{"id":55265,"date":"2026-02-03T18:47:59","date_gmt":"2026-02-03T17:47:59","guid":{"rendered":"https:\/\/www.carolinacampalans.com\/?post_type=epkb_post_type_1&#038;p=55265"},"modified":"2026-03-10T20:30:29","modified_gmt":"2026-03-10T19:30:29","slug":"apache","status":"publish","type":"epkb_post_type_1","link":"https:\/\/www.carolinacampalans.com\/?epkb_post_type_1=apache","title":{"rendered":"Apache"},"content":{"rendered":"<div class=\"ttr_start\"><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p>Grupo de herramientas de software <em>open source<\/em> para el an\u00e1lisis de datos, big data, ciencia de datos e inteligencia de negocios.<\/p>\n<\/div><div class=\"fusion-text fusion-text-2\">\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:36;line-height:1.5;\">Descripci\u00f3n<\/h2><\/div><div class=\"fusion-text fusion-text-3\"><p><span class=\"citation-61\">En el mundo del <em>big data<\/em>\u00a0el nombre <\/span><span class=\"citation-61\">Apache<\/span><span class=\"citation-61\"> no se refiere a una sola herramienta, sino a la <\/span><span class=\"citation-61\">Fundaci\u00f3n de Software Apache (ASF)<\/span><span class=\"citation-61 citation-end-61\">, una organizaci\u00f3n sin fines de lucro que cobija los proyectos de c\u00f3digo abierto m\u00e1s importantes del mundo para el manejo de datos masivos.<\/span><\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:24;--minFontSize:24;line-height:1.5;\">Ciencia de datos<\/h3><\/div><div class=\"fusion-text fusion-text-4\"><p data-path-to-node=\"14\">En ciencia de datos, nos podemos encontrar con que Python o R por s\u00ed solos no pueden manejar el volumen de informaci\u00f3n de una empresa moderna.<\/p>\n<p data-path-to-node=\"14\"><span class=\"citation-49 citation-end-49\">Las soluciones que nos ofrece Apache incluyen:<\/span><\/p>\n<ul data-path-to-node=\"15\">\n<li>\n<p data-path-to-node=\"15,0,0\"><b data-path-to-node=\"15,0,0\" data-index-in-node=\"0\"><span class=\"citation-48 citation-end-48\">Escalabilidad:<\/span><\/b><span class=\"citation-47 citation-end-47\"> Si nuestros datos crecen, solo tendremos que a\u00f1adir m\u00e1s ordenadores al cl\u00faster.<\/span><\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"15,1,0\"><b data-path-to-node=\"15,1,0\" data-index-in-node=\"0\">Costo cero de licencia:<\/b> Al ser <i data-path-to-node=\"15,1,0\" data-index-in-node=\"31\">open source<\/i>, las empresas pueden usarlos sin pagar costosas licencias.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"15,2,0\"><b data-path-to-node=\"15,2,0\" data-index-in-node=\"0\">Comunidad:<\/b> Al ser el est\u00e1ndar de la industria, siempre encontraremos documentaci\u00f3n y librer\u00edas compatibles.<\/p>\n<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:24;--minFontSize:24;line-height:1.5;\">Inteligencia de negocios<\/h3><\/div><div class=\"fusion-text fusion-text-5\"><p data-path-to-node=\"0\"><span class=\"citation-112\">La fundaci\u00f3n Apache tambi\u00e9n tiene herramientas dise\u00f1adas espec\u00edficamente para <em>business intelligence<\/em>.<\/span><\/p>\n<p data-path-to-node=\"1\">Estas herramientas se encargan de la \u00ab\u00faltima milla\u00bb: convertir esos petabytes de datos en gr\u00e1ficos, cuadros de mando <em>(dashboards)<\/em> e informes que la gerencia o los <em>stakeholders<\/em> puedan comprender.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:24;--minFontSize:24;line-height:1.5;\">Ventajas<\/h3><\/div><div class=\"fusion-text fusion-text-6\"><p data-path-to-node=\"0\">Python y R -los dos lenguajes de programaci\u00f3n m\u00e1s populares en data science- fueron dise\u00f1ados originalmente para la computaci\u00f3n local, mientras que las empresas modernas generan datos a una escala distribuida. Esto puede derivar \u00abcuellos de botella\u00bb, que, sin embargo, pueden desbloquearse gracias a la introducci\u00f3n de herramientas de Apache.