SlideShare a Scribd company logo
BIG DATA
Bases de datos en el internet de las cosas
XabiTranche
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 32 7 / 0 2 / 1 5
La profesión que importará dentro de 4 años todavía no se ha
inventado.
GrowthHacker–Economia+Ingenieriadesoftware
15añostrabajandoINET–WEB2.0
SocioThinkOnMarketing–estrategiadigital&innovación
SocioMuaaka–redsocialmusical
PromotorStartUpSOCIALBIGDATA
@JavitxuTranche
XabiTranche
XabiTranche
¿QuéeselBigData?
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 42 7 / 0 2 / 1 5
Limitaciones de las bases
de datos relacionales
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 52 7 / 0 2 / 1 5
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 6
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 7
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 8
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 9
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 0
Que problemas resuelve
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 1 1
FACEBOOK-Boing
Facebook genera 500 Terabytes
de datos al día.
Un Boing 737 genera 240
Terabytes en un vuelo
WorldOfWarCraft–StockChange
Cambios en MicroSegundos
SocialMedia
La información no sigue una
estructura a priori
Volumen Velocidad Variedad
2 7 / 0 2 / 1 5
BIG DATA PARA QUÉ
NuevostiposdeApps
NightBits, Crime Reduce
ReducirCOSTE/Waste
Open Source /
Escalabilidad
FuentesDispares
A short text that gives a
brief biography of the
person shown above.
Adivinar
A short text that gives a
brief biography of the
person shown above.
2 7 / 0 2 / 1 5 P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 1 2
• Características BBDD
BigData
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 1 32 7 / 0 2 / 1 5
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 4
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 5
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 6
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 7
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 8
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 9
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 0
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 1
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 2
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 3
• Limitaciones de las bases
de datos no relacionales
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 2 42 7 / 0 2 / 1 5
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 5
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 6
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 7
• Tipos de bases de datos
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 2 82 7 / 0 2 / 1 5
Clave - Valor
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 2 9
HashMapconclaveúnica
Fácil de escalar. Server 1 del 1 al 1000, Server2 del
1001 al 2000
BigTable, Cassandra, Hadoop, MemCacheDB,
Voldemort
ElvaloresdetipoBLOB
MUYEFICIENTES
2 7 / 0 2 / 1 5
Basada en Documentos
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 0
ALMACENAUNDOCUMENTOLEGIBLE
Consultas avanzadas
Podemos establecer relaciones
MongoDB, CoachDB
FORMATOSJSONoXML
ELSERVIDORPUEDEMANIPULARLOS
2 7 / 0 2 / 1 5
Basadas en Grafos.
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 1
Paramediryalmacenarrelaciones
NEO4J
Cypher Query Language
ACID
RESTFUL
Representación explícitas de JOIN tradicionales
Lasrelacionesensimismastienen
Info
REDESSOCIALES
2 7 / 0 2 / 1 5
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 2
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 3
Basada en Columnas
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 4
ALMACENAUNDOCUMENTOpor
columna
Cassandra
RAPIDALECTURA
MALAESCRITURA
2 7 / 0 2 / 1 5
• Como migrar de Rel a BD
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 52 7 / 0 2 / 1 5
Que problemas resuelve
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 6
Pais-ciudades
Objeto JSON PAIS con multiples
atributos ciudad
Pentaho MongoDB
NecesitamosunsoftwaredeTerceros
Pentaho MongoDB
VIVAJS!
1:N a todos
los
documentos
Usar una
transformacio
n
Manejar
objetos JSON
2 7 / 0 2 / 1 5
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 7
Consulta y previsualización
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 8
Mapeamos los resultados a la colección
P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 9
Donde albergar
*  MoNgoLab
*  MongoHQ
*  AmazonWS(Hadoop)
*  PARSE
Donde albergar
*  OPENSHIFT(RedHat)
*  HDInsight(Microsoft–Hadoop-HIVE)
*  Graphenedb(NEO4J)

