{"id":3245,"date":"2024-02-12T11:36:45","date_gmt":"2024-02-12T19:36:45","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/fast-data-generation-capella\/"},"modified":"2026-09-23T08:16:29","modified_gmt":"2026-09-23T15:16:29","slug":"fast-data-generation-capella","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/es\/fast-data-generation-capella\/","title":{"rendered":"Generaci\u00f3n r\u00e1pida de datos con el servicio de eventos de Capella"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><span>Todo desarrollador de aplicaciones se ha enfrentado a la necesidad de datos de ejemplo. Ya sea para pruebas funcionales o pruebas de estr\u00e9s a escala, se requiere un gran volumen de datos significativos para ver c\u00f3mo se desempe\u00f1a realmente una aplicaci\u00f3n bajo condiciones del mundo real. En la mayor\u00eda de los casos, utilizar datos de producci\u00f3n reales est\u00e1 fuera de discusi\u00f3n debido al impacto en las cargas de trabajo operativas, y en la gobernanza y seguridad de los datos, por lo que se requieren datos de ejemplo.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Las herramientas de generaci\u00f3n de datos aleatorios existen, pero por lo general solo generan datos simples y repetitivos con valores gen\u00e9ricos que no se parezcan en nada a los datos complejos de las aplicaciones. Y estas herramientas rara vez pueden producir suficientes datos para probar verdaderamente las aplicaciones a escala y rendimiento de nivel empresarial.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Recientemente particip\u00e9 en un esfuerzo de desarrollo en el que nos enfrentamos a esta misma situaci\u00f3n: una aplicaci\u00f3n de aerol\u00ednea prototipo que funcionaba bien con una cantidad min\u00fascula de datos creados a mano, pero que a\u00fan no se hab\u00eda probado a escala con grandes vol\u00famenes de datos. Y para complicar las cosas, los datos deb\u00edan ser complejos con elementos anidados, lo que hac\u00eda in\u00fatiles a las herramientas de generaci\u00f3n de datos que solo pod\u00edan producir peque\u00f1as cantidades de datos simples.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Para nuestra soluci\u00f3n, recurrimos a las incre\u00edbles caracter\u00edsticas y la inmensa escala de Couchbase <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/es\/products\/capella\/\"><span>Capella<\/span><\/a><span>, la base de datos en la nube como servicio.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Contin\u00fae leyendo para obtener una descripci\u00f3n general, siga el video de demostraci\u00f3n que muestra la soluci\u00f3n en acci\u00f3n, o <a href=\"https:\/\/github.com\/couchbaselabs\/data-generator-eventing\">ve directamente al c\u00f3digo en GitHub<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><iframe loading=\"lazy\" title=\"Generaci\u00f3n r\u00e1pida de datos aprovechando Capella Eventing\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/YkbFVawJ9NI?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\n\n\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>La receta que se nos ocurri\u00f3 es simple:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><i><span>1 parte de Couchbase Capella Data Service<\/span><\/i><\/li>\n\n\n\n<li><i><span>1 parte del servicio de eventos de Couchbase Capella<\/span><\/i><\/li>\n\n\n\n<li><i><span>2 funciones de Eventing<\/span><\/i><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><i>Mezcle bien en una configuraci\u00f3n de Capella dimensionada seg\u00fan la cantidad de datos que desea generar en un tiempo espec\u00edfico. Genere los datos deseados y ret\u00edrelos, bien calientes y listos para usar.<\/i><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\u00a1Profundicemos en los detalles!<\/span><\/p>\n\n\n\n<h2 id=\"h-couchbase-capella-speed-and-scale\" class=\"wp-block-heading\"><span>Couchbase Capella = velocidad y escala<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Couchbase Capella es la plataforma de base de datos en nube para aplicaciones modernas que fusiona la agilidad y el rendimiento de una base de datos NoSQL distribuida y las fortalezas de un SGBDR en una sola base de datos.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Capella es <em>multiuso<\/em>, lo que significa que es una combinaci\u00f3n de patrones de acceso a datos. Primero, proporciona procesamiento de valor clave en memoria para una capacidad de respuesta hiperr\u00e1pida. A continuaci\u00f3n, ofrece almacenamiento distribuido de datos basados en documentos JSON para mayor flexibilidad y resistencia. A esto se suma el soporte para b\u00fasqueda de texto completo, sincronizaci\u00f3n de datos m\u00f3viles, IoT\/series temporales, an\u00e1lisis columnar y m\u00e1s. <\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Tambi\u00e9n ofrece compatibilidad con consultas SQL, algo que no se encuentra t\u00edpicamente en otras bases de datos de documentos, para que los desarrolladores puedan trabajar con Capella usando un lenguaje que ya conocen. Estas son capacidades que los clientes ya no tienen que ensamblar a partir de un mont\u00f3n de tecnolog\u00edas diferentes, porque lo obtienen todo en una sola base de datos con Capella.