<\/p>\n<\/div><div class=\"fusion-text fusion-text-7\"><h4 data-path-to-node=\"3\"><span class=\"ez-toc-section\" id=\"El_limite_de_la_memoria_RAM\"><\/span>El l\u00edmite de la memoria RAM<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"4\">Por defecto, cuando abrimos un archivo en Python o en R, el lenguaje intenta cargar todo el conjunto de datos en la memoria RAM.<\/p>\n<p data-path-to-node=\"5,0,0\"><b data-path-to-node=\"5,0,0\" data-index-in-node=\"0\">El problema<\/b><\/p>\n<p data-path-to-node=\"5,0,0\">Si mi <em>laptop<\/em> tiene 16 GB de RAM y quiero analizar un <em>dataset<\/em> de 50 GB, mi ordenador simplemente se \u00abcongelar\u00e1\u00bb o el programa arrojar\u00e1 un error tipo <i data-path-to-node=\"5,0,0\" data-index-in-node=\"162\">Memory Error<\/i>.<\/p>\n<p data-path-to-node=\"5,1,0\"><b data-path-to-node=\"5,1,0\" data-index-in-node=\"0\">La soluci\u00f3n Apache<\/b><\/p>\n<p data-path-to-node=\"5,1,0\">Herramientas como Apache Spark no cargan todo a la vez. Dividen el archivo en trozos peque\u00f1os y los procesan por partes, o incluso los reparten entre 10, 100 o 1.000 ordenadores diferentes.<\/p>\n<\/div><div class=\"fusion-text fusion-text-8\"><h4 data-path-to-node=\"6\"><span class=\"ez-toc-section\" id=\"El_procesamiento_en_un_solo_nucleo_single-core\"><\/span>El procesamiento en un solo n\u00facleo (single-core)<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"7\">Muchos de los algoritmos tradicionales de Python o R est\u00e1n dise\u00f1ados para ejecutarse de forma secuencial en un solo n\u00facleo de la CPU.<\/p>\n<p data-path-to-node=\"8,0,0\"><b data-path-to-node=\"8,0,0\" data-index-in-node=\"0\">El problema<\/b><\/p>\n<p data-path-to-node=\"8,0,0\">Aunque yo cuente con un ordenador potente con 12 n\u00facleos, Python podr\u00eda estar usando solo uno al 100% mientras los otros 11 estar\u00e1n descansando. Esto hace que procesar millones de filas tome horas.<\/p>\n<p data-path-to-node=\"8,1,0\"><b data-path-to-node=\"8,1,0\" data-index-in-node=\"0\">La soluci\u00f3n Apache<\/b><\/p>\n<p data-path-to-node=\"8,1,0\">El ecosistema Apache est\u00e1 dise\u00f1ado para el procesamiento paralelo.<\/p>\n<\/div><div class=\"fusion-text fusion-text-9\"><h4 data-path-to-node=\"9\"><span class=\"ez-toc-section\" id=\"La_%C2%ABLey_de_los_datos_locales%C2%BB\"><\/span>La \u00abLey de los datos locales\u00bb<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"10\">Python y R suelen trabajar con archivos que est\u00e1n en el disco duro (<code data-path-to-node=\"10\" data-index-in-node=\"68\">.csv<\/code>, <code data-path-to-node=\"10\" data-index-in-node=\"74\">.xlsx<\/code>, <code data-path-to-node=\"10\" data-index-in-node=\"81\">.json<\/code>).<\/p>\n<p data-path-to-node=\"11,0,0\"><b data-path-to-node=\"11,0,0\" data-index-in-node=\"0\">El problema<\/b><\/p>\n<p data-path-to-node=\"11,0,0\">En una empresa moderna, los datos no est\u00e1n en un solo archivo; est\u00e1n esparcidos en <em>data lakes<\/em> o en servidores en la nube. Mover esos datos hacia un <em>script<\/em> de Python ser\u00eda lento y costoso.<\/p>\n<p data-path-to-node=\"11,1,0\"><b data-path-to-node=\"11,1,0\" data-index-in-node=\"0\">La soluci\u00f3n Apache<\/b><\/p>\n<p data-path-to-node=\"11,1,0\">Tecnolog\u00edas como Apache Hadoop (HDFS) o Apache Hive permiten llevar el c\u00f3digo hacia donde est\u00e1n los datos, en lugar de mover los datos hacia el c\u00f3digo.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:20px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:36;line-height:1.5;\">Ejemplos de proyectos Apache<\/h2><\/div><div class=\"fusion-text fusion-text-10\"><p>Podemos dividir los proyectos principales de Apache seg\u00fan la etapa del flujo de trabajo, ya sea en ciencia de datos, en inteligencia de negocios u otras materias en las que haga falta trabajar con grandes vol\u00famenes de datos.