\/li>\n\n\n\n<li><strong>Coste vs Rendimiento<\/strong>: Tener m\u00e1s <em>idle nodes<\/em> reduce la latencia de arranque, pero <strong>aumenta el coste<\/strong> total (se est\u00e1n cobrando). El uso de pools es ideal para cargas de trabajo con SLAs ajustados o que tienen mucha frecuencia de ejecuci\u00f3n. En el caso de cargas de trabajo ocasionales, debes evaluar mantener 0 o pocos nodos en espera.<\/li>\n\n\n\n<li><strong>Separaci\u00f3n por tipo de carga de trabajo<\/strong>: Tambi\u00e9n puedes crear distintos pools para distintos tipos de trabajos, por ejemplo <strong><a href=\"https:\/\/aprenderbigdata.com\/etl-vs-elt\/\">ETLs ligeros<\/a><\/strong>, notebooks exploratorios, entornos de desarrollo, producci\u00f3n, etc.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Autoapagado-de-instancias-idle\"><\/span><strong>Autoapagado de instancias idle<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Cuando configuras un pool en Databricks, se puede definir un per\u00edodo de actividad y autoapagado:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>Idle Instance Autotermination<\/code>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Es el n\u00famero de <strong>minutos<\/strong> que una instancia puede estar <strong>en espera (idle)<\/strong> dentro del pool <strong>sin ser utilizada<\/strong> antes de ser apagada autom\u00e1ticamente. Esto ayuda a reducir costes.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Par\u00e1metro<\/th><th>Descripci\u00f3n<\/th><\/tr><\/thead><tbody><tr><td><strong>Min Idle Instances<\/strong><\/td><td>N\u00famero m\u00ednimo de instancias que siempre est\u00e1n calientes (listas para usar).<\/td><\/tr><tr><td><strong>Idle Instance Autotermination (minutos)<\/strong><\/td><td>Tiempo de espera antes de apagar las instancias inactivas.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<p class=\"responsive-video-wrap clr\"><iframe title=\"Cluster Pools en Databricks #4 \u2b55\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/Zp3ARjvSj2I?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Recomendaciones-practicas-Databricks-Cluster-Pools\"><\/span>Recomendaciones pr\u00e1cticas Databricks Cluster Pools<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Para jobs recurrentes y con SLAs, define al menos 1-2 nodos <em>idle<\/em> para minimizar latencia.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Monitoriza el uso del pool con <strong>DBU metrics<\/strong> y ajusta tama\u00f1o si hay saturaci\u00f3n o sobrecapacidad.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Usa pools distintos para <strong>entornos de desarrollo, staging y producci\u00f3n<\/strong> si necesitas aislamiento.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Si tienes <strong>cargas frecuentes<\/strong> (jobs cada pocos minutos), pon un valor bajo de <strong>Idle Instance Autotermination<\/strong> como 15 o 30 minutos para evitar apagar nodos entre ejecuciones. Si los jobs son <strong>espor\u00e1dicos<\/strong>, usa valores m\u00e1s cortos (5-10 minutos) o directamente deja <code>Min Idle Instances = 0<\/code>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Art\u00edculo relacionado: <a href=\"https:\/\/aprenderbigdata.com\/optimizar-clusters-databricks\/\"><strong>C\u00f3mo optimizar clusters en Databricks<\/strong><\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"formacion\"><span class=\"ez-toc-section\" id=\"Siguientes-Pasos-y-Curso-de-Databricks\"><\/span>Siguientes Pasos y Curso de Databricks<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Aqu\u00ed tienes mi propio curso para que aprendas de forma eficiente Databricks, para cualquier nivel:<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/go.hotmart.com\/L98668316D?SCK=DBCP\" target=\"_blank\"><img decoding=\"async\" width=\"750\" height=\"422\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Curso-Databricks.jpg\" alt=\"Curso de Databricks\" class=\"wp-image-13691\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Curso-Databricks.jpg 750w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/Curso-Databricks-300x169.jpg 300w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/a><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading has-text-align-center\"><span class=\"ez-toc-section\" id=\"Curso-de-Introduccion-a-Databricks\"><\/span><a href=\"https:\/\/go.hotmart.com\/L98668316D?SCK=DBCP\" target=\"_blank\" rel=\"noreferrer noopener\">Curso de Introducci\u00f3n a Databricks<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Este curso te preparar\u00e1 para comprender y sacar todo el partido posible al ecosistema de Databricks. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Explorar\u00e1s conceptos fundamentales como <strong>la arquitectura de Databricks, los tipos de cl\u00fasteres, Delta Lake, Unity Catalog y la integraci\u00f3n con Azure Data Lake Storage<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En las secciones pr\u00e1cticas, pondr\u00e1s manos a la obra utilizando la <strong>interfaz gr\u00e1fica, configurando cl\u00fasteres, trabajando con notebooks, gestionando costes y securizando accesos<\/strong><\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Preguntas-Frecuentes-sobre-Databricks-Cluster-Pools\"><\/span>Preguntas Frecuentes sobre Databricks Cluster Pools<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h3><span class=\"ez-toc-section\" id=\"%C2%BFCual-es-la-diferencia-entre-un-cluster-y-un-Pool-en-Databricks\"><\/span>\u00bfCu\u00e1l es la diferencia entre un cl\u00faster y un Pool en Databricks?