{"id":282,"date":"2019-08-10T09:40:06","date_gmt":"2019-08-10T08:40:06","guid":{"rendered":"http:\/\/aprenderbigdata.com\/?p=282"},"modified":"2025-10-08T22:58:57","modified_gmt":"2025-10-08T21:58:57","slug":"snowflake","status":"publish","type":"post","link":"https:\/\/aprenderbigdata.com\/snowflake\/","title":{"rendered":"Snowflake: Introducci\u00f3n y Comparativa"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">En esta entrada aprender\u00e1s qu\u00e9 es Snowflake, su funcionamiento y caracter\u00edsticas principales. Adem\u00e1s, exploramos las diferencias m\u00e1s notables entre Snowflake, Hadoop (HDFS) y la base de datos Oracle para ayudarte a elegir entre estas tecnolog\u00edas de almacenamiento <strong><a href=\"https:\/\/aprenderbigdata.com\/que-es-el-big-data\/\">Big Data<\/a><\/strong>.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"#formacion\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/snowflake-1024x576.jpg\" alt=\"qu\u00e9 es Snowflake: Introducci\u00f3n\" class=\"wp-image-4042\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/snowflake-1024x576.jpg 1024w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/snowflake-300x169.jpg 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/snowflake-768x432.jpg 768w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/snowflake.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contenidos<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a661a498f83f\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a661a498f83f\" checked aria-label=\"Alternar\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#%C2%BFQue-es-Snowflake\" >\u00bfQu\u00e9 es Snowflake?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Funcionamiento\" >Funcionamiento<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Arquitectura-de-Snowflake\" >Arquitectura de Snowflake<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Interfaz-Grafica-de-Snowflake-UI\" >Interfaz Gr\u00e1fica de Snowflake UI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Secciones-de-la-Interfaz-Grafica-de-Snowflake\" >Secciones de la Interfaz Gr\u00e1fica de Snowflake<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Comparativas\" >Comparativas<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Snowflake-vs-Hadoop-HDFS\" >Snowflake vs Hadoop (HDFS)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Diferencias-Clave-entre-Snowflake-y-Hadoop\" >Diferencias Clave entre Snowflake y Hadoop<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Snowflake-vs-Oracle\" >Snowflake vs Oracle<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Diferencias-entre-Snowflake-y-Oracle-%E2%80%93-Alternativa-como-Data-Warehouse\" >Diferencias entre Snowflake y Oracle &#8211; Alternativa como Data Warehouse<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Sigue-Aprendiendo-con-Cursos-y-Certificaciones\" >Sigue Aprendiendo con Cursos y Certificaciones<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#Preguntas-Frecuentes-Snowflake-%E2%80%93-FAQ\" >Preguntas Frecuentes Snowflake &#8211; FAQ<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#%C2%BFEs-Snowflake-OLAP\" >\u00bfEs Snowflake OLAP?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#%C2%BFSnowflake-soporta-SQL\" >\u00bfSnowflake soporta SQL?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#%C2%BFSnowflake-es-una-herramienta-ETL\" >\u00bfSnowflake es una herramienta ETL?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/aprenderbigdata.com\/snowflake\/#%C2%BFQue-alternativas-a-Snowflake-existen\" >\u00bfQu\u00e9 alternativas a Snowflake existen?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"que-es-snowflake\"><span class=\"ez-toc-section\" id=\"%C2%BFQue-es-Snowflake\"><\/span>\u00bfQu\u00e9 es Snowflake?