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:24;--minFontSize:24;line-height:1.5;\">Procesamiento y computaci\u00f3n distribuida<\/h3><\/div><div class=\"accordian fusion-accordian\" style=\"--awb-border-size:1px;--awb-icon-size:15px;--awb-content-font-size:20px;--awb-icon-alignment:left;--awb-hover-color:#f9f9f9;--awb-border-color:#cccccc;--awb-background-color:#ffffff;--awb-divider-color:#000000;--awb-divider-hover-color:#000000;--awb-icon-color:#ffffff;--awb-title-color:#af7baf;--awb-content-color:#747474;--awb-icon-box-color:#333333;--awb-toggle-hover-accent-color:#9b00af;--awb-title-font-family:&quot;Roboto Condensed&quot;;--awb-title-font-weight:regular;--awb-title-font-style:normal;--awb-title-font-size:20px;--awb-content-font-family:&quot;Open Sans&quot;;--awb-content-font-style:normal;--awb-content-font-weight:400;\"><div class=\"panel-group fusion-toggle-icon-boxed\" id=\"accordion-55265-1\"><div class=\"fusion-panel panel-default panel-e24271ca86d26d748 fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_e24271ca86d26d748\"><a aria-expanded=\"false\" aria-controls=\"e24271ca86d26d748\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-1\" data-target=\"#e24271ca86d26d748\" href=\"#e24271ca86d26d748\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Flink<\/span><\/a><\/h4><\/div><div id=\"e24271ca86d26d748\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_e24271ca86d26d748\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"7,1,0\"><span class=\"citation-58\"><strong>Apache Flink<\/strong> se especializa en el procesamiento de flujos de datos en tiempo real (<\/span><i data-path-to-node=\"7,1,0\" data-index-in-node=\"83\"><span class=\"citation-58\">streaming<\/span><\/i><span class=\"citation-58 citation-end-58\">).<\/span><\/p>\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-0a3d8e8189277ef0c fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_0a3d8e8189277ef0c\"><a aria-expanded=\"false\" aria-controls=\"0a3d8e8189277ef0c\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-1\" data-target=\"#0a3d8e8189277ef0c\" href=\"#0a3d8e8189277ef0c\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Hadoop<\/span><\/a><\/h4><\/div><div id=\"0a3d8e8189277ef0c\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_0a3d8e8189277ef0c\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"7,2,0\"><span class=\"citation-56 citation-end-56\"><strong>Apache Hadoop<\/strong> introdujo el sistema de archivos distribuido (HDFS) que permite almacenar archivos gigantescos repartidos en muchos servidores.<\/span><\/p>\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-2490e1c8c74f0b353 fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_2490e1c8c74f0b353\"><a aria-expanded=\"false\" aria-controls=\"2490e1c8c74f0b353\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-1\" data-target=\"#2490e1c8c74f0b353\" href=\"#2490e1c8c74f0b353\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Kylin<\/span><\/a><\/h4><\/div><div id=\"2490e1c8c74f0b353\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_2490e1c8c74f0b353\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"9\"><strong><span class=\"citation-100 citation-end-100\">Apache Kylin<\/span><\/strong><span class=\"citation-99 citation-end-99\">\u00a0fue dise\u00f1ado por eBay para resolver un problema: \u00bfC\u00f3mo hacemos informes de BI sobre Hadoop sin esperar horas?<\/span><\/p>\n<p data-path-to-node=\"11,0,0\"><span class=\"citation-98 citation-end-98\">Esta herramienta proporciona una interfaz SQL y capacidades de cubos multidimensionales (OLAP) sobre <em>datasets<\/em> de tama\u00f1o masivo (<em>big data<\/em>).<\/span><\/p>\n<p data-path-to-node=\"11,1,0\">\u00abPre-calcula\u00bb los resultados: si vas a preguntar por \u00abVentas por regi\u00f3n y mes\u00bb, Kylin lo calcula antes de que lo preguntes.