{"id":13469,"date":"2025-03-28T08:30:25","date_gmt":"2025-03-28T07:30:25","guid":{"rendered":"https:\/\/www.hiberus.com\/crecemos-contigo\/?p=13469"},"modified":"2026-02-05T11:29:12","modified_gmt":"2026-02-05T10:29:12","slug":"servicios-de-google-cloud-para-big-data","status":"publish","type":"post","link":"https:\/\/www.hiberus.com\/crecemos-contigo\/servicios-de-google-cloud-para-big-data\/","title":{"rendered":"Google Cloud Computing para Big Data"},"content":{"rendered":"<p><b><span data-contrast=\"auto\">Google Cloud Computing<\/span><\/b><span data-contrast=\"auto\"> ofrece muchos servicios diferentes para cubrir las necesidades de procesamiento de datos y aplicaciones Big Data. En este art\u00edculo hablamos acerca de los\u202f<\/span><b><span data-contrast=\"auto\">servicios para crear un \u201cdata pipeline\u201d o tuber\u00eda de datos<\/span><\/b><span data-contrast=\"auto\">, es decir, la carga, preparaci\u00f3n y limpieza de datos sobre esa plataforma.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">A continuaci\u00f3n, se explica la utilidad de cada uno de estos servicios, sus beneficios y una aproximaci\u00f3n al c\u00e1lculo de su coste.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"2\"><span data-contrast=\"none\">Todos los servicios de Google Cloud Computing para Big Data<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:160,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">Primero se hablar\u00e1 sobre los servicios que ofrece\u202fGoogle Cloud Computing para el almacenamiento de datos, lo siguiente ser\u00e1n las herramientas de ingesta de datos y se finalizar\u00e1 con la preparaci\u00f3n y procesamiento de los datos.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h3><span data-contrast=\"none\">1. Servicios de almacenamiento de Google Cloud Computing<\/span><\/h3>\n<h4 aria-level=\"4\">Cloud Storage<\/h4>\n<p><b><span data-contrast=\"auto\">Cloud Storage<\/span><\/b><span data-contrast=\"auto\">\u202fofrece un\u202f<\/span><b><span data-contrast=\"auto\">servicio de almacenamiento de objetos de alta durabilidad que se puede escalar hasta exabytes de datos<\/span><\/b><span data-contrast=\"auto\">. Proporciona un\u202f<\/span><b><span data-contrast=\"auto\">acceso instant\u00e1neo<\/span><\/b><span data-contrast=\"auto\">\u202fa los datos desde cualquier servicio.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/cloud-storage.jpg\" data-rel=\"lightbox-image-0\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13470 size-full\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/cloud-storage.jpg\" alt=\"Google Cloud Computing. Aplicaci\u00f3n cloud storage\" width=\"225\" height=\"225\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/cloud-storage.jpg 225w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/cloud-storage-150x150.jpg 150w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/><\/a><\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas principales son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Almacenamiento persistente<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u00c1rea de pruebas<\/span><\/b><span data-contrast=\"auto\">\u202fpara otros servicios.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Forma de\u202f<\/span><b><span data-contrast=\"auto\">almacenamiento en clases.<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Control de acceso<\/span><\/b><span data-contrast=\"auto\">\u202fpor cada proyecto, se organiza en \u201cbuckets\u201d.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Almacenamiento<\/span><\/b><span data-contrast=\"auto\">\u202futilizado tanto\u202f<\/span><b><span data-contrast=\"auto\">en streaming<\/span><\/b><span data-contrast=\"auto\">\u202fcomo\u202f<\/span><b><span data-contrast=\"auto\">en batch<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Soporte de versionado.<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"7\" data-aria-level=\"1\"><span data-contrast=\"auto\">Soporte de m\u00faltiples opciones de\u202f<\/span><b><span data-contrast=\"auto\">encriptaci\u00f3n<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">La caracter\u00edstica m\u00e1s destacada de Cloud Storage es la capacidad de\u202f<\/span><b><span data-contrast=\"auto\">almacenar cualquier tipo de archivo<\/span><\/b><span data-contrast=\"auto\">: desde CSV, JSON, AVRO, hasta im\u00e1genes.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">El precio se basa en la\u202f<\/span><b><span data-contrast=\"auto\">cantidad de datos almacenados<\/span><\/b><span data-contrast=\"auto\">, los recursos de red, la cantidad de operaciones realizadas sobre esos datos. Es decir, cuanto mayor sea el peso del archivo y cuantos m\u00e1s accesos se hagan al mismo, mayor ser\u00e1 el precio. Este tipo de almacenamiento suele llamarse \u201cCold\u201d, ya que no se realizan muchas operaciones. El precio est\u00e1ndar es por 1GB de datos almacenados.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Si se va a realizar un\u202f<\/span><b><span data-contrast=\"auto\">almacenamiento de datos hist\u00f3rico<\/span><\/b><span data-contrast=\"auto\">, o de datos sin estructurar y sin SDK m\u00f3vil, las mejores pr\u00e1cticas de Google recomiendan usar Cloud Storage.