{"id":23513,"date":"2022-12-14T10:00:00","date_gmt":"2022-12-14T09:00:00","guid":{"rendered":"https:\/\/parm.com\/data-warehouse-and-data-lake\/"},"modified":"2026-09-28T08:06:54","modified_gmt":"2026-09-28T06:06:54","slug":"data-warehouse-and-data-lake-5","status":"publish","type":"post","link":"https:\/\/parm.com\/es\/data-warehouse-and-data-lake-5\/","title":{"rendered":"Almac\u00e9n y lago de datos"},"content":{"rendered":"\n<div class=\"et_pb_section_0 et_pb_section et_section_regular et_block_section\"><div class=\"et_pb_row_0 et_pb_row et_block_row\"><div class=\"et_pb_column_0 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_text_0 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h1>Almac\u00e9n y lago de datos<\/h1>\n<p><span style=\"font-size: large;\">Definici\u00f3n, similitudes y diferencias<\/span><\/p>\n<\/div><\/div><\/div><\/div><div class=\"et_pb_row_1 et_pb_row et_block_row\"><div class=\"et_pb_column_1 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_image_0 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Post_Data_Warehouse_Lake.jpg\" width=\"2500\" height=\"1313\" srcset=\"https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Post_Data_Warehouse_Lake.jpg 2500w, https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Post_Data_Warehouse_Lake-1280x672.jpg 1280w, https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Post_Data_Warehouse_Lake-980x515.jpg 980w, https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Post_Data_Warehouse_Lake-480x252.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 2500px, 100vw\" class=\"wp-image-261954\" alt=\"Almac\u00e9n de datos frente a lago de datos\" title=\"Puesto_almac\u00e9n_de_datos_Lago\" \/><\/span><\/div><\/div><\/div><div class=\"et_pb_row_2 et_pb_row et_pb_equal_columns et_block_row\"><div class=\"et_pb_column_2 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_text_1 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>La cantidad de datos recopilados en las empresas aumenta constantemente y con ella la necesidad de gestionarlos de forma \u00f3ptima y utilizarlos para realizar an\u00e1lisis. Los almacenes y lagos de datos son soluciones consolidadas para almacenar grandes cantidades de datos. Le explicamos las principales diferencias entre ambas opciones.  <\/p>\n<\/div><\/div><\/div><\/div><div class=\"et_pb_row_3 et_pb_row et_block_row\"><div class=\"et_pb_column_3 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_text_2 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_88 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<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:\/\/parm.com\/es\/data-warehouse-and-data-lake-5\/#%C2%BFQue_es_un_almacen_de_datos\" >\u00bfQu\u00e9 es un almac\u00e9n de datos?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/parm.com\/es\/data-warehouse-and-data-lake-5\/#%C2%BFQue_es_un_lago_de_datos\" >\u00bfQu\u00e9 es un lago de datos?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/parm.com\/es\/data-warehouse-and-data-lake-5\/#Similitudes_y_diferencias\" >Similitudes y diferencias<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/parm.com\/es\/data-warehouse-and-data-lake-5\/#Como_elegir_bien\" >C\u00f3mo elegir bien<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/parm.com\/es\/data-warehouse-and-data-lake-5\/#El_futuro_el_lago_de_datos\" >El futuro: el lago de datos<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/parm.com\/es\/data-warehouse-and-data-lake-5\/#Conclusion\" >Conclusi\u00f3n<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%C2%BFQue_es_un_almacen_de_datos\"><\/span>\u00bfQu\u00e9 es un almac\u00e9n de datos?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>El t\u00e9rmino almac\u00e9n de datos hace referencia a una recopilaci\u00f3n central de datos, normalmente dentro de una soluci\u00f3n de inteligencia empresarial. Aqu\u00ed se puede recoger y almacenar una gran cantidad de datos procedentes de distintas fuentes. Para ello, el almac\u00e9n de datos extrae peri\u00f3dicamente datos de diversos sistemas, que luego se validan, se limpian, se formatean y se comparan con la informaci\u00f3n existente. Esto significa que tiene lugar un proceso denominado ETL (Extract, Transform, Load). Para ello, primero se define la estructura de los datos, el llamado esquema. Este enfoque se denomina Schema on Write y determina el aspecto de los datos consolidados. Dado que la mayor\u00eda de los datos se registran en forma tabular, el esquema responde as\u00ed a preguntas como:      <\/p>\n<ul>\n<li>\u00bfQu\u00e9 aspecto tiene una fila en una tabla?