<span class=\"ez-toc-section-end\"><\/span><\/h3>\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\">Un <strong>cl\u00faster<\/strong> es una agrupaci\u00f3n de recursos computacionales para ejecutar tareas. Un <strong>pool<\/strong> act\u00faa como una reserva de nodos disponibles que pueden asignarse r\u00e1pidamente a los cl\u00fasteres cuando se necesitan, reduciendo la latencia de arranque.<\/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<h3><span class=\"ez-toc-section\" id=\"%C2%BFPor-que-deberia-usar-cluster-pools-en-Databricks\"><\/span>\u00bfPor qu\u00e9 deber\u00eda usar cluster pools en Databricks?<span class=\"ez-toc-section-end\"><\/span><\/h3>\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\">Usar cluster pools ayuda a <strong>reducir costes<\/strong> si se usan estrat\u00e9gicamente en entornos con cargas de trabajo variables, <strong>reducir el tiempo de arranque de cl\u00fasteres<\/strong> y <strong>Optimizar el uso de instancias<\/strong> preinicializadas.<\/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<h3><span class=\"ez-toc-section\" id=\"%C2%BFUn-pool-puede-compartirse-entre-varios-clusteres\"><\/span>\u00bfUn pool puede compartirse entre varios cl\u00fasteres?<span class=\"ez-toc-section-end\"><\/span><\/h3>\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\">S\u00ed, los pools son <strong>reutilizables por m\u00faltiples cl\u00fasteres<\/strong>, lo que permite escalar diferentes cargas de trabajo sin duplicar el tiempo de arranque o el coste de recursos.<\/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<h3><span class=\"ez-toc-section\" id=\"%C2%BFComo-afecta-el-uso-de-pools-al-coste-en-Databricks\"><\/span>\u00bfC\u00f3mo afecta el uso de pools al coste en Databricks?<span class=\"ez-toc-section-end\"><\/span><\/h3>\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\">El uso de pools puede <strong>disminuir el coste total<\/strong> al reducir el tiempo de inactividad entre tareas y aprovechar mejor las instancias. Sin embargo, mantener instancias inactivas por mucho tiempo puede incrementar el gasto si no se configuran correctamente los l\u00edmites del pool.<\/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<h3><span class=\"ez-toc-section\" id=\"%C2%BFSe-puede-usar-un-pool-con-Jobs-y-Workflows-en-Databricks\"><\/span>\u00bfSe puede usar un pool con Jobs y Workflows en Databricks?<span class=\"ez-toc-section-end\"><\/span><\/h3>\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\">S\u00ed, los <strong><a href=\"https:\/\/aprenderbigdata.com\/databricks-workflows\/\">Jobs y Workflows<\/a><\/strong> pueden utilizar cl\u00fasteres configurados con un pool, acelerando la ejecuci\u00f3n de tareas programadas o autom\u00e1ticas.<\/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\": \"\u00bfCu\u00e1l es la diferencia entre un cl\u00faster y un Pool en Databricks?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Un <strong>cl\u00faster<\/strong> es una agrupaci\u00f3n de recursos computacionales para ejecutar tareas. Un <strong>pool<\/strong> act\u00faa como una reserva de nodos disponibles que pueden asignarse r\u00e1pidamente a los cl\u00fasteres cuando se necesitan, reduciendo la latencia de arranque.<\/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\": \"\u00bfPor qu\u00e9 deber\u00eda usar cluster pools en Databricks?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Usar cluster pools ayuda a <strong>reducir costes<\/strong> si se usan estrat\u00e9gicamente en entornos con cargas de trabajo variables, <strong>reducir el tiempo de arranque de cl\u00fasteres<\/strong> y <strong>Optimizar el uso de instancias<\/strong> preinicializadas.<\/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\": \"\u00bfUn pool puede compartirse entre varios cl\u00fasteres?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>S\u00ed, los pools son <strong>reutilizables por m\u00faltiples cl\u00fasteres<\/strong>, lo que permite escalar diferentes cargas de trabajo sin duplicar el tiempo de arranque o el coste de recursos.<\/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\": \"\u00bfC\u00f3mo afecta el uso de pools al coste en Databricks?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>El uso de pools puede <strong>disminuir el coste total<\/strong> al reducir el tiempo de inactividad entre tareas y aprovechar mejor las instancias. Sin embargo, mantener instancias inactivas por mucho tiempo puede incrementar el gasto si no se configuran correctamente los l\u00edmites del pool.<\/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\": \"\u00bfSe puede usar un pool con Jobs y Workflows en Databricks?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>S\u00ed, los <strong><a>Jobs y Workflows<\/a><\/strong> pueden utilizar cl\u00fasteres configurados con un pool, acelerando la ejecuci\u00f3n de tareas programadas o autom\u00e1ticas.<\/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<p class=\"wp-block-paragraph\"><\/p>\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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