More Related Content

What's hot

A real-world example with Microsoft Graph API and Outlook
A real-world example with Microsoft Graph API and OutlookA real-world example with Microsoft Graph API and Outlook
A real-world example with Microsoft Graph API and Outlook
Hansamali Gamage
 
Ikäihmiset mobiililaitteiden käyttäjinä
Ikäihmiset mobiililaitteiden käyttäjinäIkäihmiset mobiililaitteiden käyttäjinä
Ikäihmiset mobiililaitteiden käyttäjinä
Riikka Marttinen
 
Security and Privacy in Healthcare
Security and Privacy in HealthcareSecurity and Privacy in Healthcare
Security and Privacy in Healthcare
Tyrone Grandison
 
Logika informatika winlogilab sahara
Logika informatika winlogilab saharaLogika informatika winlogilab sahara
Logika informatika winlogilab sahara
SaharaNadiaPutri
 
Introducing the Unified Cloud - Sean Bruton
Introducing the Unified Cloud - Sean Bruton Introducing the Unified Cloud - Sean Bruton
Introducing the Unified Cloud - Sean Bruton
Hostway|HOSTING
 
How Consumers use Digital Technology
How Consumers use Digital TechnologyHow Consumers use Digital Technology
How Consumers use Digital Technology
Hannah Frazer-Morris
 
Whitepaper - Spinbackup Overview
Whitepaper - Spinbackup OverviewWhitepaper - Spinbackup Overview
Whitepaper - Spinbackup Overview
Spinbackup
 

What's hot (7)

A real-world example with Microsoft Graph API and Outlook
A real-world example with Microsoft Graph API and OutlookA real-world example with Microsoft Graph API and Outlook
A real-world example with Microsoft Graph API and Outlook
 
Ikäihmiset mobiililaitteiden käyttäjinä
Ikäihmiset mobiililaitteiden käyttäjinäIkäihmiset mobiililaitteiden käyttäjinä
Ikäihmiset mobiililaitteiden käyttäjinä
 
Security and Privacy in Healthcare
Security and Privacy in HealthcareSecurity and Privacy in Healthcare
Security and Privacy in Healthcare
 
Logika informatika winlogilab sahara
Logika informatika winlogilab saharaLogika informatika winlogilab sahara
Logika informatika winlogilab sahara
 
Introducing the Unified Cloud - Sean Bruton
Introducing the Unified Cloud - Sean Bruton Introducing the Unified Cloud - Sean Bruton
Introducing the Unified Cloud - Sean Bruton
 
How Consumers use Digital Technology
How Consumers use Digital TechnologyHow Consumers use Digital Technology
How Consumers use Digital Technology
 
Whitepaper - Spinbackup Overview
Whitepaper - Spinbackup OverviewWhitepaper - Spinbackup Overview
Whitepaper - Spinbackup Overview
 

Similar to Introducción al Big Data - Xabier Tranche - VIII Betabeers Bilbao 27/02/2015

Reducing Resistance: Deployment as Surface
Reducing Resistance: Deployment as SurfaceReducing Resistance: Deployment as Surface
Reducing Resistance: Deployment as Surface
Jeffrey Hulten
 
Enel linked open geo data
Enel linked open geo dataEnel linked open geo data
Enel linked open geo data
Raffaele Cirullo
 
Linked Open GeoData for Enel Drive (W3C LOD2014)
Linked Open GeoData for Enel Drive (W3C LOD2014)Linked Open GeoData for Enel Drive (W3C LOD2014)
Linked Open GeoData for Enel Drive (W3C LOD2014)
Andrea Volpini
 
Linked Open GeoData for Electric Vehicle Charging Stations by ENEL
Linked Open GeoData for Electric Vehicle Charging Stations by ENELLinked Open GeoData for Electric Vehicle Charging Stations by ENEL
Linked Open GeoData for Electric Vehicle Charging Stations by ENEL
Redlink GmbH
 
Star Schema Overview
Star Schema OverviewStar Schema Overview
Star Schema Overview
Murugan Pandian
 