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake es una completa <strong>plataforma de data warehouse en la nube<\/strong> de tipo SaaS (Software-as-a-Service). Es compatible con los principales proveedores de servicios cloud como Amazon Web Services (<a href=\"https:\/\/aprenderbigdata.com\/aws-conceptos-basicos\/\"><strong>AWS<\/strong><\/a>), Microsoft Azure o <strong><a href=\"https:\/\/aprenderbigdata.com\/curso-ingenieria-datos-google-cloud\/\">Google Cloud Platform<\/a><\/strong> (GCP). Ayuda a las organizaciones a consolidar los datos de diferentes fuentes en un repositorio anal\u00edtico central con casos de uso de <a href=\"https:\/\/aprenderbigdata.com\/mejor-master-business-intelligence\/\"><strong>Business Intelligence<\/strong><\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Permite conectar fuentes de datos como bases de datos OLTP, aplicaciones empresariales o aplicaciones IoT con los consumidores finales de datos. Estos consumidores podr\u00e1n llevar a cabo reportes operacionales y anal\u00edtica en tiempo real usando el lenguaje SQL. Una vez que los datos se cargan en Snowflake, los <strong><a href=\"https:\/\/aprenderbigdata.com\/data-scientist\/\">cient\u00edficos de datos<\/a><\/strong> y <strong><a href=\"https:\/\/aprenderbigdata.com\/analista-datos\/\">analistas<\/a><\/strong> pueden transformar y modelar esos datos, y de esta forma alimentar informes y cuadros de mando.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En la plataforma de Snowflake podremos encontrar componentes que nos faciliten su uso para ingenier\u00eda  y ciencia de datos, data warehouse y data lake. Snowflake se fund\u00f3 en el a\u00f1o 2012 y la primera versi\u00f3n es del a\u00f1o 2014.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"funcionamiento\"><span class=\"ez-toc-section\" id=\"Funcionamiento\"><\/span>Funcionamiento<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake usa un sistema de <strong>microparticiones<\/strong> para gestionar los datos. As\u00ed, los datos se cifran, comprimen y particionan autom\u00e1ticamente de forma uniforme para reducir las operaciones de tipo <em>shuffle<\/em>. <\/p>\n\n\n\n<div class=\"wp-block-group pre-su\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<pre class=\"wp-block-preformatted\"><div class=\"su-service\"><div class=\"su-service-title\" style=\"padding-left:44px;min-height:30px;line-height:30px\"><i class=\"sui sui-info-circle\" style=\"font-size:30px;color:#e74273\"><\/i> \u00bfQuieres Convertirte en Ingeniero de Datos?<\/div><div class=\"su-service-content su-u-clearfix su-u-trim\" style=\"padding-left:44px\"><br>Consigue empleo con el <a href=\"https:\/\/aprenderbigdata.com\/curso-ingeniero-datos\/\">programa acelerado de Data Engineer<\/a><br><\/div><\/div><\/pre>\n<\/div><\/div>\n\n\n<style>.pre-su pre {<br \/>\n\tbackground-color: #fffae9 !important;<br \/>\n}<br \/>\n<\/style>\n\n\n<p class=\"wp-block-paragraph\">Los metadatos que maneja se almacenan de forma separada de los datos y el disco SSD y memoria se pueden usar como cach\u00e9 adaptativa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Adem\u00e1s, la plataforma consigue ofrecer las siguientes funcionalidades esenciales:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Cargas de trabajo batch y streaming<\/strong>: <strong><a href=\"https:\/\/aprenderbigdata.com\/arquitectura-lambda\/\">Arquitectura Lambda<\/a><\/strong> entre las fuentes de datos y el <strong><a href=\"https:\/\/aprenderbigdata.com\/data-lake\/\">Data Lake<\/a><\/strong>. Para cargar datos en tiempo real, ofrece Snowpipe comeo servicio autogestionado y con capacidad de transformaci\u00f3n de datos.<\/li>\n\n\n\n<li>Compatibilidad con lenguaje SQL, funciones y operadores<\/li>\n\n\n\n<li><strong>Autoescalado autom\u00e1tico de recursos<\/strong>: Optimizaci\u00f3n de costes<\/li>\n\n\n\n<li>Base de datos relacional y soporte para <strong>datos semiestructurados<\/strong><\/li>\n\n\n\n<li><strong>Alta disponibilidad<\/strong>: Tiene sistemas de replicaci\u00f3n de datos, backups, time travel y actualizaciones online (sin parada de servicio). <\/li>\n\n\n\n<li>Herramientas de <strong><a href=\"https:\/\/aprenderbigdata.com\/gobierno-datos\/\">Gobierno de datos<\/a><\/strong> y ofuscaci\u00f3n de datos.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"arquitectura-de-snowflake\"><span class=\"ez-toc-section\" id=\"Arquitectura-de-Snowflake\"><\/span>Arquitectura de Snowflake<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake est\u00e1 construido alrededor de un sistema de almacenamiento de datos compartido y accesible por todos los data warehouses virtuales. Los datos se particionan y organizan para mejorar el tiempo de consultas.