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 aria-level=\"4\">Cloud BigTable<\/h4>\n<p><b><span data-contrast=\"auto\">BigTable<\/span><\/b><span data-contrast=\"auto\">\u202fse trata de una base de datos tipo NOSQL, Google recomienda usar este tipo de base de datos para\u202f<\/span><b><span data-contrast=\"auto\">tecnolog\u00edas de anuncios, finanzas o IOT<\/span><\/b><span data-contrast=\"auto\">. Esta base de datos est\u00e1 destinada a un\u202f<\/span><b><span data-contrast=\"auto\">alto rendimiento<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/BigTable.png\" data-rel=\"lightbox-image-1\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13471 size-full\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/BigTable.png\" alt=\"big table\" width=\"225\" height=\"225\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/BigTable.png 225w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/BigTable-150x150.png 150w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/><\/a><\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas principales son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Latencia constante<\/span><\/b><span data-contrast=\"auto\">\u202fpor debajo de los\u202f<\/span><b><span data-contrast=\"auto\">10 ms<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Alto rendimiento<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Acceso dise\u00f1ado para\u202f<\/span><b><span data-contrast=\"auto\">optimizar el rango de celdas mediante prefijos de llave.<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Esquema definido<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Control de acceso.<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Dise\u00f1o de rendimiento.<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"7\" data-aria-level=\"1\"><span data-contrast=\"auto\">Escoger entre HDD y SSD<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"8\" data-aria-level=\"1\"><span data-contrast=\"auto\">Bueno para un\u202f<\/span><b><span data-contrast=\"auto\">almacenamiento columnar<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"9\" data-aria-level=\"1\"><span data-contrast=\"auto\">Sin servidor (<\/span><b><span data-contrast=\"auto\">Serverless<\/span><\/b><span data-contrast=\"auto\">)<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Cloud Bigtable es un servicio de base de datos NoSQL r\u00e1pido, totalmente gestionado y con enorme escalabilidad. El precio var\u00eda dependiendo del\u202f<\/span><b><span data-contrast=\"auto\">almacenamiento que se use<\/span><\/b><span data-contrast=\"auto\">, si es\u202f<\/span><b><span data-contrast=\"auto\">SSD<\/span><\/b><span data-contrast=\"auto\">\u202fser\u00e1 bastante m\u00e1s caro que usar\u202f<\/span><b><span data-contrast=\"auto\">HDD<\/span><\/b><span data-contrast=\"auto\">, pero la velocidad tambi\u00e9n var\u00eda proporcionalmente al precio.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Si los datos no son estructurados y necesitan un an\u00e1lisis adem\u00e1s de muchas\u202f<\/span><b><span data-contrast=\"auto\">transacciones con baja latencia<\/span><\/b><span data-contrast=\"auto\">, las mejores pr\u00e1cticas de Google recomiendan usar Cloud BigTable.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 aria-level=\"4\">BigQuery<\/h4>\n<p><b><span data-contrast=\"auto\">BigQuery<\/span><\/b><span data-contrast=\"auto\">\u202fes el producto estrella de Google Cloud, es un almac\u00e9n de datos en la nube de\u202f<\/span><b><span data-contrast=\"auto\">bajo coste, gran escalabilidad y sin servidor\u202f<\/span><\/b><span data-contrast=\"auto\">(completamente administrado por Google) dise\u00f1ado para tomar decisiones. Permite\u202f<\/span><b><span data-contrast=\"auto\">almacenar y consultar<\/span><\/b><span data-contrast=\"auto\">\u202fconjuntos de datos masivos.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/big-query.png\" data-rel=\"lightbox-image-2\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13472\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/big-query.png\" alt=\"BigQuery aplicaci\u00f3n de Google Cloud Computing\" width=\"193\" height=\"193\" \/><\/a><\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Almacenamiento de<\/span><b><span data-contrast=\"auto\">\u202fpetabytes<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Familiarizado con\u202f<\/span><b><span data-contrast=\"auto\">bases de datos relacionales<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Se estructura en forma de\u202f<\/span><b><span data-contrast=\"auto\">tablas que se almacenan de forma columnar<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Permite la consulta de toda la informaci\u00f3n a trav\u00e9s de\u202f<\/span><b><span data-contrast=\"auto\">ANSI SQL<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Integrado con todos los servicios de GCP<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"1\"><span data-contrast=\"auto\">Permite la e<\/span><b><span data-contrast=\"auto\">xplotaci\u00f3n de informaci\u00f3n almacenada en otros medios como Cloud Storage o bases de datos externas como MySQL, Oracle, \u2026<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"7\" data-aria-level=\"1\"><span data-contrast=\"auto\">M\u00e1ximo n\u00famero de celdas es\u202f<\/span><b><span data-contrast=\"auto\">10MB<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Se paga por separado la\u202f<\/span><b><span data-contrast=\"auto\">informaci\u00f3n almacenada<\/span><\/b><span data-contrast=\"auto\">\u202fy el\u202f<\/span><b><span data-contrast=\"auto\">n\u00famero de consultas por GB<\/span><\/b><span data-contrast=\"auto\">. Se puede pagar por terabyte o por coste mensual dependiendo de las preferencias.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Si se desea hacer un \u201c<\/span><b><span data-contrast=\"auto\">Cold<\/span><\/b><span data-contrast=\"auto\">\u201d, BigQuery no es el adecuado ya que se cobra por consulta y no por informaci\u00f3n almacenada. Por lo tanto, se utiliza si se van a realizar consultas y transacciones con los datos que est\u00e9n recientes.