Meteor - not just for rockstars
Meteor - not just for rockstarsMeteor - not just for rockstars
Meteor - not just for rockstars
Stephan Hochhaus
 
Vikram emerging technologies
Vikram emerging technologiesVikram emerging technologies
Customer_Testimonial_IFFCO.pdf
Customer_Testimonial_IFFCO.pdfCustomer_Testimonial_IFFCO.pdf
Customer_Testimonial_IFFCO.pdf
PRASHANTJUNNARKAR
 
The IoT For Real
The IoT For Real The IoT For Real
The IoT For Real
University of Hertfordshire
 
Meteor WWNRW Intro
Meteor WWNRW IntroMeteor WWNRW Intro
Meteor WWNRW Intro
Stephan Hochhaus
 
The Red Hat Way
The Red Hat WayThe Red Hat Way
The Red Hat Way
Software Guru
 
Apache Spark: the next big thing? - StampedeCon 2014
Apache Spark: the next big thing? - StampedeCon 2014Apache Spark: the next big thing? - StampedeCon 2014
Apache Spark: the next big thing? - StampedeCon 2014
StampedeCon
 
Designing a Horizontally Scalable Event-Driven Big Data Architecture with Apa...
Designing a Horizontally Scalable Event-Driven Big Data Architecture with Apa...Designing a Horizontally Scalable Event-Driven Big Data Architecture with Apa...
Designing a Horizontally Scalable Event-Driven Big Data Architecture with Apa...
Ricardo Fanjul Fandiño
 
Data Modelling at Scale
Data Modelling at ScaleData Modelling at Scale
Data Modelling at Scale
David Simons
 
AWS Seminar Series 2015 Melbourne
AWS Seminar Series 2015 MelbourneAWS Seminar Series 2015 Melbourne
AWS Seminar Series 2015 Melbourne
Amazon Web Services
 
Web Development for Managers
Web Development for ManagersWeb Development for Managers
Web Development for Managers
Randy Connolly
 
Azure: Finding Success Beyond Test/Dev
Azure: Finding Success Beyond Test/DevAzure: Finding Success Beyond Test/Dev
Azure: Finding Success Beyond Test/Dev
Hostway|HOSTING
 
AWS SEMINAR SERIES 2015 Perth
AWS SEMINAR SERIES 2015 PerthAWS SEMINAR SERIES 2015 Perth
AWS SEMINAR SERIES 2015 Perth
Amazon Web Services
 
Small data big impact
Small data big impactSmall data big impact
Small data big impact
University of Hertfordshire
 

Similar to Introducción al Big Data - Xabier Tranche - VIII Betabeers Bilbao 27/02/2015 (20)

BS portfolio
BS portfolioBS portfolio
BS portfolio
 
Reducing Resistance: Deployment as Surface
Reducing Resistance: Deployment as SurfaceReducing Resistance: Deployment as Surface
Reducing Resistance: Deployment as Surface
 
Enel linked open geo data
Enel linked open geo dataEnel linked open geo data
Enel linked open geo data
 
Linked Open GeoData for Enel Drive (W3C LOD2014)
Linked Open GeoData for Enel Drive (W3C LOD2014)Linked Open GeoData for Enel Drive (W3C LOD2014)
Linked Open GeoData for Enel Drive (W3C LOD2014)
 
Linked Open GeoData for Electric Vehicle Charging Stations by ENEL
Linked Open GeoData for Electric Vehicle Charging Stations by ENELLinked Open GeoData for Electric Vehicle Charging Stations by ENEL
Linked Open GeoData for Electric Vehicle Charging Stations by ENEL
 
Star Schema Overview
Star Schema OverviewStar Schema Overview
Star Schema Overview
 
Meteor - not just for rockstars
Meteor - not just for rockstarsMeteor - not just for rockstars
Meteor - not just for rockstars
 
Vikram emerging technologies
Vikram emerging technologiesVikram emerging technologies
Vikram emerging technologies
 