<\/p>\n\n\n<div class=\"wp-block-image is-resized\">\n<figure class=\"aligncenter size-medium\"><img decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/snowflake-arquitectura-300x250.jpg\" alt=\"Esquema de Arquitectura de Snowflake\" class=\"wp-image-7005\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/snowflake-arquitectura-300x250.jpg 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/snowflake-arquitectura.jpg 700w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Esquema de Arquitectura de Snowflake<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Los <strong><a href=\"https:\/\/aprenderbigdata.com\/snowflake-warehouse\/\">warehouses en Snowflake<\/a><\/strong> son conjuntos de nodos de trabajo que se encargan del procesamiento de consultas, para lo que almacenan parte de los datos localmente optimizando y paralelizando las consultas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Por \u00faltimo, la capa superior ofrece los servicios de autenticaci\u00f3n y de control de acceso para proporcionar la seguridad y la gesti\u00f3n de todo el sistema.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"interfaz-grafica-de-snowflake-ui\"><span class=\"ez-toc-section\" id=\"Interfaz-Grafica-de-Snowflake-UI\"><\/span>Interfaz Gr\u00e1fica de Snowflake UI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Para interactuar con el sistema, Snowflake nos proporciona una interfaz web muy completa, desde donde podremos realizar consultas, explorar las bases de datos y esquemas creados. Adem\u00e1s, tambi\u00e9n dispone de una herramienta de comandos con un cliente CLI (SnowSQL) y drivers JDBC y ODBC.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">La interfaz gr\u00e1fica de Snowflake se compone de un men\u00fa en la parte superior y de un \u00e1rea de trabajo. Este men\u00fa, suponiendo que accedemos al sistema con permisos suficientes (por ejemplo ACCOUNTADMIN) nos mostrar\u00e1 las opciones que vemos en la imagen:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"97\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/menu-snowflake-1024x97.png\" alt=\"Menu superior Snowflake\" class=\"wp-image-7017\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/menu-snowflake-1024x97.png 1024w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/menu-snowflake-300x28.png 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/menu-snowflake-768x73.png 768w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/menu-snowflake.png 1161w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Menu superior Snowflake<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Secciones-de-la-Interfaz-Grafica-de-Snowflake\"><\/span>Secciones de la Interfaz Gr\u00e1fica de Snowflake<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Databases<\/strong> nos mostrar\u00e1 las opciones relativas a las &#8216;bases de datos, as\u00ed como sus tablas y esquemas.<\/li>\n\n\n\n<li><strong>Shares<\/strong> contiene las capacidades de intercambio de datos de entrada y de salida del sistema, de forma que podemos crear y compartir copias l\u00f3gicas de datos de una forma segura mediante shares.<\/li>\n\n\n\n<li><strong>Data Marketplace<\/strong> permite acceder a datasets de terceros como un consumidor de datos, adem\u00e1s tambi\u00e9n es posible publicar datasets para que los usen otros usuarios.<\/li>\n\n\n\n<li><strong>Warehouses<\/strong> nos muestra la interfaz de gesti\u00f3n de los warehouses virtuales, la capa encargada del procesamiento de consultas.<\/li>\n\n\n\n<li><strong>Worksheets<\/strong> nos muestra el \u00e1rea de trabajo para escribir y ejecutar consultas SQL sobre nuestras bases de datos.<\/li>\n\n\n\n<li><strong>History<\/strong> contiene el hist\u00f3rico de las consultas que se han ejecutado sobre el sistema en los \u00faltimos d\u00edas.<\/li>\n\n\n\n<li><strong>Partner Connect<\/strong> nos permite integrar y probar cuentas con partners de Snowflake.<\/li>\n\n\n\n<li><strong>Snowsight<\/strong> Interfaz para realizar an\u00e1lisis de datos con consultas SQL y representar los resultados de una forma pr\u00e1ctica.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Si accedemos a la opci\u00f3n del men\u00fa Worksheets se nos abrir\u00e1 el \u00e1rea de trabajo donde escribir consultas SQL. Desde aqu\u00ed, no solo podemos consultar datos sino hacer algunas tareas administrativas como crear usuarios o warehouses en el sistema. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"468\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/interfaz-snowflake-1024x468.png\" alt=\"Interfaz gr\u00e1fica Snowflake UI\" class=\"wp-image-7018\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/interfaz-snowflake-1024x468.png 1024w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/interfaz-snowflake-300x137.png 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/interfaz-snowflake-768x351.png 768w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/interfaz-snowflake.png 1360w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Interfaz gr\u00e1fica Snowflake UI<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Adem\u00e1s, ofrece un panel de navegaci\u00f3n a la izquierda en el que nos aparecer\u00e1n las bases de datos y tablas a las que tenga acceso el usuario. Debemos recordar seleccionar un rol, un warehouse, una base de datos y un esquema antes de realizar consultas de datos.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Por \u00faltimo, en la parte inferior nos mostrar\u00e1 un \u00e1rea con los resultados de las consultas que realicemos. Cuando ejecuta la consulta SQL muestra tambi\u00e9n una barra de estado y su duraci\u00f3n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"comparativas\"><span class=\"ez-toc-section\" id=\"Comparativas\"><\/span>Comparativas<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Para entender c\u00f3mo funciona Snowflake vamos a compararla con tecnolog\u00edas con las que tenemos m\u00e1s conocimiento, como el ecosistema Hadoop (HDFS) o una base de datos relacional como puede ser Oracle.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"snowflake-vs-hadoop-hdfs\"><span class=\"ez-toc-section\" id=\"Snowflake-vs-Hadoop-HDFS\"><\/span>Snowflake vs Hadoop (HDFS)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image is-resized\">\n<figure class=\"aligncenter size-medium\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/08\/Hadoop-Snowflake-300x169.jpg\" alt=\"Hadoop-HDFS vs Snowflake\" class=\"wp-image-283\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/08\/Hadoop-Snowflake-300x169.jpg 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/08\/Hadoop-Snowflake-768x432.jpg 768w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/08\/Hadoop-Snowflake-1024x576.jpg 1024w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/08\/Hadoop-Snowflake.jpg 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Algunas diferencias de <a href=\"https:\/\/aprenderbigdata.com\/hdfs\/\"><strong>Hadoop (HDFS)<\/strong><\/a> con las bases de datos MPP (Massively Parallel Processing) como puede ser Snowflake:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No cumple las <a rel=\"noopener noreferrer\" href=\"https:\/\/es.wikipedia.org\/wiki\/ACID\" target=\"_blank\">propiedades ACID<\/a>.<\/li>\n\n\n\n<li>Orientado a grandes conjuntos de datos.<\/li>\n\n\n\n<li>No es el\u00e1sticamente escalable.<\/li>\n\n\n\n<li>Tiene un coste y complejidad asociada a HDFS.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">En <strong>Snowflake<\/strong>, el almacenamiento de datos se mantiene separado del c\u00f3mputo, esto hace que sea posible aumentar o reducir din\u00e1micamente el tama\u00f1o del cl\u00faster.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"diferencias-clave-entre-snowflake-y-hadoop\"><span class=\"ez-toc-section\" id=\"Diferencias-Clave-entre-Snowflake-y-Hadoop\"><\/span>Diferencias Clave entre Snowflake y Hadoop<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/aprenderbigdata.com\/hadoop\/\">Hadoop<\/a><\/strong> puede ejecutarse en servidores de coste reducido con almacenamiento conectado directamente mientras que Snowflake es una plataforma de software como servicio que no requiere compra de hardware adicional.<\/p>\n\n\n<div class=\"wp-block-image is-resized\">\n<figure class=\"alignright size-medium\"><a href=\"https:\/\/aprenderbigdata.com\/hdfs\/\"><img decoding=\"async\" width=\"300\" height=\"191\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/hdfs-logo-300x191.png\" alt=\"hadoop hdfs logo\" class=\"wp-image-1617\" style=\"width:150px\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/hdfs-logo-300x191.png 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/hdfs-logo.png 340w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Por otro lado, Hadoop tiene el <strong>coste<\/strong> tradicional. Requiere gastos de capital importantes en las instalaciones o en la implementaci\u00f3n y la administraci\u00f3n de este software en la nube. El coste de Snowflake es distinto, ya que usa un sistema de pago por uso con facturaci\u00f3n por segundo.