<\/p>\n<p data-path-to-node=\"11,2,0\">Permite que herramientas tradicionales como Tableau, Power BI o Excel se conecten a Hadoop y funcionen de forma fluida, como si estuvieran conectadas a una base de datos peque\u00f1a.<\/p>\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-f6a1edd5a50de392e fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_f6a1edd5a50de392e\"><a aria-expanded=\"false\" aria-controls=\"f6a1edd5a50de392e\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-1\" data-target=\"#f6a1edd5a50de392e\" href=\"#f6a1edd5a50de392e\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Spark<\/span><\/a><\/h4><\/div><div id=\"f6a1edd5a50de392e\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_f6a1edd5a50de392e\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"7,0,0\"><span class=\"citation-59 citation-end-59\"><strong>Apache Spark<\/strong> es un motor de procesamiento ultra r\u00e1pido, que permite realizar an\u00e1lisis de datos y <em>machine learning. <\/em><\/span>Se ha dise\u00f1ado para ser r\u00e1pido, vers\u00e1til y escalable en el an\u00e1lisis de <em>big data<\/em> (macrodatos) y por ello se utiliza en el campo de la ciencia de datos.<\/p>\n<div class=\"source-inline-chip-container ng-star-inserted\">\n<p>Emplea procesamiento en memoria RAM y un grafo ac\u00edclico dirigido (DAG) para lograr una ejecuci\u00f3n optimizada, permitiendo el an\u00e1lisis en tiempo real, procesamiento por lotes, <em>machine learning<\/em> y consultas SQL.<\/p>\n<p>Funciona en cl\u00fasteres independientes o sobre Hadoop, ofreciendo APIs en Python (PySpark), Scala, Java y R.<\/p>\n<\/div>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-f09c7c10f80049f7c fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_f09c7c10f80049f7c\"><a aria-expanded=\"false\" aria-controls=\"f09c7c10f80049f7c\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-1\" data-target=\"#f09c7c10f80049f7c\" href=\"#f09c7c10f80049f7c\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Superset<\/span><\/a><\/h4><\/div><div id=\"f09c7c10f80049f7c\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_f09c7c10f80049f7c\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"3\"><strong><span class=\"citation-111 citation-end-111\">Apache Superset <\/span><\/strong><span class=\"citation-111 citation-end-111\">e<\/span><span class=\"citation-110 citation-end-110\">s una plataforma moderna de exploraci\u00f3n y visualizaci\u00f3n de datos. Sirve para c<\/span><span class=\"citation-109 citation-end-109\">rear <em>dashboards<\/em> interactivos con una interfaz muy visual.<\/span><\/p>\n<p data-path-to-node=\"5,1,0\"><span class=\"citation-108 citation-end-108\">Es <em>cloud-native<\/em> y puede conectarse a casi cualquier base de datos SQL.<\/span> <span class=\"citation-107\">Adem\u00e1s, tiene un editor SQL integrado llamado <\/span><i data-path-to-node=\"5,1,0\" data-index-in-node=\"129\"><span class=\"citation-107\">SQL Lab<\/span><\/i><span class=\"citation-107 citation-end-107\"> para que los analistas m\u00e1s t\u00e9cnicos preparen sus datos antes de traducirlos en gr\u00e1ficos.<\/span><\/p>\n<p data-path-to-node=\"5,2,0\"><span class=\"citation-106\">S<\/span><span class=\"citation-106 citation-end-106\">uperset es gratuito y escalable para miles de personas sin costes de licencia.<\/span><\/p>\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:24;--minFontSize:24;line-height:1.5;\">Almacenamiento y gesti\u00f3n de bases de datos<\/h3><\/div><div class=\"accordian fusion-accordian\" style=\"--awb-border-size:1px;--awb-icon-size:15px;--awb-content-font-size:20px;--awb-icon-alignment:left;--awb-hover-color:#f9f9f9;--awb-border-color:#cccccc;--awb-background-color:#ffffff;--awb-divider-color:#000000;--awb-divider-hover-color:#000000;--awb-icon-color:#ffffff;--awb-title-color:#af7baf;--awb-content-color:#747474;--awb-icon-box-color:#333333;--awb-toggle-hover-accent-color:#9b00af;--awb-title-font-family:&quot;Roboto