Customer_Testimonial_IFFCO.pdf
Customer_Testimonial_IFFCO.pdfCustomer_Testimonial_IFFCO.pdf
Customer_Testimonial_IFFCO.pdf
 
The IoT For Real
The IoT For Real The IoT For Real
The IoT For Real
 
Meteor WWNRW Intro
Meteor WWNRW IntroMeteor WWNRW Intro
Meteor WWNRW Intro
 
The Red Hat Way
The Red Hat WayThe Red Hat Way
The Red Hat Way
 
Apache Spark: the next big thing? - StampedeCon 2014
Apache Spark: the next big thing? - StampedeCon 2014Apache Spark: the next big thing? - StampedeCon 2014
Apache Spark: the next big thing? - StampedeCon 2014
 
Designing a Horizontally Scalable Event-Driven Big Data Architecture with Apa...
Designing a Horizontally Scalable Event-Driven Big Data Architecture with Apa...Designing a Horizontally Scalable Event-Driven Big Data Architecture with Apa...
Designing a Horizontally Scalable Event-Driven Big Data Architecture with Apa...
 
Data Modelling at Scale
Data Modelling at ScaleData Modelling at Scale
Data Modelling at Scale
 
AWS Seminar Series 2015 Melbourne
AWS Seminar Series 2015 MelbourneAWS Seminar Series 2015 Melbourne
AWS Seminar Series 2015 Melbourne
 
Web Development for Managers
Web Development for ManagersWeb Development for Managers
Web Development for Managers
 
Azure: Finding Success Beyond Test/Dev
Azure: Finding Success Beyond Test/DevAzure: Finding Success Beyond Test/Dev
Azure: Finding Success Beyond Test/Dev
 
AWS SEMINAR SERIES 2015 Perth
AWS SEMINAR SERIES 2015 PerthAWS SEMINAR SERIES 2015 Perth
AWS SEMINAR SERIES 2015 Perth
 
Small data big impact
Small data big impactSmall data big impact
Small data big impact
 

More from betabeers

IONIC, el framework para crear aplicaciones híbridas multiplataforma
IONIC, el framework para crear aplicaciones híbridas multiplataformaIONIC, el framework para crear aplicaciones híbridas multiplataforma
IONIC, el framework para crear aplicaciones híbridas multiplataforma
betabeers
 
Servicios de Gestión de Datos en la Nube - Jaime Balañá (NetApp)
Servicios de Gestión de Datos en la Nube - Jaime Balañá (NetApp)Servicios de Gestión de Datos en la Nube - Jaime Balañá (NetApp)
Servicios de Gestión de Datos en la Nube - Jaime Balañá (NetApp)
betabeers
 
Blockchain: la revolución industrial de internet - Oscar Lage
Blockchain: la revolución industrial de internet - Oscar LageBlockchain: la revolución industrial de internet - Oscar Lage
Blockchain: la revolución industrial de internet - Oscar Lage
betabeers
 
Cloud Learning: la formación del siglo XXI - Mónica Mediavilla
Cloud Learning: la formación del siglo XXI - Mónica MediavillaCloud Learning: la formación del siglo XXI - Mónica Mediavilla
Cloud Learning: la formación del siglo XXI - Mónica Mediavilla
betabeers
 
Desarrollo web en Nodejs con Pillars por Chelo Quilón
Desarrollo web en Nodejs con Pillars por Chelo QuilónDesarrollo web en Nodejs con Pillars por Chelo Quilón
Desarrollo web en Nodejs con Pillars por Chelo Quilón
betabeers
 
La línea recta hacia el éxito - Jon Torrado - Betabeers Bilbao
La línea recta hacia el éxito -  Jon Torrado - Betabeers BilbaoLa línea recta hacia el éxito -  Jon Torrado - Betabeers Bilbao
La línea recta hacia el éxito - Jon Torrado - Betabeers Bilbao
betabeers
 