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4><span class=\"TextRun SCXW188464710 BCX0\" lang=\"ES-ES\" xml:lang=\"ES-ES\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW188464710 BCX0\" data-ccp-parastyle=\"heading 4\">Comparativa<\/span><span class=\"NormalTextRun SCXW188464710 BCX0\" data-ccp-parastyle=\"heading 4\"> de<\/span><span class=\"NormalTextRun SCXW188464710 BCX0\" data-ccp-parastyle=\"heading 4\"> los<\/span><span class=\"NormalTextRun SCXW188464710 BCX0\" data-ccp-parastyle=\"heading 4\"> servicios de almacenamiento<\/span><span class=\"NormalTextRun SCXW188464710 BCX0\" data-ccp-parastyle=\"heading 4\"> de Google Cloud Computing<\/span><\/span><span class=\"EOP SCXW188464710 BCX0\" data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:80,&quot;335559739&quot;:40}\">\u00a0<\/span><\/h4>\n<table style=\"height: 460px;\" width=\"1073\">\n<tbody>\n<tr>\n<td width=\"189\"><strong>Cloud Storage<\/strong><\/td>\n<td width=\"189\"><strong>Big Table<\/strong><\/td>\n<td width=\"189\"><strong>Big Query<\/strong><\/td>\n<\/tr>\n<tr>\n<td width=\"189\">&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&#8211;\u00a0 \u00a0 \u00a0 \u00a0Almacenamiento persistente.<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Almacenamiento en clases.<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Estructura en carpetas llamados buckets<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Almacenamiento tanto en streaming como en batch.<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Almacenamiento de datos sin estructurar<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong>\u00a0<\/strong><\/td>\n<td width=\"189\">&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Base de datos NOSQL columnar<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Basado en Hbase<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 HDD o SDD<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Ingesta frecuente<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Grandes vol\u00famenes de datos (IoT)<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Latencia en milisegundos<\/td>\n<td width=\"189\">&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Nivel de Petabytes<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Base de datos SQL<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Consulta OLAP<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Uso para visualizaci\u00f3n y almacenado<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Almacenamiento de tablas en columnas<\/p>\n<p>&#8211;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Latencia en segundos<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>Los servicios que hemos explicado son para usos anal\u00edticos de la informaci\u00f3n. En la representaci\u00f3n siguiente se pueden ver todos los productos que ofrece Google Cloud para el almacenamiento.<\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data.png\" data-rel=\"lightbox-image-3\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13473 size-large\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-1024x515.png\" alt=\"\" width=\"620\" height=\"312\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-1024x515.png 1024w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-300x151.png 300w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-768x386.png 768w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-360x181.png 360w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data.png 1176w\" sizes=\"auto, (max-width: 620px) 100vw, 620px\" \/><\/a><\/p>\n<h3><span data-contrast=\"none\">2. Servicio de ingesta de Google Cloud Computing<\/span><\/h3>\n<h4 aria-level=\"4\">Cloud Pub\/Sub<\/h4>\n<p><span data-contrast=\"auto\">Con\u202f<\/span><b><span data-contrast=\"auto\">Google Pub\/Sub<\/span><\/b><span data-contrast=\"auto\">\u202fse pueden enviar mensajes entre aplicaciones, est\u00e1 dise\u00f1ado para proporcionar\u202f<\/span><b><span data-contrast=\"auto\">mensajes as\u00edncronos, fiables y con varios remitentes y destinatarios<\/span><\/b><span data-contrast=\"auto\">. El remitente env\u00eda la informaci\u00f3n a un\u202f<\/span><b><span data-contrast=\"auto\">topic<\/span><\/b><span data-contrast=\"auto\">\u202fmientras que el destinatario se suscribe al mismo para consumirlo.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Mediante este servicio los mensajes se transferir\u00e1n de forma segura, r\u00e1pida y as\u00edncrona. Hace uso del patr\u00f3n publish \/ subscribe messaging.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudPubSub.jpg\" data-rel=\"lightbox-image-4\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13474 size-full\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudPubSub.jpg\" alt=\"cloud pub sub de Google Cloud Computing\" width=\"736\" height=\"429\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudPubSub.jpg 736w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudPubSub-300x175.jpg 300w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudPubSub-360x210.jpg 360w\" sizes=\"auto, (max-width: 736px) 100vw, 736px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><span data-contrast=\"auto\">Como se puede apreciar en la figura anterior el\u202f<\/span><b><span data-contrast=\"auto\">publicador<\/span><\/b><span data-contrast=\"auto\">\u202fno se conecta con el\u202f<\/span><b><span data-contrast=\"auto\">subscriptor<\/span><\/b><span data-contrast=\"auto\">\u202fde forma directa, sino que lo hace a trav\u00e9s de un topic, que es una cola de mensajer\u00eda, de esta manera garantizamos que no haya perdida de datos. Despu\u00e9s el subscriptor se subscribe y recoge ese topic. Es el mismo mecanismo que utiliza el proyecto open Source\u202f<\/span><b><span data-contrast=\"auto\">Apache Kafka<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Capa de comunicaci\u00f3n muy confiable<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Alta capacidad<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">El tama\u00f1o m\u00e1ximo para un\u202f<\/span><b><span data-contrast=\"auto\">mensaje es de 10 MB<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">El tama\u00f1o m\u00e1ximo para una\u202f<\/span><b><span data-contrast=\"auto\">solicitud es de 10 MB<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Cuanto m\u00e1s se use m\u00e1s barato es. No hay costes por adelantado ni se cobra un importe por crear o mantener topics y suscriptores.