<\/li>\n<li>\u00bfQu\u00e9 atributos contiene cada fila?<\/li>\n<li>\u00bfQu\u00e9 datos se esperan?<\/li>\n<\/ul>\n<p>Los datos procesados resultantes se almacenan de forma que los usuarios puedan acceder a ellos en cualquier momento.<\/p>\n<\/div><\/div><div class=\"et_pb_image_1 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Data_Warehouse.jpg\" width=\"805\" height=\"278\" srcset=\"https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Data_Warehouse.jpg 805w, https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Data_Warehouse-480x166.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 805px, 100vw\" class=\"wp-image-13289\" alt=\"Almac\u00e9n de datos\" title=\"Almac\u00e9n_de_datos\" \/><\/span><\/div><div class=\"et_pb_text_3 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h3>Ventajas de un almac\u00e9n de datos<\/h3>\n<ul>\n<li><strong>Facilidad de an\u00e1lisis: <\/strong>dado que los datos de un almac\u00e9n de datos tienen un formato coherente, pueden analizarse f\u00e1cilmente en un sistema de BI y, por tanto, utilizarse para la toma de decisiones. As\u00ed, incluso los usuarios sin conocimientos de tecnolog\u00eda de datos pueden extraer importantes conclusiones de los datos disponibles. <strong><br \/><\/strong><\/li>\n<li><strong>Fusi\u00f3n de datos: <\/strong>Dado que en un almac\u00e9n de datos se recopila informaci\u00f3n procedente de diferentes bases de datos, los datos de distintas fuentes pueden relacionarse f\u00e1cilmente entre s\u00ed o examinarse en busca de correlaciones.<strong><br \/><\/strong><\/li>\n<li><strong>Calidad de los datos: <\/strong>como los datos se validan y formatean antes de guardarse, el almac\u00e9n de datos s\u00f3lo contiene datos coherentes y pertinentes. La calidad de los datos disponibles es, por tanto, muy alta. <strong><\/strong><\/li>\n<\/ul>\n<h3><\/h3>\n<h3>Desventajas de un almac\u00e9n de datos<\/h3>\n<ul>\n<li><strong>Datos que faltan:<\/strong> En un almac\u00e9n de datos, s\u00f3lo se almacenan los datos que se necesitaban para el fin previsto originalmente. Si se necesitan datos adicionales, hay que a\u00f1adirlos al almac\u00e9n de datos de forma engorrosa. <\/li>\n<li><strong>Menos flexibilidad:<\/strong> si la finalidad del almac\u00e9n de datos ha cambiado o se necesitan m\u00e1s datos en el futuro, habr\u00e1 que adaptar el almac\u00e9n de datos. Esto se debe a que el modelo de datos, o estructura, se ha definido de antemano (Schema on Write). Cambiar esto puede llevar mucho tiempo y ser costoso. Por tanto, un almac\u00e9n de datos es menos flexible para nuevas fuentes de datos.   <\/li>\n<li><strong>Costes de puesta en marcha elevados:<\/strong> Dado que el esquema en escritura debe definirse antes de empezar con un almac\u00e9n de datos, al principio se incurre en costes m\u00e1s elevados.<\/li>\n<\/ul>\n<\/div><\/div><div class=\"et_pb_text_4 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"%C2%BFQue_es_un_lago_de_datos\"><\/span>\u00bfQu\u00e9 es un lago de datos?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Un lago de datos es un repositorio central donde se almacenan grandes cantidades de datos procedentes de diversas fuentes, normalmente en formato bruto. Sin embargo, tambi\u00e9n pueden almacenarse datos estructurados o semiestructurados. Mientras que en un almac\u00e9n de datos s\u00f3lo se almacenan datos estructurados, los lagos de datos pueden guardar informaci\u00f3n en distintos formatos y ponerla as\u00ed a disposici\u00f3n de los usuarios. En este caso, el modelo de datos s\u00f3lo se captura exactamente cuando se lee el contenido (schema on read), lo que puede dar lugar a errores. Aqu\u00ed tiene lugar un proceso ELT (Extraer, Cargar, Transformar).    <\/p>\n<\/div><\/div><div class=\"et_pb_image_2 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Data_Lake.jpg\" width=\"805\" height=\"278\" srcset=\"https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Data_Lake.jpg 805w, https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Data_Lake-480x166.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 805px, 100vw\" class=\"wp-image-13285\" alt=\"Lago de datos\" title=\"Datos_Lago\" \/><\/span><\/div><div class=\"et_pb_text_5 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h3>Ventajas de un lago de datos<\/h3>\n<ul>\n<li><strong>Accesibilidad: <\/strong>los datos de la empresa se almacenan de forma centralizada en el lago de datos, por lo que todos los usuarios pueden acceder a ellos f\u00e1cilmente.