6 errores a evitar si eres una startup móvil y quieres evolucionar tu app
6 errores a evitar si eres una startup móvil y quieres evolucionar tu app6 errores a evitar si eres una startup móvil y quieres evolucionar tu app
6 errores a evitar si eres una startup móvil y quieres evolucionar tu app
betabeers
 
Dev ops.continuous delivery - Ibon Landa (Plain Concepts)
Dev ops.continuous delivery - Ibon Landa (Plain Concepts)Dev ops.continuous delivery - Ibon Landa (Plain Concepts)
Dev ops.continuous delivery - Ibon Landa (Plain Concepts)
betabeers
 
Introducción a scrum - Rodrigo Corral (Plain Concepts)
Introducción a scrum - Rodrigo Corral (Plain Concepts)Introducción a scrum - Rodrigo Corral (Plain Concepts)
Introducción a scrum - Rodrigo Corral (Plain Concepts)
betabeers
 
Gestión de proyectos y consorcios internacionales - Iñigo Cañadas (GFI)
Gestión de proyectos y consorcios internacionales - Iñigo Cañadas (GFI)Gestión de proyectos y consorcios internacionales - Iñigo Cañadas (GFI)
Gestión de proyectos y consorcios internacionales - Iñigo Cañadas (GFI)
betabeers
 
Software de gestión Open Source - Odoo - Bakartxo Aristegi (Aizean)
Software de gestión Open Source - Odoo - Bakartxo Aristegi (Aizean)Software de gestión Open Source - Odoo - Bakartxo Aristegi (Aizean)
Software de gestión Open Source - Odoo - Bakartxo Aristegi (Aizean)
betabeers
 
Elemental, querido Watson - Caso de Uso
Elemental, querido Watson - Caso de UsoElemental, querido Watson - Caso de Uso
Elemental, querido Watson - Caso de Uso
betabeers
 
Seguridad en tu startup
Seguridad en tu startupSeguridad en tu startup
Seguridad en tu startup
betabeers
 
Spark Java: Aplicaciones web ligeras y rápidas con Java, por Fran Paredes.
Spark Java: Aplicaciones web ligeras y rápidas con Java, por Fran Paredes.Spark Java: Aplicaciones web ligeras y rápidas con Java, por Fran Paredes.
Spark Java: Aplicaciones web ligeras y rápidas con Java, por Fran Paredes.
betabeers
 
Buenas prácticas para la optimización web
Buenas prácticas para la optimización webBuenas prácticas para la optimización web
Buenas prácticas para la optimización web
betabeers
 
La magia de Scrum
La magia de ScrumLa magia de Scrum
La magia de Scrum
betabeers
 
Programador++ por @wottam
Programador++ por @wottamProgramador++ por @wottam
Programador++ por @wottam
betabeers
 
RaspberryPi: Tu dispositivo para IoT
RaspberryPi: Tu dispositivo para IoTRaspberryPi: Tu dispositivo para IoT
RaspberryPi: Tu dispositivo para IoT
betabeers
 
PAYTPV Plataforma Integral de Cobros - VIII Betabeers Bilbao 27/02/2015
PAYTPV Plataforma Integral de Cobros - VIII Betabeers Bilbao 27/02/2015PAYTPV Plataforma Integral de Cobros - VIII Betabeers Bilbao 27/02/2015
PAYTPV Plataforma Integral de Cobros - VIII Betabeers Bilbao 27/02/2015
betabeers
 
Presentación Kbi Digital - VIII Betabeers Bilbao 27/02/2015
Presentación Kbi Digital - VIII Betabeers Bilbao 27/02/2015Presentación Kbi Digital - VIII Betabeers Bilbao 27/02/2015
Presentación Kbi Digital - VIII Betabeers Bilbao 27/02/2015
betabeers
 

More from betabeers (20)

IONIC, el framework para crear aplicaciones híbridas multiplataforma
IONIC, el framework para crear aplicaciones híbridas multiplataformaIONIC, el framework para crear aplicaciones híbridas multiplataforma
IONIC, el framework para crear aplicaciones híbridas multiplataforma
 