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u202f<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h3><span data-contrast=\"none\">3. Servicios de preparaci\u00f3n y procesamiento<\/span><\/h3>\n<h4 aria-level=\"4\">Cloud Functions<\/h4>\n<p><span data-contrast=\"auto\">Se trata de una\u202f<\/span><b><span data-contrast=\"auto\">plataforma de computaci\u00f3n sin servidor<\/span><\/b><span data-contrast=\"auto\">\u202fbasada en eventos de Google Cloud. Se trata de un servicio en el cual puedes ejecutar el c\u00f3digo en la nube sin necesidad de un servidor.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudFunctions.jpg\" data-rel=\"lightbox-image-5\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13475 \" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudFunctions.jpg\" alt=\"Cloud Functions\" width=\"240\" height=\"240\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudFunctions.jpg 225w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudFunctions-150x150.jpg 150w\" sizes=\"auto, (max-width: 240px) 100vw, 240px\" \/><\/a><\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Serveless<\/span><\/b><span data-contrast=\"auto\">, sin necesidad de un servidor<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Escalado autom\u00e1tico<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Simplifica el desarrollo de aplicaciones<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Funciones de\u202f<\/span><b><span data-contrast=\"auto\">supervisi\u00f3n, almacenaje y an\u00e1<\/span><\/b><span data-contrast=\"auto\">lisis.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\">Utiliza\u202f<\/span><b><span data-contrast=\"auto\">Faas<\/span><\/b><span data-contrast=\"auto\">, funciones como servicios<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">En Cloud Functions se paga por el\u202f<\/span><b><span data-contrast=\"auto\">tiempo de ejecuci\u00f3n<\/span><\/b><span data-contrast=\"auto\">\u202fdel c\u00f3digo de tus funciones, las veces que se invoca y los recursos que consume. Las primeras 2 millones de invocaciones al mes son gratuitas.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Cloud functions sirve de gran ayuda si se requiere realizar\u202f<\/span><b><span data-contrast=\"auto\">operaciones con unos datos de un tama\u00f1o de hasta 2 GB<\/span><\/b><span data-contrast=\"auto\">, por lo tanto, si se va a operar datos menores de 2GB es una muy buena alternativa.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u202f<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"4\">Cloud Run<\/h4>\n<p><span data-contrast=\"auto\">Se trata de una plataforma de computaci\u00f3n gestionada que\u202f<\/span><b><span data-contrast=\"auto\">escala tus contenedores sin reconocer los estados<\/span><\/b><span data-contrast=\"auto\">. Este servicio podr\u00eda decirse que es igual que la herramienta open source\u202f<\/span><b><span data-contrast=\"auto\">Docker<\/span><\/b><span data-contrast=\"auto\">, la cual gestiona contenedores, solo que Cloud Run.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudRun.jpg\" data-rel=\"lightbox-image-6\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13476 size-full\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudRun.jpg\" alt=\"Cloud Run\" width=\"236\" height=\"213\" \/><\/a><\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Despliega\u202f<\/span><b><span data-contrast=\"auto\">contenedores http sin estado en cualquier lenguaje<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Abstracci\u00f3n de gestionar una infraestructura<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">No requiere una administraci\u00f3n de servidores<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Ejecuta un c<\/span><b><span data-contrast=\"auto\">ontenedor en producci\u00f3n en segundos<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"auto\">Solo se paga por recursos utilizados<\/span><\/b><span data-contrast=\"auto\">, una vez que est\u00e9 ejecutando el servicio solo se empieza a cobrar cuando se ejecute la funci\u00f3n y no cuando se activa el contenedor.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Por lo tanto, podemos decir que se trata de un servicio bastante barato para la cantidad de servicios que ofrece y para tareas que no manejan muchos datos se podr\u00eda utilizar en vez de Cloud Functions cuando se requiera alguna caracter\u00edstica especial o particular.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u202f<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"4\">Cloud DataFlow<\/h4>\n<p><span data-contrast=\"auto\">DataFlow es un servicio de procesamiento de datos de una forma r\u00e1pida y unificada en tiempo real y por lotes. Desarrolla y ejecuta un gran n\u00famero de patrones de procesamiento de datos, el m\u00e1s destacado es para procesos ETL.