<\/li>\n<li><strong>Evitar los silos de datos:<\/strong> se almacenan tanto datos estructurados como semiestructurados o no estructurados. As\u00ed se evitan los silos de datos. <\/li>\n<li><strong>Gran flexibilidad:<\/strong> los datos pueden modificarse y moldearse para analizarlos con distintos fines. Se pueden a\u00f1adir fuentes de datos adicionales f\u00e1cilmente y sin grandes cambios en el lago de datos. <\/li>\n<li>Aprendizaje autom\u00e1tico<strong>:<\/strong> los datos almacenados son ideales para el aprendizaje autom\u00e1tico.<strong><\/strong><\/li>\n<\/ul>\n<h3><\/h3>\n<h3>Desventajas de un lago de datos<\/h3>\n<ul>\n<li><strong>Capacidad de almacenamiento:<\/strong> como todos los datos se almacenan sin filtrar, se necesita una memoria mayor que con el almac\u00e9n de datos.<\/li>\n<li><strong>Calidad de los datos:<\/strong> sin medidas para la calidad de los datos y la gobernanza de los mismos, los datos almacenados pueden convertirse r\u00e1pidamente en lo que se denomina un pantano de datos. Un pantano de datos es un lago de datos sin mantenimiento en el que los datos se almacenan sin la documentaci\u00f3n adecuada, de modo que se pierde r\u00e1pidamente la visi\u00f3n de conjunto. <\/li>\n<\/ul>\n<\/div><\/div><div class=\"et_pb_text_6 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"Similitudes_y_diferencias\"><\/span>Similitudes y diferencias<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Tanto los almacenes de datos como los lagos de datos est\u00e1n dise\u00f1ados para el an\u00e1lisis empresarial y sirven como repositorio central de datos en la empresa. Dado que su finalidad y objetivos son similares, es f\u00e1cil confundir ambas tecnolog\u00edas. Las principales diferencias son:  <\/p>\n<p>&nbsp;<\/p>\n<table style=\"width: 100%; border-collapse: collapse; float: left;\" border=\"0\">\n<tbody>\n<tr>\n<td style=\"width: 33.3333%;\"><\/td>\n<td style=\"width: 33.3333%;\"><span style=\"color: #1b3e90;\"><strong>Almac\u00e9n de datos<\/strong><\/span><\/td>\n<td style=\"width: 33.3333%;\"><span style=\"color: #1b3e90;\"><strong>Lago de datos<\/strong><\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 33.3333%;\"><strong>Estructura de datos<\/strong><\/td>\n<td style=\"width: 33.3333%;\">Datos estructurados y procesados<\/td>\n<td style=\"width: 33.3333%;\">Datos estructurados y semiestructurados, pero sobre todo datos sin procesar<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 33.3333%;\"><strong>Finalidad del almacenamiento de datos<\/strong><\/td>\n<td style=\"width: 33.3333%;\">Est\u00e1 definido, por lo que el volumen de datos es menor<\/td>\n<td style=\"width: 33.3333%;\">No est\u00e1 fijado, por lo que el volumen de datos es mayor<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 33.3333%;\"><strong>Usuarios<\/strong><\/td>\n<td style=\"width: 33.3333%;\">Usuarios de todo tipo, que en su mayor\u00eda no tienen conocimientos t\u00e9cnicos sobre datos<\/td>\n<td style=\"width: 33.3333%;\">Se necesitan cient\u00edficos de datos o herramientas espec\u00edficas para que otros usuarios puedan entender los datos<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 33.3333%;\"><strong>Accesibilidad<\/strong><\/td>\n<td style=\"width: 33.3333%;\">Los cambios son m\u00e1s complicados y costosos<\/td>\n<td style=\"width: 33.3333%;\">Los datos son f\u00e1ciles de consultar y se actualizan r\u00e1pido y sin complicaciones<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 33.3333%;\"><strong>Esquema<\/strong><\/td>\n<td style=\"width: 33.3333%;\">Esquema en escritura: el esquema se define antes de guardar los datos<\/td>\n<td style=\"width: 33.3333%;\">Esquema en lectura: el esquema se define al leer los datos<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/div><\/div><\/div><div class=\"et_pb_row_4 et_pb_row et_block_row\"><div class=\"et_pb_column_4 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_text_7 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"Como_elegir_bien\"><\/span>C\u00f3mo elegir bien<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Que un almac\u00e9n de datos o un lago de datos sea la mejor opci\u00f3n para usted depende de varios factores, que ya quedan claros en las diferencias entre ambas tecnolog\u00edas. Por tanto, preg\u00fantese: <\/p>\n<ul>\n<li>\u00bfDeben almacenarse datos estructurados o datos brutos?