{"id":827,"date":"2022-12-26T11:38:46","date_gmt":"2022-12-26T14:38:46","guid":{"rendered":"http:\/\/157.92.26.246\/datamining\/?page_id=827"},"modified":"2026-07-29T18:55:01","modified_gmt":"2026-07-29T21:55:01","slug":"bases-de-datos-nosql","status":"publish","type":"page","link":"https:\/\/datamining.dc.uba.ar\/datamining\/bases-de-datos-nosql\/","title":{"rendered":"Bases de Datos NoSQL"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background fusion-parallax-fixed nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-image: url(&quot;https:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/07\/DSC_6018-1.jpg&quot;);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:var(--awb-color3);border-style:solid;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;background-attachment:fixed;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:1024px) {.fusion-title.fusion-title-1{margin-top:150px!important; margin-right:0px!important;margin-bottom:150px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-1{margin-top:10px!important; margin-right:0px!important;margin-bottom:10px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"margin-top:150px;margin-right:0px;margin-bottom:150px;margin-left:0px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\">Bases de Datos NoSQL<\/h1><\/div><div class=\"fusion-section-separator section-separator curved fusion-section-separator-1\" style=\"margin-bottom:0px;\"><div class=\"fusion-section-separator-svg\" style=\"padding:0;\"><svg class=\"fusion-curved-candy\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.1\" width=\"100%\" height=\"100\" viewBox=\"0 0 100 100\" preserveAspectRatio=\"none\" style=\"padding:0;\" fill=\"rgba(255,255,255,1)\"><path d=\"M0 100 C 20 0 50 0 100 100 Z\"><\/path><\/svg><\/div><div class=\"fusion-section-separator-spacer\"><div class=\"fusion-section-separator-spacer-height\" style=\"height:99px;\"><\/div><\/div><style type=\"text\/css\">.fusion-section-separator-1 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}@media only screen and (max-width:1024px) {.fusion-section-separator-1 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}@media only screen and (max-width:640px) {.fusion-section-separator-1 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-0{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-0 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-0{width:100% !important;order : 0;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-0{width:100% !important;order : 0;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-1{ padding-top : 60px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:var(--awb-color3);border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-flex-start\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-1\"><p><a href=\"https:\/\/datamining.dc.uba.ar\/datamining\/materias\/\"><strong><span style=\"color: #6b0046;\">Volver al Cronograma de Cursos y Materias<\/span><\/strong><\/a><\/p>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-1{width:100% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-1 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-1{width:100% !important;order : 0;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-1{width:100% !important;order : 0;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-stretch\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;background-color:#f5f4f4;padding: 50px 0px 0px 50px;\"><ul class=\"fusion-checklist fusion-checklist-1\" style=\"font-size:16px;line-height:27.2px;\"><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-clock fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p><strong>Horas de clases semanales:\u00a0<\/strong><\/p>\n<\/div><\/li><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-laptop fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p><strong>Carga horaria cuatrimestral:<\/strong><\/p>\n<\/div><\/li><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-history fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p>Duraci\u00f3n:<\/p>\n<\/div><\/li><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-chalkboard-teacher fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p>Docentes:<\/p>\n<\/div><\/li><\/ul><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-2{width:33.333333333333% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-2 > .fusion-column-wrapper {padding-top : 50px !important;padding-right : 0px !important;margin-right : 5.76%;padding-bottom : 0px !important;padding-left : 50px !important;margin-left : 5.76%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-2{width:33.333333333333% !important;order : 0;}.fusion-builder-column-2 > .fusion-column-wrapper {margin-right : 5.76%;margin-left : 5.76%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-2{width:100% !important;order : 0;}.fusion-builder-column-2 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_2_3 2_3 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:1024px) {.fusion-title.fusion-title-2{margin-top:10px!important; margin-right:0px!important;margin-bottom:15px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-2{margin-top:10px!important; margin-right:0px!important;margin-bottom:10px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"margin-top:10px;margin-right:0px;margin-bottom:15px;margin-left:0px;\"><h2 class=\"title-heading-left\" style=\"margin:0;color:#6b0046;\">Temario \/Programa<\/h2><\/div><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\" style=\"margin-bottom:30px;\"><p><strong>Objetivos<\/strong><\/p>\n<p>El modelo relacional para almacenar datos estructurados en bases de datos y su lenguaje asociado, SQL (structured query language), fueron casi excluyentes durante m\u00e1s de 40 a\u00f1os. Sin embargo, en los \u00faltimos ganaron importancia ciertos demandas que marcaron l\u00edmites en la aplicabilidad general de las bases de datos relacionales. Entre estos nuevos requerimientos se pueden mencionar la explosi\u00f3n en el tama\u00f1o de las bases de datos, la necesidad de almacenar y gestionar datos no estructurados o la popularizaci\u00f3n del an\u00e1lisis de datos organizados en grafos. La respuesta a estas demandas fue la creaci\u00f3n de una serie de nuevos modelos de bases de datos de diferente naturaleza, agrupados todos bajo el t\u00e9rmino paraguas de \u201cNoSQL\u201d. Por un lado, estos nuevos modelos satisfacen una o varias de las demandas que los modelos relacionales no satisfacen; sin embargo, esto ocurre sacrificando alguna caracter\u00edstica<br \/>\nrelacionada con la consistencia continua de los datos, algo que distingue a las bases de datos relacionales. El dise\u00f1o de las bases de datos NoSQL no responde a la aplicaci\u00f3n de un paradigma general, como es el modelo relacional, sino que se crearon para responder a las demandas de diferentes tipos de datos y necesidades de gesti\u00f3n (grandes vol\u00famenes, velocidad de acceso a los datos, etc.).<\/p>\n<p>El uso de bases de datos NoSQL est\u00e1 bien establecido, y su uso continuar\u00e1 creciendo. Debido a las caracter\u00edsticas y casos de aplicaci\u00f3n mencionados, constituyen herramientas que la mayor\u00eda de los cient\u00edficos de datos necesitar\u00e1 utilizar en su carrera profesional. Esto determina los tres objetivos de este curso, que son: ofrecer una introducci\u00f3n a las bases de datos NoSQL, discutir los casos de aplicaci\u00f3n de sus cuatro tipos principales (documentos, clave-valor,<br \/>\ncolumnar y grafos) y ofrecer entrenamiento en el laboratorio con una herramienta de cada clase. Dentro de los productos m\u00e1s exitosos de cada clase de base de datos NoSQL existe uno o m\u00e1s que es de c\u00f3digo abierto, de manera que se seleccionar\u00e1 uno de ellos para cada trabajo pr\u00e1ctico.<\/p>\n<p><strong>Modalidad de trabajo:<\/strong> Te\u00f3rico-pr\u00e1ctica<\/p>\n<p>En la parte te\u00f3rica de la materia, se desarrollar\u00e1n los temas del programa. realizando exposiciones, demostrando la utilizaci\u00f3n de software o resolviendo un caso pr\u00e1ctico. En la parte pr\u00e1ctica los alumnos trabajar\u00e1n con una base de datos com\u00fan para todas las unidades, y en cada trabajo pr\u00e1ctico (TP) se realizar\u00e1n ejercicios de carga de datos, consultas y creaci\u00f3n de reportes utilizando una herramienta de c\u00f3digo abierto para el modelo SQL (unidad y pr\u00e1ctica 0), y para los modelos NoSQL (unidades y TPs subsecuentes). Como parte de la puesta en com\u00fan de cada TP se discutir\u00e1n las ventajas y desventajas del modelo seleccionado para esa clase. Para aprobar la materia se deber\u00e1n presentar informes de cada trabajo pr\u00e1ctico y una exposici\u00f3n final.<\/p>\n<p><strong>Programa<\/strong><\/p>\n<p>Unidad 0. Repaso de bases de datos relacionales y lenguaje SQL.<\/p>\n<p>Origen y necesidades a cubrir. El modelo relacional. Integridad referencial. Propiedades ACID. Robustez y escalabilidad en SQL. Limitaciones. Repaso de consultas b\u00e1sicas<\/p>\n<p>Unidad 1. Introducci\u00f3n a NoSQL<\/p>\n<p>Origen y necesidades a cubrir. Evoluci\u00f3n hist\u00f3rica. Teorema CAP. Propiedades ACID vs Propiedades BASE. Recorrido introductorio por los cuatro tipos b\u00e1sicos de enfoques que existen actualmente.<\/p>\n<p>Unidad 2. Bases de datos clave &#8211; valor<\/p>\n<p>Organizaci\u00f3n de la informaci\u00f3n en claves y valores. Arquitectura t\u00edpica. Caso de uso y operaciones t\u00edpicas. Pros y contras del enfoque.<\/p>\n<p>Unidad 3. Bases de datos columnares<\/p>\n<p>Caso de uso t\u00edpico. Arquitectura t\u00edpica: clave,columnas, familias de columnas. Pros y contras del enfoque. Seguimiento de datos en el tiempo.<\/p>\n<p>Unidad 4. Bases de datos de documentos<\/p>\n<p>Arquitectura t\u00edpica (clave, documentos, colecciones, mapas). Almacenamiento y consultas de<br \/>\ndocumentos no estructurados a gran escala. Pros y contras del enfoque.<\/p>\n<p>Unidad 5. Bases de datos de grafos<\/p>\n<p>Organizaci\u00f3n de datos en grafos. Caso de uso t\u00edpico. Consultas sobre grafos. 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style=\"padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:1024px) {.fusion-title.fusion-title-3{margin-top:10px!important; margin-right:0px!important;margin-bottom:15px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-3{margin-top:10px!important; margin-right:0px!important;margin-bottom:10px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"margin-top:10px;margin-right:0px;margin-bottom:15px;margin-left:0px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\"><p style=\"text-align: center;\">Ver programa de estudios<\/p><\/h1><\/div><\/div><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/datamining.dc.uba.ar\/datamining\/programa-de-estudios\/\"><span class=\"fusion-column-inner-bg-image\" 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