Servicios de Gestión de Datos en la Nube - Jaime Balañá (NetApp)
Servicios de Gestión de Datos en la Nube - Jaime Balañá (NetApp)Servicios de Gestión de Datos en la Nube - Jaime Balañá (NetApp)
Servicios de Gestión de Datos en la Nube - Jaime Balañá (NetApp)
 
Blockchain: la revolución industrial de internet - Oscar Lage
Blockchain: la revolución industrial de internet - Oscar LageBlockchain: la revolución industrial de internet - Oscar Lage
Blockchain: la revolución industrial de internet - Oscar Lage
 
Cloud Learning: la formación del siglo XXI - Mónica Mediavilla
Cloud Learning: la formación del siglo XXI - Mónica MediavillaCloud Learning: la formación del siglo XXI - Mónica Mediavilla
Cloud Learning: la formación del siglo XXI - Mónica Mediavilla
 
Desarrollo web en Nodejs con Pillars por Chelo Quilón
Desarrollo web en Nodejs con Pillars por Chelo QuilónDesarrollo web en Nodejs con Pillars por Chelo Quilón
Desarrollo web en Nodejs con Pillars por Chelo Quilón
 
La línea recta hacia el éxito - Jon Torrado - Betabeers Bilbao
La línea recta hacia el éxito -  Jon Torrado - Betabeers BilbaoLa línea recta hacia el éxito -  Jon Torrado - Betabeers Bilbao
La línea recta hacia el éxito - Jon Torrado - Betabeers Bilbao
 
6 errores a evitar si eres una startup móvil y quieres evolucionar tu app
6 errores a evitar si eres una startup móvil y quieres evolucionar tu app6 errores a evitar si eres una startup móvil y quieres evolucionar tu app
6 errores a evitar si eres una startup móvil y quieres evolucionar tu app
 
Dev ops.continuous delivery - Ibon Landa (Plain Concepts)
Dev ops.continuous delivery - Ibon Landa (Plain Concepts)Dev ops.continuous delivery - Ibon Landa (Plain Concepts)
Dev ops.continuous delivery - Ibon Landa (Plain Concepts)
 
Introducción a scrum - Rodrigo Corral (Plain Concepts)
Introducción a scrum - Rodrigo Corral (Plain Concepts)Introducción a scrum - Rodrigo Corral (Plain Concepts)
Introducción a scrum - Rodrigo Corral (Plain Concepts)
 
Gestión de proyectos y consorcios internacionales - Iñigo Cañadas (GFI)
Gestión de proyectos y consorcios internacionales - Iñigo Cañadas (GFI)Gestión de proyectos y consorcios internacionales - Iñigo Cañadas (GFI)
Gestión de proyectos y consorcios internacionales - Iñigo Cañadas (GFI)
 
Software de gestión Open Source - Odoo - Bakartxo Aristegi (Aizean)
Software de gestión Open Source - Odoo - Bakartxo Aristegi (Aizean)Software de gestión Open Source - Odoo - Bakartxo Aristegi (Aizean)
Software de gestión Open Source - Odoo - Bakartxo Aristegi (Aizean)
 
Elemental, querido Watson - Caso de Uso
Elemental, querido Watson - Caso de UsoElemental, querido Watson - Caso de Uso
Elemental, querido Watson - Caso de Uso
 
Seguridad en tu startup
Seguridad en tu startupSeguridad en tu startup
Seguridad en tu startup
 
Spark Java: Aplicaciones web ligeras y rápidas con Java, por Fran Paredes.
Spark Java: Aplicaciones web ligeras y rápidas con Java, por Fran Paredes.Spark Java: Aplicaciones web ligeras y rápidas con Java, por Fran Paredes.
Spark Java: Aplicaciones web ligeras y rápidas con Java, por Fran Paredes.
 