<\/li>\n<li>\u00bfSe pretende que los datos sirvan para un fin espec\u00edfico?<\/li>\n<li>\u00bfQui\u00e9n utilizar\u00e1 los datos?  <\/li>\n<li>\u00bfQu\u00e9 probabilidades hay de que cambien los requisitos de evaluaci\u00f3n?<\/li>\n<\/ul>\n<\/div><\/div><div class=\"et_pb_text_8 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"El_futuro_el_lago_de_datos\"><\/span>El futuro: el lago de datos<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A menudo, las empresas no pueden tomar una decisi\u00f3n clara sobre si necesitan un almac\u00e9n de datos o un lago de datos. M\u00e1s bien se necesitan ambas cosas: un lago de datos para beneficiarse de los datos en bruto, pero tambi\u00e9n un almac\u00e9n de datos que permita el an\u00e1lisis a todos los usuarios de la empresa. Sin embargo, utilizar las dos tecnolog\u00edas al mismo tiempo tiene el inconveniente de que los datos se almacenan en dos o m\u00e1s lugares, lo que significa que tambi\u00e9n hay que analizarlos, mantenerlos y supervisarlos en lugares diferentes. Esto, a su vez, puede dar lugar a errores o a que los datos no est\u00e9n actualizados.     <br \/>Un data lakehouse combina la flexibilidad de los lagos de datos con los procesos de estructuraci\u00f3n de un almac\u00e9n de datos, por lo que promete lo mejor de ambas tecnolog\u00edas. As\u00ed, por ejemplo, los datos no estructurados tambi\u00e9n deber\u00edan poder analizarse en un sistema de BI. <\/p>\n<\/div><\/div><\/div><\/div><div class=\"et_pb_row_5 et_pb_row et_block_row\"><div class=\"et_pb_column_5 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_text_9 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusi\u00f3n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Los almacenes y lagos de datos est\u00e1n dise\u00f1ados para el an\u00e1lisis empresarial. Tienen sus ventajas e inconvenientes, pero tambi\u00e9n pueden complementarse. Qu\u00e9 soluci\u00f3n es m\u00e1s adecuada para gestionar los datos de su empresa depende de sus necesidades y de diversas condiciones.  <\/p>\n<\/div><\/div><\/div><\/div><div class=\"et_pb_row_6 et_pb_row et_block_row\"><div class=\"et_pb_column_6 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_text_10 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>El software de inteligencia empresarial myPARM BI<span style=\"font-size: x-small;\"><sup>act<\/sup><\/span> se basa fundamentalmente en un almac\u00e9n de datos. Esto permite que incluso los empleados sin conocimientos t\u00e9cnicos sobre datos puedan analizar los datos almacenados, crear informes y gr\u00e1ficos, y extraer conclusiones importantes de los datos. <\/p>\n<p>Est\u00e1 en myPARM BI<span style=\"font-size: x-small;\"><sup>act<\/sup><\/span> tambi\u00e9n es posible conectar y analizar datos semiestructurados. Pero esto requiere conocimientos m\u00e1s avanzados sobre c\u00f3mo se estructuran los modelos de datos para poder analizar este tipo de informaci\u00f3n. Es decir, puede que necesites los conocimientos de un cient\u00edfico de datos.  <\/p>\n<\/div><\/div><\/div><\/div><div class=\"et_pb_row_7 et_pb_row et_block_row\"><div class=\"et_pb_column_7 et_pb_column et_pb_column_1_2 et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_text_11 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>M\u00e1s informaci\u00f3n sobre el software de inteligencia empresarial myPARM BI<span style=\"font-size: x-small;\"><sup>act<\/sup><\/span>:<\/p>\n<\/div><\/div><div class=\"et_pb_module et_pb_button_module_wrapper et_pb_button_0_wrapper preset--group--divi-button--divi-button--hi917qs--default_wrapper preset--module--divi-button--default_wrapper\"><a class=\"et_pb_button_0 et_pb_button et_pb_bg_layout_light et_pb_module et_block_module preset--group--divi-button--divi-button--hi917qs--default preset--module--divi-button--default\" href=\"https:\/\/parm.com\/myparm-bi\/\" target=\"_blank\">M\u00e1s informaci\u00f3n<\/a><\/div><\/div><div class=\"et_pb_column_8 et_pb_column et_pb_column_1_2 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_text_12 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>\u00bfDesea conocer\u200b myPARM BI<span style=\"font-size: x-small;\"><sup>act<\/sup><\/span> en una demostraci\u00f3n? Entonces, \u00a1concierte una cita con nosotros ahora mismo!