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h3><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudDataFlow.jpg\" data-rel=\"lightbox-image-7\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13477 \" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudDataFlow.jpg\" alt=\"\" width=\"191\" height=\"191\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudDataFlow.jpg 173w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/CloudDataFlow-150x150.jpg 150w\" sizes=\"auto, (max-width: 191px) 100vw, 191px\" \/><\/a><\/h3>\n<p>Se muestra la ejecuci\u00f3n de un \u201cpipeline\u201d de datos de ejemplo:<\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/pipeline.png\" data-rel=\"lightbox-image-8\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13478 size-large\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/pipeline-1024x626.png\" alt=\"pipeline\" width=\"620\" height=\"379\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/pipeline-1024x626.png 1024w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/pipeline-300x183.png 300w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/pipeline-768x469.png 768w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/pipeline-360x220.png 360w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/pipeline.png 1132w\" sizes=\"auto, (max-width: 620px) 100vw, 620px\" \/><\/a><\/p>\n<p><span data-contrast=\"auto\">Este servicio est\u00e1 basado en el proyecto open source\u202f<\/span><b><span data-contrast=\"auto\">Apache Beam<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Permite la p<\/span><b><span data-contrast=\"auto\">rogramaci\u00f3n en tiempo real y en batch utilizando la misma API<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">R\u00e1pido despliegue<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Servicio gestionado<\/span><\/b><span data-contrast=\"auto\">\u202fal 100%<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Balanceo de carga<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\">Basado en un\u202f<\/span><b><span data-contrast=\"auto\">est\u00e1ndar open-source como Apache Beam<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"1\"><span data-contrast=\"auto\">El tama\u00f1o m\u00e1ximo de los datos en tiempo real es de\u202f<\/span><b><span data-contrast=\"auto\">100Mb<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"7\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Procesamiento exacto, fiable y uniforme<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">El precio de DataFlow se\u202f<\/span><b><span data-contrast=\"auto\">factura por segundos<\/span><\/b><span data-contrast=\"auto\">, por el uso real del\u202f<\/span><b><span data-contrast=\"auto\">procesamiento en paralelo o por lotes<\/span><\/b><span data-contrast=\"auto\">. Las tareas de otros recursos cloud van incluidas dentro del precio de este servicio.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Es el servicio principal para procesamiento de grandes cantidades de datos en Google Cloud junto a DataProc. Est\u00e1 m\u00e1s preparado que DataProc para el tiempo real. Por el contrario, aunque est\u00e1 basado en un est\u00e1ndar open-source, es m\u00e1s complejo de traspasar a otro entorno Cloud y hay menos desarrolladores que conozcan el est\u00e1ndar Apache Beam frente a Apache Spark.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u202f<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"4\">Cloud DataProc<\/h4>\n<p><span data-contrast=\"auto\">Se trata de un servicio que permite gestionar los\u202f<\/span><b><span data-contrast=\"auto\">cl\u00fasters de spark y hadoop<\/span><\/b><span data-contrast=\"auto\">\u202fen Google Cloud. Con\u202f<\/span><b><span data-contrast=\"auto\">Dataproc<\/span><\/b><span data-contrast=\"auto\">\u202fse puede crear un cl\u00faster de instancias, cambiar din\u00e1micamente el tama\u00f1o del cl\u00faster, configurarlo y ejecutar all\u00ed trabajos de Spark y\/o MapReduce.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/Cloud-DataProc.jpg\" data-rel=\"lightbox-image-9\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13479 size-full\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/Cloud-DataProc.jpg\" alt=\"cloud data proc\" width=\"346\" height=\"173\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/Cloud-DataProc.jpg 346w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/Cloud-DataProc-300x150.jpg 300w\" sizes=\"auto, (max-width: 346px) 100vw, 346px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Cl\u00faster con los servicios\u202f<\/span><b><span data-contrast=\"auto\">HDFS, Hadoop, Hive, Pig y Spark<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Procesamiento r\u00e1pido y escalable<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Auto \u2013 escalado<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Almacenamiento no persistente<\/span><\/b><span data-contrast=\"auto\">. La idea es que una vez se finalice el procesamiento de los datos, se muevan a otro tipo de almacenamiento como Cloud Storage o Big Query.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Aunque el cl\u00faster no est\u00e9 en funcionamiento se factura, por lo que se recomienda que una vez completada su funci\u00f3n se elimine el cl\u00faster.\u202f<\/span><b><span data-contrast=\"auto\">Si no se elimina el cl\u00faster este seguir\u00e1 consumiendo y por lo tanto GCP seguir\u00e1 facturando<\/span><\/b><span data-contrast=\"auto\">. Es muy econ\u00f3mico si se trata de ejecutar procesos que manejan grandes cantidades de datos durante un tiempo limitado.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Dataproc<\/span><\/b><span data-contrast=\"auto\">\u202fes una herramienta muy \u00fatil si se desea procesar una gran cantidad de datos utilizando Cloudera (hadoop,spark,hive..). Se debe crear un cl\u00faster, realizar la funci\u00f3n y eliminar el cl\u00faster. Como se comentaba antes, quiz\u00e1s sea mejor opci\u00f3n para procesos batch que procesos en tiempo real donde ser\u00eda m\u00e1s econ\u00f3mico y f\u00e1cil utilizar DataFlow.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u202f<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"4\">Clod DataPrep<\/h4>\n<p><b><span data-contrast=\"auto\">Cloud DataPrep<\/span><\/b><span data-contrast=\"auto\">\u202fes una herramienta de\u202f<\/span><b><span data-contrast=\"auto\">visualizaci\u00f3n<\/span><\/b><span data-contrast=\"auto\">\u202fy\u202f<\/span><b><span data-contrast=\"auto\">preparaci\u00f3n de datos<\/span><\/b><span data-contrast=\"auto\">\u202fsobre una interfaz web, lo que se conoce como herramienta de \u201cdata wrangling\u201d Sirve para\u202f<\/span><b><span data-contrast=\"auto\">examinar<\/span><\/b><span data-contrast=\"auto\">,\u202f<\/span><b><span data-contrast=\"auto\">limpiar<\/span><\/b><span data-contrast=\"auto\">\u202fy\u202f<\/span><b><span data-contrast=\"auto\">preparar<\/span><\/b><span data-contrast=\"auto\">\u202flos datos (tanto estructurados como no estructurados).