Buenas prácticas para la optimización web
Buenas prácticas para la optimización webBuenas prácticas para la optimización web
Buenas prácticas para la optimización web
 
La magia de Scrum
La magia de ScrumLa magia de Scrum
La magia de Scrum
 
Programador++ por @wottam
Programador++ por @wottamProgramador++ por @wottam
Programador++ por @wottam
 
RaspberryPi: Tu dispositivo para IoT
RaspberryPi: Tu dispositivo para IoTRaspberryPi: Tu dispositivo para IoT
RaspberryPi: Tu dispositivo para IoT
 
PAYTPV Plataforma Integral de Cobros - VIII Betabeers Bilbao 27/02/2015
PAYTPV Plataforma Integral de Cobros - VIII Betabeers Bilbao 27/02/2015PAYTPV Plataforma Integral de Cobros - VIII Betabeers Bilbao 27/02/2015
PAYTPV Plataforma Integral de Cobros - VIII Betabeers Bilbao 27/02/2015
 
Presentación Kbi Digital - VIII Betabeers Bilbao 27/02/2015
Presentación Kbi Digital - VIII Betabeers Bilbao 27/02/2015Presentación Kbi Digital - VIII Betabeers Bilbao 27/02/2015
Presentación Kbi Digital - VIII Betabeers Bilbao 27/02/2015
 

Recently uploaded

The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
Jemma Hussein Allen
 
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
SOFTTECHHUB
 
Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
Aftab Hussain
 
Video Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the FutureVideo Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the Future
Alpen-Adria-Universität
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance
 
UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4
DianaGray10
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
James Anderson
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
sonjaschweigert1
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance
 
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdfFIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
Alan Dix
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
91mobiles
 
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptx
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptxSecstrike : Reverse Engineering & Pwnable tools for CTF.pptx
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptx
nkrafacyberclub
 
Pushing the limits of ePRTC: 100ns holdover for 100 days
Pushing the limits of ePRTC: 100ns holdover for 100 daysPushing the limits of ePRTC: 100ns holdover for 100 days
Pushing the limits of ePRTC: 100ns holdover for 100 days
Adtran
 
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionGenerative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Aggregage
 
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfObservability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Paige Cruz
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
Guy Korland
 
PHP Frameworks: I want to break free (IPC Berlin 2024)
PHP Frameworks: I want to break free (IPC Berlin 2024)PHP Frameworks: I want to break free (IPC Berlin 2024)
PHP Frameworks: I want to break free (IPC Berlin 2024)
Ralf Eggert
 
20240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 202420240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 2024
Matthew Sinclair
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
BookNet Canada
 

Recently uploaded (20)

The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
 
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
 
Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
 
Video Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the FutureVideo Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the Future
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
 
UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
 
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdfFIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
 
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptx
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptxSecstrike : Reverse Engineering & Pwnable tools for CTF.pptx
Secstrike : Reverse Engineering & Pwnable tools for CTF.pptx
 
Pushing the limits of ePRTC: 100ns holdover for 100 days
Pushing the limits of ePRTC: 100ns holdover for 100 daysPushing the limits of ePRTC: 100ns holdover for 100 days
Pushing the limits of ePRTC: 100ns holdover for 100 days
 
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionGenerative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to Production
 
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfObservability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
 
PHP Frameworks: I want to break free (IPC Berlin 2024)
PHP Frameworks: I want to break free (IPC Berlin 2024)PHP Frameworks: I want to break free (IPC Berlin 2024)
PHP Frameworks: I want to break free (IPC Berlin 2024)
 
20240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 202420240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 2024
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
 