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>La escala y la velocidad de Capella cuentan con la confianza de grandes clientes empresariales y startups por igual, y est\u00e1n probadas en <\/span><a href=\"https:\/\/info.couchbase.com\/rs\/302-GJY-034\/images\/2023-Altoros-NoSQL-Dbaas-Performance-Capella-Atlas-Dynamo-Redis.pdf\" data-type=\"link\" data-id=\"https:\/\/info.couchbase.com\/rs\/302-GJY-034\/images\/2023-Altoros-NoSQL-Dbaas-Performance-Capella-Atlas-Dynamo-Redis.pdf\"><span>puntuaciones de referencia que muestran un rendimiento superior frente a la competencia<\/span><\/a><span>.<\/span><\/p>\n\n\n\n<h2 id=\"h-capella-eventing-service-real-time-action\" class=\"wp-block-heading\"><span>Servicio de Eventos de Capella = acci\u00f3n en tiempo real<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Adem\u00e1s de las otras funciones integradas, Capella ofrece la <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/es\/products\/eventing\/\"><span>Servicio de eventos<\/span><\/a><span>, lo que permite a los desarrolladores escribir funciones de JavaScript que se llaman en tiempo real cuando hay cambios en los datos de Capella. Las funciones son f\u00e1ciles de crear utilizando el editor de Eventing de Data Tools en el plano de control de Capella, donde se especifican los buckets de origen que activan la ejecuci\u00f3n de las funciones.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Los casos de uso t\u00edpicos del servicio de eventos incluyen:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span>Alertas basadas en umbrales<\/span><\/li>\n\n\n\n<li><span>Par\u00e1metros de monitoreo<\/span><\/li>\n\n\n\n<li><span>Enriquecimiento de documentos<\/span><\/li>\n\n\n\n<li><span>Programaci\u00f3n de acciones futuras<\/span><\/li>\n\n\n\n<li><span>Herramientas puntuales de limpieza de datos<\/span><\/li>\n\n\n\n<li><span>Interacci\u00f3n REST externa<\/span><\/li>\n<\/ul>\n\n\n\n<h2 id=\"h-100-million-docs-in-minutes\" class=\"wp-block-heading\"><span>\u00a1100 millones de documentos en minutos!<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Elegimos el Servicio de Eventing de Capella para la generaci\u00f3n de datos porque nos dio la flexibilidad de producir documentos con el formato exacto que necesit\u00e1bamos y la escala para producir <em>muchos<\/em> de ellos!<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Primero, configuramos nuestro cl\u00faster de Capella para generar un gran volumen de datos en poco tiempo. En este caso, quer\u00edamos 100 millones de documentos en unos cinco minutos, por lo que optamos por 10 nodos de cl\u00faster en total: 6 ejecutando el Servicio de Datos y 4 ejecutando el Servicio de Eventos.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>A continuaci\u00f3n, creamos funciones para el servicio de eventos de Capella con bucles dise\u00f1ados para generar documentos JSON con datos de aerol\u00edneas realistas en un dep\u00f3sito de destino.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Desde ah\u00ed fue f\u00e1cil generar los datos. Activamos las funciones haciendo una simple mutaci\u00f3n de datos en una carpeta de origen especificada, \u00a1y obtuvimos 100 millones de documentos de aerol\u00edneas en menos de tres minutos!<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Una vez que se generaron nuestros datos, aprovechamos <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/es\/multi-dimensional-scalability-overview\/\"><span>Escalamiento Multidimensional<\/span><\/a><span> y redujimos nuestra configuraci\u00f3n nuevamente a 3 nodos, lo que redujo costos.<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span>Todo el proceso se detalla en el tutorial <\/span><a href=\"https:\/\/youtu.be\/YkbFVawJ9NI?feature=shared\"><span>video<\/span><\/a>.<\/li>\n\n\n\n<li><span>Intenta generar tus propios datos de ejemplo siguiendo el <\/span><a href=\"https:\/\/github.com\/couchbaselabs\/data-generator-eventing\"><span>instrucciones paso a paso en este repositorio de GitHub<\/span><\/a><span>.<\/span><\/li>\n\n\n\n<li>\u00bfNuevo en Capella? Aseg\u00farate de aprovechar un <a href=\"https:\/\/cloud.couchbase.com\/sign-up\">Prueba GRATUITA de Capella<\/a>!<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Every application developer has faced the need for sample data. Whether it&#8217;s for functional testing or stress testing at scale, a large volume of meaningful data is required to see how an app actually performs under real world conditions. In most cases using actual production data is out of the question because of the impact [&hellip;]<\/p>\n","protected":false},"author":68550,"featured_media":3242,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_acf":"","footnotes":"","_ppma_block_editor_authors":""},"categories":[136,301,189,348],"tags":[30,793],"ppma_author":[447],"class_list":["post-3245","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-best-practices-and-tutorials","category-cloud","category-data-modeling","category-eventing","tag-json","tag-multipurpose"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.6 (Yoast SEO v28.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>FAST Data Generation With The Capella Eventing Service - The Couchbase Blog<\/title>\n<meta name=\"description\" content=\"100M JSON sample docs in 3 minutes? 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