<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/Cloud-DataPrep.jpg\" data-rel=\"lightbox-image-10\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13480 size-full\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/Cloud-DataPrep.jpg\" alt=\"cloud dataprep\" width=\"225\" height=\"225\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/Cloud-DataPrep.jpg 225w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/Cloud-DataPrep-150x150.jpg 150w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/><\/a><\/p>\n<p>Se utiliza para construir tuber\u00edas ETL de un origen, normalmente Google Cloud Storage, y se env\u00edan a un destino, generalmente BigQuery para su posterior an\u00e1lisis.<\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/dataprep.jpg\" data-rel=\"lightbox-image-11\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13481 size-full\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/dataprep.jpg\" alt=\"dataprep\" width=\"748\" height=\"468\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/dataprep.jpg 748w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/dataprep-300x188.jpg 300w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/dataprep-360x225.jpg 360w\" sizes=\"auto, (max-width: 748px) 100vw, 748px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Simplifica la\u202f<\/span><b><span data-contrast=\"auto\">construcci\u00f3n de ETL<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Interfaz web clara<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Automatiza trabajos manuales<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Incorpora la programaci\u00f3n<\/span><\/b><span data-contrast=\"auto\">\u202fpor lo que no hay c\u00f3digo en la interfaz<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\">Funciona solo con los or\u00edgenes y destinos BigQuery y Google Cloud Storage.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Sin servidor<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"7\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Transformaci\u00f3n predictiva<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"8\" data-aria-level=\"1\"><span data-contrast=\"auto\">Genera flujos\u202f<\/span><b><span data-contrast=\"auto\">DataFlow<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">El uso de esta herramienta para\u202f<\/span><b><span data-contrast=\"auto\">mostrar datos es gratuita<\/span><\/b><span data-contrast=\"auto\">, hay que pagar por el almacenamiento y si se utiliza el flujo se genera un trabajo de DataFlow que es por lo que se facturar\u00eda.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Esta herramienta es la integraci\u00f3n del producto Trifacta dentro de la plataforma Google Cloud y es muy \u00fatil para analizar fuentes de datos donde la calidad no es buena o para preparar fuentes de una manera muy \u00e1gil para procesos posteriores de Machine Learning.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u202f<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"4\">Cloud Data Fusion<\/h4>\n<p><span data-contrast=\"auto\">Se trata de un servicio que proporciona Google Cloud para\u202f<\/span><b><span data-contrast=\"auto\">la integraci\u00f3n de datos en la nube de forma totalmente gestionada<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/cloud-data-fusion.jpg\" data-rel=\"lightbox-image-12\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13482 \" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/cloud-data-fusion.jpg\" alt=\"cloud data fusion\" width=\"201\" height=\"201\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/cloud-data-fusion.jpg 173w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/cloud-data-fusion-150x150.jpg 150w\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" \/><\/a><\/p>\n<p><span class=\"TextRun SCXW262687419 BCX0\" lang=\"ES-ES\" xml:lang=\"ES-ES\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW262687419 BCX0\">Gracias a Data <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW262687419 BCX0\">Fusion<\/span><span class=\"NormalTextRun SCXW262687419 BCX0\">, cualquier persona puede crear un procesamiento de datos ETL, gestiona tanto la extracci\u00f3n como la transformaci\u00f3n y la carga de datos mediante el uso de una interfaz gr\u00e1fica totalmente gestionada.<\/span><\/span><span class=\"EOP SCXW262687419 BCX0\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-fusion.jpg\" data-rel=\"lightbox-image-13\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13483 size-full\" src=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-fusion.jpg\" alt=\"data fusion\" width=\"817\" height=\"382\" srcset=\"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-fusion.jpg 817w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-fusion-300x140.jpg 300w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-fusion-768x359.jpg 768w, https:\/\/www.hiberus.com\/crecemos-contigo\/wp-content\/uploads\/2020\/04\/data-fusion-360x168.jpg 360w\" sizes=\"auto, (max-width: 817px) 100vw, 817px\" \/><\/a><\/p>\n<p><span data-contrast=\"auto\">Sus caracter\u00edsticas son:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Despliegue\u202f<\/span><b><span data-contrast=\"auto\">sin c\u00f3digo<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Ingenier\u00eda de datos\u202f<\/span><b><span data-contrast=\"auto\">colaborativa<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Arquitectura nativa GCP<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Basado en el est\u00e1ndar CDAP<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Genera c\u00f3digo para ejecutar en DataProc<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Se trata del\u202f<\/span><b><span data-contrast=\"auto\">servicio m\u00e1s caro de Google Cloud<\/span><\/b><span data-contrast=\"auto\">\u202fen el cual\u202f<\/span><b><span data-contrast=\"auto\">se paga por hora<\/span><\/b><span data-contrast=\"auto\">\u202fde la instancia de Data Fusion, por el n\u00famero de flujos y por el n\u00famero de cl\u00fasters activos de dataproc.