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En cuanto a la <strong>escalabilidad<\/strong>, Hadoop soporta miles de nodos. La mayor\u00eda de instalaciones comprenden cientos de ellos que pueden manejar f\u00e1cilmente cientos de terabytes escalando a decenas de petabytes. En el caso de Snowflake soporta 1028 nodos por almac\u00e9n virtual para disponer de tantos almacenes virtuales como sea necesario. Las tablas individuales pueden exceder un petabyte.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Una de las <strong>limitaciones de Hadoop<\/strong> es que las tablas peque\u00f1as (menos de 1GB) deben evitarse siempre que sea posible puesto que este sistema de ficheros distribuido no funciona bien con archivos peque\u00f1os. Esta problem\u00e1tica no existe en Snowflake, que soporta consultas sobre datos desde kilobytes hasta petabytes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Otra de las limitaciones que no existe en Snowflake es la sobrecarga de Hadoop al inicio de las consultas, que lo convierten en una soluci\u00f3n pobre para consultas de baja latencia que debemos solventar con tecnolog\u00edas adicionales<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Por \u00faltimo, la <strong>complejidad de implementaci\u00f3n<\/strong> en Hadoop es alta. Necesita soporte y gesti\u00f3n de sistemas. Snowflake, al ser un servicio gestionado tiene un despliegue muy simple con una gesti\u00f3n de gastos reducidos (sin \u00edndices o estad\u00edsticas para gestionar).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"snowflake-vs-oracle\"><span class=\"ez-toc-section\" id=\"Snowflake-vs-Oracle\"><\/span>Snowflake vs Oracle<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/aprenderbigdata.com\/cursos-oracle\/\">Oracle<\/a><\/strong> es una de las bases de datos m\u00e1s populares y usadas en el mundo, encontr\u00e1ndose en lo m\u00e1s alto de los rankings de bases de datos. Sin embargo tecnolog\u00edas m\u00e1s recientes est\u00e1n reduciendo las distancias con el paso del tiempo.<\/p>\n\n\n<div class=\"wp-block-image is-resized\">\n<figure class=\"aligncenter size-medium\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/09\/Snowflake-vs-Oracle-300x169.png\" alt=\"snowflake vs oracle\" class=\"wp-image-679\" srcset=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/09\/Snowflake-vs-Oracle-300x169.png 300w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/09\/Snowflake-vs-Oracle-768x432.png 768w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/09\/Snowflake-vs-Oracle-1024x576.png 1024w, https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2019\/09\/Snowflake-vs-Oracle.png 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">El crecimiento que ha tenido <strong>Hadoop<\/strong> en popularidad, las alternativas <a href=\"https:\/\/aprenderbigdata.com\/contribuir-open-source\/\"><strong>open source<\/strong><\/a> como <strong><a href=\"https:\/\/aprenderbigdata.com\/mysql\/\">MySQL<\/a><\/strong> y <strong><a href=\"https:\/\/aprenderbigdata.com\/postgresql\/\">PostgreSQL<\/a><\/strong> y las <a href=\"https:\/\/aprenderbigdata.com\/bases-de-datos-nosql\/\"><strong>bases de datos NoSQL<\/strong><\/a> afectan al mercado de Oracle a medida que las demandas de escalabilidad y rendimiento se han vuelto cr\u00edticas para muchas organizaciones.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"diferencias-entre-snowflake-y-oracle-alternativa-como-data-warehouse\"><span class=\"ez-toc-section\" id=\"Diferencias-entre-Snowflake-y-Oracle-%E2%80%93-Alternativa-como-Data-Warehouse\"><\/span>Diferencias entre Snowflake y Oracle &#8211; Alternativa como Data Warehouse<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Cualquier <a href=\"https:\/\/aprenderbigdata.com\/requisitos-data-warehouse\/\"><strong>Data Warehouse<\/strong><\/a> moderno debe soportar la ejecuci\u00f3n en la nube y as\u00ed sacar partido de la mayor escalabilidad, elasticidad y <a href=\"https:\/\/aprenderbigdata.com\/seguridad-azure\/\"><strong>seguridad<\/strong><\/a> que proporcionan. <strong>Snowflake<\/strong> es una de estas alternativas dise\u00f1ada especialmente para desplegar en la nube. <\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><thead><tr><th><\/th><th><strong>ORACLE<\/strong><\/th><th><strong>SNOWFLAKE<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Carga de trabajo<\/td><td>Transaccional o Data Warehouse (OLTP o OLAP)<\/td><td>Data Warehouse puro (OLAP)<\/td><\/tr><tr><td>Coste<\/td><td>Fijo. Determinado