<\/p>\n<\/div><\/div><div class=\"et_pb_module et_pb_button_module_wrapper et_pb_button_1_wrapper preset--group--divi-button--divi-button--hi917qs--default_wrapper preset--module--divi-button--default_wrapper\"><a class=\"et_pb_button_1 et_pb_button et_pb_bg_layout_light et_pb_module et_block_module preset--group--divi-button--divi-button--hi917qs--default preset--module--divi-button--default\" href=\"https:\/\/calendly.com\/parmag\/myparm-biact-webdemo-es\" target=\"_blank\">Concertar cita<\/a><\/div><\/div><\/div><div class=\"et_pb_row_8 et_pb_row et_block_row\"><div class=\"et_pb_column_9 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_code_0 et_pb_code et_pb_module\"><div class=\"et_pb_code_inner\"><div class=\"shariff shariff-align-left shariff-widget-align-left\" style=\"display:none\"><ul class=\"shariff-buttons theme-round orientation-horizontal buttonsize-medium\"><li class=\"shariff-button facebook shariff-nocustomcolor\" style=\"background-color:#4273c8\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fparm.com%2Fes%2Fdata-warehouse-and-data-lake-5%2F\" title=\"Bei Facebook teilen\" aria-label=\"Bei Facebook teilen\" role=\"button\" rel=\"nofollow\" class=\"shariff-link\" style=\"; 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Please check the fields and try again.\";\n\n  window.REQUIRED_ERROR_MESSAGE = \"This field must not be empty. \";\n\n  window.GENERIC_INVALID_MESSAGE = \"The information entered is not valid. Please check the fields and try again.\";\n\n\n\n\n  window.translation = {\n    common: {\n      selectedList: '{quantity} Liste ausgew\u00e4hlt',\n      selectedLists: '{quantity} Listen ausgew\u00e4hlt'\n    }\n  };\n\n  var AUTOHIDE = Boolean(0);\n<\/script>\n<script src=\"https:\/\/sibforms.com\/forms\/end-form\/build\/main.js\"><\/script>\n\n<script src=\"https:\/\/www.google.com\/recaptcha\/api.js?hl=de\"><\/script>\n\n<!-- END - We recommend to place the above code in footer or bottom of your website html  -->\n<!-- End Sendinblue Form --><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>La cantidad de datos recopilados en las empresas aumenta constantemente y con ella la necesidad de gestionarlos de forma \u00f3ptima y utilizarlos para realizar an\u00e1lisis. Los almacenes y lagos de datos son soluciones consolidadas para almacenar grandes cantidades de datos. Le explicamos las principales diferencias entre ambas opciones.  <\/p>\n","protected":false},"author":1,"featured_media":22916,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[978],"tags":[996,989,1084,1085],"class_list":["post-23513","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-inteligencia-de-negocio","tag-bi-es","tag-business-intelligence-es","tag-data-lake-es","tag-data-warehouse-es"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Almac\u00e9n y lago de datos | Parm AG<\/title>\n<meta name=\"description\" content=\"Los almacenes y lagos de datos son soluciones consolidadas para almacenar grandes cantidades de datos. Le explicamos las diferencias m\u00e1s importantes.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/parm.com\/es\/data-warehouse-and-data-lake-5\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Almac\u00e9n y lago de datos\" \/>\n<meta property=\"og:description\" content=\"La cantidad de datos recopilados en las empresas aumenta constantemente y con ella la necesidad de gestionarlos de forma \u00f3ptima y utilizarlos para realizar an\u00e1lisis. Los almacenes y lagos de datos son soluciones consolidadas para almacenar grandes cantidades de datos. Le explicamos las principales diferencias entre ambas opciones.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/parm.com\/es\/data-warehouse-and-data-lake-5\/\" \/>\n<meta property=\"og:site_name\" content=\"Parm AG\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/myparm\" \/>\n<meta property=\"article:published_time\" content=\"2022-12-14T09:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-28T06:06:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/parm.com\/wp-content\/uploads\/2022\/12\/Post_Data_Warehouse_Lake-1024x538.jpg\" \/>\n<meta name=\"author\" content=\"Natascha Schleutker\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Almac\u00e9n y lago de datos\" \/>\n<meta name=\"twitter:description\" content=\"La cantidad de datos recopilados en las empresas aumenta constantemente y con ella la necesidad de gestionarlos de forma \u00f3ptima y utilizarlos para realizar an\u00e1lisis. Los almacenes y lagos de datos son soluciones consolidadas para almacenar grandes cantidades de datos. 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