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Este servicio tiene sentido para organizaciones grandes donde se quieran desarrollar \u201cpipelines\u201d de datos de una forma no codificada, es decir, no sea necesario el disponer de muchas personas con conocimientos t\u00e9cnicos de lenguajes como Python, Spark, \u2026 La comodidad que ofrece DataFusion es tener toda la arquitectura ETL integrada en una herramienta visual.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u202f<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h4><span class=\"TextRun SCXW128188036 BCX0\" lang=\"ES-ES\" xml:lang=\"ES-ES\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW128188036 BCX0\" data-ccp-parastyle=\"heading 4\">Resumen de servicios de procesamiento<\/span><span class=\"NormalTextRun SCXW128188036 BCX0\" data-ccp-parastyle=\"heading 4\"> de Google Cloud Computing para Big Data<\/span><\/span><span class=\"EOP SCXW128188036 BCX0\" data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:80,&quot;335559739&quot;:40}\">\u00a0<\/span><\/h4>\n<p>&nbsp;<\/p>\n<table style=\"height: 619px;\" width=\"1060\">\n<tbody>\n<tr>\n<td width=\"107\"><strong>Cloud Functions<\/strong><\/td>\n<td width=\"107\"><strong>Cloud Run<\/strong><\/td>\n<td width=\"107\"><strong>DataFlow<\/strong><\/td>\n<td width=\"107\"><strong>DataProc<\/strong><\/td>\n<td width=\"107\"><strong>DataPrep<\/strong><\/td>\n<td width=\"107\"><strong>Data Fusion<\/strong><\/td>\n<\/tr>\n<tr>\n<td width=\"107\">&#8211; Serveless<\/p>\n<p>&#8211; Escalado autom\u00e1tico<\/p>\n<p>&#8211; Simplifica el desarrollo de aplicaciones<\/p>\n<p>&#8211; Funciones de supervisi\u00f3n, almacenaje y an\u00e1lisis.<\/p>\n<p>&#8211; Utiliza Faas, funciones como servicios<\/p>\n<p><strong>\u00a0<\/strong><\/td>\n<td width=\"107\">&#8211; Despliega contenedores http sin estado en cualquier lenguaje<\/p>\n<p>&#8211; Abstracci\u00f3n de gestionar una infraestructura<\/p>\n<p>&#8211; No requiere una administraci\u00f3n de servidores<\/p>\n<p>&#8211; Ejecuta un contenedor en producci\u00f3n en segundos<\/p>\n<p>&nbsp;<\/td>\n<td width=\"107\">&#8211; Programaci\u00f3n en tiempo real y por lotes con una API<\/p>\n<p>&#8211; R\u00e1pido despliegue<\/p>\n<p>&#8211; Servicio gestionado<\/p>\n<p>&#8211; Basado en Apache Beam<\/p>\n<p>&#8211; El tama\u00f1o m\u00e1ximo de los datos en tiempo real es de 100Mb<\/p>\n<p>&#8211; Procesamiento exacto, fiable y uniforme<\/p>\n<p>&nbsp;<\/td>\n<td width=\"107\">&#8211; Creaci\u00f3n de cl\u00fasters de Spark y hadoop<\/p>\n<p>&#8211; Soporta varios lenguajes de programaci\u00f3n<\/p>\n<p>&#8211; Procesamiento r\u00e1pido y escalable<\/p>\n<p>&#8211; Auto- escalado.<\/p>\n<p>&#8211; Barato para crear y ejecutar<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/td>\n<td width=\"107\">&#8211; Simplifica la construcci\u00f3n de ETL<\/p>\n<p>&#8211; Interfaz web<\/p>\n<p>&#8211; Automatizaci\u00f3n de trabajos<\/p>\n<p>&#8211; Genera c\u00f3digo de DataFlow<\/p>\n<p>&#8211; Sin servidor<\/p>\n<p>&#8211; Transformaci\u00f3n predictiva<\/p>\n<p>&nbsp;<\/td>\n<td width=\"107\">&#8211; Desarrollo visual sin necesidad de c\u00f3digo<\/p>\n<p>&#8211; Ingenier\u00eda de datos colaborativa<\/p>\n<p>&#8211; Arquitectura nativa GCP<\/p>\n<p>&#8211; Genera c\u00f3digo de DataProc<\/p>\n<p>&nbsp;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>Hiberus cuenta con una unidad especializada en\u00a0<a href=\"https:\/\/www.hiberus.com\/data-ia\/data-insights\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>servicios de Data &amp; Analytics<\/strong><\/a>\u00a0formada por un equipo de profesionales comprometidos, responsables, cercanos, especializados y competitivos con amplio expertise en tecnolog\u00eda, an\u00e1lisis de datos e innovaci\u00f3n.\u00a0 Desde esta unidad se ofrecen soluciones integrales de\u00a0<strong>consultor\u00eda estad\u00edstica y an\u00e1lisis de datos\u00a0<\/strong>con especializaci\u00f3n por \u00e1reas de conocimiento, donde se acompa\u00f1a a nuestros clientes en cada proyecto integr\u00e1ndonos como parte de su equipo. Ponte en contacto con nosotros y estaremos encantados de ayudarte.<\/p>\n        <div class=\"row\">\n            <div class=\"block-cta-form\" style=\"background-color: #003664;\">\n                <div class=\"content-cta-form\">\n                    <div class=\"text-cta-form\">\n                        <p class=\"title-cta-form\">\u00bfQuieres m\u00e1s informaci\u00f3n sobre nuestros servicios de Google Cloud?<\/p>\n                        <p>Contacta con nuestro equipo de expertos en Google Cloud<\/p>\n                    <\/div>\n                    <div class=\"form-fields\">\n                        \n<div class=\"wpcf7 no-js\" id=\"wpcf7-f33973-o1\" lang=\"es-ES\" dir=\"ltr\" data-wpcf7-id=\"33973\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/crecemos-contigo\/wp-json\/wp\/v2\/posts\/13469#wpcf7-f33973-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Formulario de contacto\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"33973\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"es_ES\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f33973-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<div id=\"responsive-form\" class=\"clearfix\">\n\t<div class=\"form-row\">\n\t\t<div class=\"column-half\">\n\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"nombre\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Nombre *\" value=\"\" type=\"text\" name=\"nombre\" \/><\/span>\n\t\t\t<\/p>\n\t\t<\/div>\n\t\t<div class=\"column-half\">\n\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"apellido\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Apellido *\" value=\"\" type=\"text\" name=\"apellido\" \/><\/span>\n\t\t\t<\/p>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"form-row\">\n\t\t<div class=\"column-half\">\n\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"correo\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Correo corporativo *\" value=\"\" type=\"email\" name=\"correo\" \/><\/span>\n\t\t\t<\/p>\n\t\t<\/div>\n\t\t<div class=\"column-half\">\n\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"telf-contacto\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Tel\u00e9fono *\" value=\"\" type=\"tel\" name=\"telf-contacto\" \/><\/span>\n\t\t\t<\/p>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"form-row\">\n\t\t<div class=\"column-half\">\n\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"compania\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Compa\u00f1ia *\" value=\"\" type=\"text\" name=\"compania\" \/><\/span>\n\t\t\t<\/p>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"form-row\">\n\t\t<div class=\"column-full\">\n\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"mensaje\"><textarea cols=\"40\" rows=\"10\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Mensaje *\" name=\"mensaje\"><\/textarea><\/span>\n\t\t\t<\/p>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"form-row\">\n\t\t<div class=\"column-full color-acceptance\">\n\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"politica\"><span class=\"wpcf7-form-control wpcf7-acceptance\"><span class=\"wpcf7-list-item\"><label><input type=\"checkbox\" name=\"politica\" value=\"1\" aria-invalid=\"false\" \/><span class=\"wpcf7-list-item-label\">He le\u00eddo y acepto la <a href=\"https:\/\/www.hiberus.com\/politica\" target=\"_blank\"><u>Pol\u00edtica de privacidad<\/u><\/a><\/span><\/label><\/span><\/span><\/span>\n\t\t\t<\/p>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"form-row\">\n\t\t<div class=\"column-full color-acceptance\">\n\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"marketing\"><span class=\"wpcf7-form-control wpcf7-acceptance optional\"><span class=\"wpcf7-list-item\"><label><input type=\"checkbox\" name=\"marketing\" value=\"1\" aria-invalid=\"false\" \/><span class=\"wpcf7-list-item-label\">Me gustar\u00eda recibir comunicaciones de marketing de Hiberus y sobre sus productos, servicios y eventos.<\/span><\/label><\/span><\/span><\/span>\n\t\t\t<\/p>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"form-row\">\n\t\t<div class=\"column-half\">\n\t\t\t<p><input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Contacta con nosotros\" \/>\n\t\t\t<\/p>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"form-row\">\n\t\t<div id=\"campos_ocultos\" class=\"hidden\">\n\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"oculto_analitica_new1\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"oculto_analitica_new1\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"oculto_analitica_new1\" \/><\/span><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"oculto_analitica_new2\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"oculto_analitica_new2\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"oculto_analitica_new2\" \/><\/span><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"oculto_analitica_new3\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"oculto_analitica_new3\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"oculto_analitica_new3\" \/><\/span><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"oculto_analitica_new4\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"oculto_analitica_new4\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"oculto_analitica_new4\" \/><\/span><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"oculto_analitica_new_p\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"oculto_analitica_new_p\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"oculto_analitica_new_p\" \/><\/span>\n\t\t\t<\/p>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<!--end responsive-form--><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n        \n","protected":false},"excerpt":{"rendered":"<p>Google Cloud Computing ofrece muchos servicios diferentes para cubrir las necesidades de procesamiento de datos y aplicaciones Big Data. En este art\u00edculo&#8230;<\/p>\n","protected":false},"author":177,"featured_media":13484,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_ayudawp_aiss_exclude":false,"footnotes":""},"categories":[242,236,7],"tags":[17,23,29],"class_list":{"0":"post-13469","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-cloud","8":"category-data-ia","9":"category-next-tech","10":"tag-big-data","11":"tag-cloud","12":"tag-data-analytics"},"acf":[],"_links":{"self":[{"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/posts\/13469","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/users\/177"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/comments?post=13469"}],"version-history":[{"count":9,"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/posts\/13469\/revisions"}],"predecessor-version":[{"id":50987,"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/posts\/13469\/revisions\/50987"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/media\/13484"}],"wp:attachment":[{"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/media?parent=13469"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/categories?post=13469"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hiberus.com\/crecemos-contigo\/wp-json\/wp\/v2\/tags?post=13469"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}