por usuarios, cores de CPU y soporte<\/td><td>Flexible en funci\u00f3n del consumo. Sin costes de hardware<\/td><\/tr><tr><td>Despliegue<\/td><td>On premise<\/td><td>Cloud p\u00fablica<\/td><\/tr><tr><td>Escalabilidad<\/td><td>Fija, opciones de desplegar nuevo hardware<\/td><td>Horizontal y vertical sin p\u00e9rdida de servicio e inmediata<\/td><\/tr><tr><td>Actualizaci\u00f3n<\/td><td>Parches que deben ser instalados y monitorizados<\/td><td>Transparente y autom\u00e1tica<\/td><\/tr><tr><td>Particiones<\/td><td>Definidas de forma manual<\/td><td>Autom\u00e1ticas por cada columna<\/td><\/tr><tr><td>\u00cdndices<\/td><td>Definidos por administradores con diferentes tipos<\/td><td>No existen<\/td><\/tr><tr><td>Procedimientos<\/td><td>PL\/SQL<\/td><td><a href=\"https:\/\/aprenderbigdata.com\/cursos-javascript-udemy\/\">JavaScript<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Al contrario que Oracle, Snowflake es una soluci\u00f3n simple, que gestiona de forma transparente las estad\u00edsticas, <a href=\"https:\/\/aprenderbigdata.com\/particiones-datos\/\"><strong>particiones<\/strong><\/a> y actualizaciones. De esta forma, consigue reducir costes de mantenimiento y el conocimiento del sistema necesario para optimizar su uso.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Por otro lado, tenemos que valorar detenidamente las necesidades particulares que existen en la organizaci\u00f3n para tomar una decisi\u00f3n acertada. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"formacion\"><span class=\"ez-toc-section\" id=\"Sigue-Aprendiendo-con-Cursos-y-Certificaciones\"><\/span>Sigue Aprendiendo con Cursos y Certificaciones<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Relacionado: <a href=\"https:\/\/aprenderbigdata.com\/almacenamiento-frio-snowflake\/\">Almacenamiento Frio en Snowflake<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Aqu\u00ed tienes los cursos de Udemy que te recomiendo para que sigas aprendiendo sobre Snowflake y c\u00f3mo implementarlo en tus proyectos Big Data como Data Warehouse, \u00a1no te los pierdas!<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-normal-font-size wp-block-paragraph\"><strong>Paso 1:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"https:\/\/trk.udemy.com\/xLMNZO\" target=\"_blank\" rel=\"noopener nofollow\"><img decoding=\"async\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2350762_06e7_21-snowflake.jpg\" alt=\"Curso Aprende los conceptos fundamentales te\u00f3ricos y pr\u00e1cticos de Snowflake\"\/><\/a><\/figure>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size wp-block-paragraph\"><a href=\"https:\/\/trk.udemy.com\/xLMNZO\" target=\"_blank\" rel=\"noopener nofollow\">Aprende los conceptos fundamentales te\u00f3ricos y pr\u00e1cticos de Snowflake<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Este primer curso te permitir\u00e1 familiarizarte r\u00e1pidamente con los conceptos te\u00f3ricos fundamentales.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-normal-font-size wp-block-paragraph\"><strong>Paso 2:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"https:\/\/trk.udemy.com\/9LkJEQ\" target=\"_blank\" rel=\"noopener nofollow\"><img decoding=\"async\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2209466_161c_8-snowflake.jpg\" alt=\"Domina el Data Warehouse con ejercicios pr\u00e1cticos\"\/><\/a><\/figure>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size wp-block-paragraph\"><a href=\"https:\/\/trk.udemy.com\/9LkJEQ\" target=\"_blank\" rel=\"noopener nofollow\">Domina el Data Warehouse de Snowflake con ejercicios pr\u00e1cticos<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Despu\u00e9s, te recomiendo hacer este curso pr\u00e1ctico en el que desarrollar\u00e1s conceptos m\u00e1s avanzados con ejemplos acerca de la arquitectura, cargas de datos y mejores pr\u00e1cticas.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-normal-font-size wp-block-paragraph\"><strong>Paso 3:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"https:\/\/trk.udemy.com\/o4MyyY\" target=\"_blank\" rel=\"noopener nofollow\"><img decoding=\"async\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2470458_d186_3-snowflake.jpg\" alt=\"Curso de Snowflake para desarrolladores\"\/><\/a><\/figure>\n\n\n\n<p class=\"has-text-align-center has-normal-font-size wp-block-paragraph\"><a href=\"https:\/\/trk.udemy.com\/o4MyyY\" target=\"_blank\" rel=\"noopener nofollow\">Snowflake para desarrolladores<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Por \u00faltimo, este curso est\u00e1 orientado a desarrolladores, en el que usar\u00e1s el conector de Python para implementar soluciones usando todas las caracter\u00edsticas de la tecnolog\u00eda. Tiene m\u00e1s de 4 horas de v\u00eddeo.