Condensed&quot;;--awb-title-font-weight:regular;--awb-title-font-style:normal;--awb-title-font-size:20px;--awb-content-font-family:&quot;Open Sans&quot;;--awb-content-font-style:normal;--awb-content-font-weight:400;\"><div class=\"panel-group fusion-toggle-icon-boxed\" id=\"accordion-55265-2\"><div class=\"fusion-panel panel-default panel-0365af598416ba2e3 fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_0365af598416ba2e3\"><a aria-expanded=\"false\" aria-controls=\"0365af598416ba2e3\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-2\" data-target=\"#0365af598416ba2e3\" href=\"#0365af598416ba2e3\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Cassandra<\/span><\/a><\/h4><\/div><div id=\"0365af598416ba2e3\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_0365af598416ba2e3\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"9,0,0\"><span class=\"citation-55 citation-end-55\"><strong>Apache Cassandra<\/strong> es una base de datos NoSQL dise\u00f1ada para manejar cantidades masivas de datos sin fallos.<\/span><\/p>\n<p data-path-to-node=\"9,0,0\"><span class=\"citation-55 citation-end-55\">Es utilizada por gigantes como Apple o Netflix.<\/span><\/p>\n<ul data-path-to-node=\"9\">\n<li>\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-8015bd242c5f0fe5f fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_8015bd242c5f0fe5f\"><a aria-expanded=\"false\" aria-controls=\"8015bd242c5f0fe5f\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-2\" data-target=\"#8015bd242c5f0fe5f\" href=\"#8015bd242c5f0fe5f\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Doris <\/span><\/a><\/h4><\/div><div id=\"8015bd242c5f0fe5f\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_8015bd242c5f0fe5f\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"12\"><strong><span class=\"citation-97 citation-end-97\">Apache Doris<\/span><\/strong><span class=\"citation-96 citation-end-96\">\u00a0es un sistema de an\u00e1lisis MPP (procesamiento masivo en paralelo) muy popular en empresas que necesitan informes ultra r\u00e1pidos y sencillos de gestionar. <\/span>Permite reportes de alta concurrencia (muchos usuarios consultando a la vez) y an\u00e1lisis <em>ad hoc<\/em>.<\/p>\n<p data-path-to-node=\"14,1,0\">Es extremadamente f\u00e1cil de instalar comparado con otros proyectos de Apache y no tiene dependencias externas complicadas.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-ffadb647181a773f5 fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_ffadb647181a773f5\"><a aria-expanded=\"false\" aria-controls=\"ffadb647181a773f5\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-2\" data-target=\"#ffadb647181a773f5\" href=\"#ffadb647181a773f5\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Hive<\/span><\/a><\/h4><\/div><div id=\"ffadb647181a773f5\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_ffadb647181a773f5\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<p data-path-to-node=\"9,1,0\"><b data-path-to-node=\"9,1,0\" data-index-in-node=\"0\"><span class=\"citation-54\">Apache Hive <\/span><\/b><span class=\"citation-54\">p<\/span><span class=\"citation-54 citation-end-54\">ermite consultar datos almacenados en Hadoop utilizando un lenguaje muy similar al SQL tradicional, facilitando la vida a los analistas.<\/span><\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-fbe7ead1c167f3242 fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_fbe7ead1c167f3242\"><a aria-expanded=\"false\" aria-controls=\"fbe7ead1c167f3242\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-2\" data-target=\"#fbe7ead1c167f3242\" href=\"#fbe7ead1c167f3242\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Parquet<\/span><\/a><\/h4><\/div><div id=\"fbe7ead1c167f3242\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_fbe7ead1c167f3242\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"9,2,0\"><b data-path-to-node=\"9,2,0\" data-index-in-node=\"0\">Apache Parquet<\/b><span class=\"citation-53 citation-end-53\"> es un formato de almacenamiento en columnas que optimiza dr\u00e1sticamente el espacio y la velocidad de lectura.