Introducción al Big Data - Xabier Tranche - VIII Betabeers Bilbao 27/02/2015

  • 1. BIG DATA Bases de datos en el internet de las cosas
  • 2. XabiTranche P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 32 7 / 0 2 / 1 5 La profesión que importará dentro de 4 años todavía no se ha inventado. GrowthHacker–Economia+Ingenieriadesoftware 15añostrabajandoINET–WEB2.0 SocioThinkOnMarketing–estrategiadigital&innovación SocioMuaaka–redsocialmusical PromotorStartUpSOCIALBIGDATA @JavitxuTranche XabiTranche XabiTranche
  • 3. ¿QuéeselBigData? P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 42 7 / 0 2 / 1 5
  • 4. Limitaciones de las bases de datos relacionales P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 52 7 / 0 2 / 1 5
  • 5. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 6
  • 6. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 7
  • 7. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 8
  • 8. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 9
  • 9. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 0
  • 10. Que problemas resuelve P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 1 1 FACEBOOK-Boing Facebook genera 500 Terabytes de datos al día. Un Boing 737 genera 240 Terabytes en un vuelo WorldOfWarCraft–StockChange Cambios en MicroSegundos SocialMedia La información no sigue una estructura a priori Volumen Velocidad Variedad 2 7 / 0 2 / 1 5
  • 11. BIG DATA PARA QUÉ NuevostiposdeApps NightBits, Crime Reduce ReducirCOSTE/Waste Open Source / Escalabilidad FuentesDispares A short text that gives a brief biography of the person shown above. Adivinar A short text that gives a brief biography of the person shown above. 2 7 / 0 2 / 1 5 P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 1 2
  • 12. • Características BBDD BigData P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 1 32 7 / 0 2 / 1 5
  • 13. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 4
  • 14. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 5
  • 15. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 6
  • 16. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 7
  • 17. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 8
  • 18. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 1 9
  • 19. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 0
  • 20. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 1
  • 21. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 2
  • 22. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 3
  • 23. • Limitaciones de las bases de datos no relacionales P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 2 42 7 / 0 2 / 1 5
  • 24. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 5
  • 25. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 6
  • 26. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 2 7
  • 27. • Tipos de bases de datos P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 2 82 7 / 0 2 / 1 5
  • 28. Clave - Valor P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 2 9 HashMapconclaveúnica Fácil de escalar. Server 1 del 1 al 1000, Server2 del 1001 al 2000 BigTable, Cassandra, Hadoop, MemCacheDB, Voldemort ElvaloresdetipoBLOB MUYEFICIENTES 2 7 / 0 2 / 1 5
  • 29. Basada en Documentos P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 0 ALMACENAUNDOCUMENTOLEGIBLE Consultas avanzadas Podemos establecer relaciones MongoDB, CoachDB FORMATOSJSONoXML ELSERVIDORPUEDEMANIPULARLOS 2 7 / 0 2 / 1 5
  • 30. Basadas en Grafos. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 1 Paramediryalmacenarrelaciones NEO4J Cypher Query Language ACID RESTFUL Representación explícitas de JOIN tradicionales Lasrelacionesensimismastienen Info REDESSOCIALES 2 7 / 0 2 / 1 5
  • 31. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 2
  • 32. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 3
  • 33. Basada en Columnas P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 4 ALMACENAUNDOCUMENTOpor columna Cassandra RAPIDALECTURA MALAESCRITURA 2 7 / 0 2 / 1 5
  • 34. • Como migrar de Rel a BD P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 52 7 / 0 2 / 1 5
  • 35. Que problemas resuelve P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E 3 6 Pais-ciudades Objeto JSON PAIS con multiples atributos ciudad Pentaho MongoDB NecesitamosunsoftwaredeTerceros Pentaho MongoDB VIVAJS! 1:N a todos los documentos Usar una transformacio n Manejar objetos JSON 2 7 / 0 2 / 1 5
  • 36. P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 7
  • 37. Consulta y previsualización P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 8
  • 38. Mapeamos los resultados a la colección P R E S E N T A T I O N T I T L E | C O M P A N Y N A M E2 7 / 0 2 / 1 5 3 9
  • 39. Donde albergar *  MoNgoLab *  MongoHQ *  AmazonWS(Hadoop) *  PARSE
  • 40. Donde albergar *  OPENSHIFT(RedHat) *  HDInsight(Microsoft–Hadoop-HIVE) *  Graphenedb(NEO4J)