<\/p>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Y si quieres ir a por la certificaci\u00f3n, no dudes en prepar\u00e1rtela con este cursos recomendado, que contienen ex\u00e1menes de prueba:<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image is-resized\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/trk.udemy.com\/raMDd5\" target=\"_blank\" rel=\"noopener nofollow\"><img decoding=\"async\" src=\"https:\/\/aprenderbigdata.com\/wp-content\/uploads\/2644586_9ea7_5-snowflake.jpg\" alt=\"Preguntas de pr\u00e1ctica para la certificaci\u00f3n\"\/><\/a><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center has-normal-font-size wp-block-paragraph\"><a href=\"https:\/\/trk.udemy.com\/raMDd5\" target=\"_blank\" rel=\"noopener nofollow\">Preguntas de pr\u00e1ctica para la certificaci\u00f3n<\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"preguntas-frecuentes-snowflake-faq\"><span class=\"ez-toc-section\" id=\"Preguntas-Frecuentes-Snowflake-%E2%80%93-FAQ\"><\/span>Preguntas Frecuentes Snowflake &#8211; FAQ<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h3><span class=\"ez-toc-section\" id=\"%C2%BFEs-Snowflake-OLAP\"><\/span>\u00bfEs Snowflake OLAP?<span class=\"ez-toc-section-end\"><\/span><\/h3>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\" id=\"si-snowflake-se-considera-un-sistema-olap-online-analytical-processing-mas-que-oltp-sin-embargo-snowflake-es-todo-un-ecosistema-que-sirve-funciones-analiticas\">S\u00ed, Snowflake se considera un sistema OLAP (Online Analytical Processing) m\u00e1s que OLTP. Sin embargo, Snowflake es todo un ecosistema que sirve funciones anal\u00edticas.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h3><span class=\"ez-toc-section\" id=\"%C2%BFSnowflake-soporta-SQL\"><\/span>\u00bfSnowflake soporta SQL?<span class=\"ez-toc-section-end\"><\/span><\/h3>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\" id=\"snowflake-es-compatible-con-el-lenguaje-de-consulta-sql-completo\">Snowflake es compatible con el lenguaje de consulta SQL completo.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h3><span class=\"ez-toc-section\" id=\"%C2%BFSnowflake-es-una-herramienta-ETL\"><\/span>\u00bfSnowflake es una herramienta ETL?<span class=\"ez-toc-section-end\"><\/span><\/h3>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\" id=\"esta-plataforma-tiene-capacidades-de-etl-y-elt-y-ofrece-pipelines-de-transformacion-de-datos-y-de-integracion-con-herramientas-externas-como-informatica-aunque-dispone-de-estas-capacidades-no-es-una-herramienta-enfocada-solamente-a-etl\">Esta plataforma tiene capacidades de ETL y ELT y ofrece pipelines de transformaci\u00f3n de datos y de integraci\u00f3n con herramientas externas como Informatica. Aunque dispone de estas capacidades, no es una herramienta enfocada solamente a ETL.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h3><span class=\"ez-toc-section\" id=\"%C2%BFQue-alternativas-a-Snowflake-existen\"><\/span>\u00bfQu\u00e9 alternativas a Snowflake existen?<span class=\"ez-toc-section-end\"><\/span><\/h3>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\">Las principales alternativas a Snowflake en los proveedores de la nube son Redshift en AWS, Synapse Analytics en Azure y BigQuery en Google Cloud Platform (GCP). La ventaja de Snowflake es su compatibilidad para desplegar en estos tres proveedores.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\n<script type=\"application\/ld+json\">\n\t{\n\t\t\"@context\": \"https:\/\/schema.org\",\n\t\t\"@type\": \"FAQPage\",\n\t\t\"mainEntity\": [\n\t\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"\u00bfEs Snowflake OLAP?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>S\u00ed, Snowflake se considera un sistema OLAP (Online Analytical Processing) m\u00e1s que OLTP. Sin embargo, Snowflake es todo un ecosistema que sirve funciones anal\u00edticas.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"\u00bfSnowflake soporta SQL?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Snowflake es compatible con el lenguaje de consulta SQL completo.