<\/span><\/p>\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:24;--minFontSize:24;line-height:1.5;\">Orquestaci\u00f3n y flujo de datos<\/h3><\/div><div class=\"accordian fusion-accordian\" style=\"--awb-border-size:1px;--awb-icon-size:15px;--awb-content-font-size:20px;--awb-icon-alignment:left;--awb-hover-color:#f9f9f9;--awb-border-color:#cccccc;--awb-background-color:#ffffff;--awb-divider-color:#000000;--awb-divider-hover-color:#000000;--awb-icon-color:#ffffff;--awb-title-color:#af7baf;--awb-content-color:#747474;--awb-icon-box-color:#333333;--awb-toggle-hover-accent-color:#9b00af;--awb-title-font-family:&quot;Roboto Condensed&quot;;--awb-title-font-weight:regular;--awb-title-font-style:normal;--awb-title-font-size:20px;--awb-content-font-family:&quot;Open Sans&quot;;--awb-content-font-style:normal;--awb-content-font-weight:400;\"><div class=\"panel-group fusion-toggle-icon-boxed\" id=\"accordion-55265-3\"><div class=\"fusion-panel panel-default panel-91a5ee06238b702f7 fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_91a5ee06238b702f7\"><a aria-expanded=\"false\" aria-controls=\"91a5ee06238b702f7\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-3\" data-target=\"#91a5ee06238b702f7\" href=\"#91a5ee06238b702f7\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Airflow<\/span><\/a><\/h4><\/div><div id=\"91a5ee06238b702f7\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_91a5ee06238b702f7\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"11,0,0\"><b data-path-to-node=\"11,0,0\" data-index-in-node=\"0\">Apache Airflow<\/b>\u00a0es el \u00abdirector de orquesta\u00bb. <span class=\"citation-52 citation-end-52\">Se usa para programar y monitorear flujos de trabajo <em>(pipelines)<\/em> complejos. <\/span><span class=\"citation-51 citation-end-51\">Por ejemplo, para decirle al sistema: \u00abLimpia estos datos a las 2 AM, entrena el modelo a las 3 AM y genera el reporte a las 4 AM\u00bb.<\/span><\/p>\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-ea672dd0a0736318d fusion-toggle-has-divider\" style=\"--awb-title-color:#af7baf;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_ea672dd0a0736318d\"><a aria-expanded=\"false\" aria-controls=\"ea672dd0a0736318d\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-55265-3\" data-target=\"#ea672dd0a0736318d\" href=\"#ea672dd0a0736318d\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Apache Kafka<\/span><\/a><\/h4><\/div><div id=\"ea672dd0a0736318d\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_ea672dd0a0736318d\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p data-path-to-node=\"11,1,0\"><b data-path-to-node=\"11,1,0\" data-index-in-node=\"0\"><span class=\"citation-50\">Apache Kafka <\/span><\/b><span class=\"citation-50\">es u<\/span><span class=\"citation-50 citation-end-50\">n sistema de mensajer\u00eda que permite que los datos viajen de un punto A a un punto B en tiempo real, ideal para aplicaciones que no pueden esperar.<\/span><\/p>\n<div class=\"source-inline-chip-container ng-star-inserted\"><\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:20px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:36;line-height:1.5;\">Enlaces<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-span-yes fusion-button-default-type\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.apache.org\/\"><i class=\"fa-external-link-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Apache.org<\/span><\/a><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-10 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:60px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;border-color:#000000;border-top-width:1px;\"><\/div><\/div><\/div><\/div><\/div><\/div>\n<div 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