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"\u00bfSnowflake es una herramienta ETL?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Esta plataforma tiene capacidades de ETL y ELT y ofrece pipelines de transformaci\u00f3n de datos y de integraci\u00f3n con herramientas externas como Informatica. Aunque dispone de estas capacidades, no es una herramienta enfocada solamente a ETL.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"\u00bfQu\u00e9 alternativas a Snowflake existen?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Las principales alternativas a Snowflake en los proveedores de la nube son Redshift en AWS, Synapse Analytics en Azure y BigQuery en Google Cloud Platform (GCP). La ventaja de Snowflake es su compatibilidad para desplegar en estos tres proveedores.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t\t\t\t]\n\t}\n<\/script>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<p class=\"responsive-video-wrap clr\"><iframe title=\"Introducci\u00f3n a Snowflake - Qu\u00e9 es Snowflake \u2744\ufe0f\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/FExtlmslb50?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">A continuaci\u00f3n dos v\u00eddeo-resumen con las comparativas de Snowflake con Hadoop y con la base de datos Oracle.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<p class=\"responsive-video-wrap clr\"><iframe title=\"Diferencias Hadoop (HDFS) vs SNOWFLAKE - Aprender BIG DATA #19\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/1_lFT8c0YsA?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<p class=\"responsive-video-wrap clr\"><iframe title=\"Diferencias SNOWFLAKE vs ORACLE - Aprender BIG DATA #20\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/-OnzedascII?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<\/div><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n\n\n\n<div class=\"wp-block-group newsletter-re\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<!-- Begin Brevo Form -->\n<!-- START - We recommend to place the below code in head tag of your website html  -->\n<style>\n  @font-face {\n    font-display: block;\n    font-family: Roboto;\n  }\n\n  @font-face {\n    font-display: fallback;\n    font-family: Roboto;\n    font-weight: 600;\n  }\n\n  @font-face {\n    font-display: fallback;\n    font-family: Roboto;\n    font-weight: 700;\n  }\n\n  #sib-container input:-ms-input-placeholder {\n    text-align: left;\n    font-family: \"Helvetica\", sans-serif;\n    color: #c0ccda;\n  }\n\n  #sib-container input::placeholder {\n    text-align: left;\n    font-family: \"Helvetica\", sans-serif;\n    color: #c0ccda;\n  }\n\n  #sib-container textarea::placeholder {\n    text-align: left;\n    font-family: \"Helvetica\", sans-serif;\n    color: #c0ccda;\n  }\n<\/style>\n<link rel=\"stylesheet\" href=\"https:\/\/sibforms.com\/forms\/end-form\/build\/sib-styles.css\">\n<!--  END - We recommend to place the above code in head tag of your website html -->\n\n<!-- START - We recommend to place the below code where you want the form in your website html  -->\n<div class=\"sib-form\" style=\"text-align: center;\n         background-color: #ffffff;                                 \">\n  <div id=\"sib-form-container\" class=\"sib-form-container\">\n    <div id=\"error-message\" class=\"sib-form-message-panel\" style=\"font-size:16px; text-align:left; font-family:&quot;Helvetica&quot;, sans-serif; color:#661d1d; background-color:#ffeded; border-radius:3px; border-color:#ff4949;max-width:600px;\">\n      <div class=\"sib-form-message-panel__text sib-form-message-panel__text--center\">\n        <svg viewBox=\"0 0 512 512\" class=\"sib-icon sib-notification__icon\">\n          <path d=\"M256 40c118.621 0 216 96.075 216 216 0 119.291-96.61 216-216 216-119.244 0-216-96.562-216-216 0-119.203 96.602-216 216-216m0-32C119.043 8 8 119.083 8 256c0 136.997 111.043 248 248 248s248-111.003 248-248C504 119.083 392.957 8 256 8zm-11.49 120h22.979c6.823 0 12.274 5.682 11.99 12.5l-7 168c-.268 6.428-5.556 11.5-11.99 11.5h-8.979c-6.433 0-11.722-5.073-11.99-11.5l-7-168c-.283-6.818 5.167-12.5 11.99-12.5zM256 340c-15.464 0-28 12.536-28 28s12.536 28 28 28 28-12.536 28-28-12.536-28-28-28z\" \/>\n        <\/svg>\n        <span class=\"sib-form-message-panel__inner-text\">\n                          Tu suscripci\u00f3n no ha podido guardarse. 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