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Microsoft on
Big Data
Donnerstag, 28.05.2015
Vorweg:
 Wir sind heute live auf Meerkat
Agenda
 Was ist Big Data?
 Funktionsweise und Ansätze
 Microsoft Architektur
 Hadoop und Map Reduce
 Pig
Die 3 Vs
Quelle: http://www.datasciencecentral.com/forum/topics/the-3vs-that-define-big-data
Was ist Big Data ?
Was ist Big Data?
Why Big Data?
 2008: Google processes 20 PB a day
 2009: Facebook has 2.5 PB user data + 15 TB/day
 2009: eBay has 6.5 PB user data + 50 TB/day
 2011: Yahoo! has 180-200 PB of data
 2012: Facebook ingests 500 TB/day
Nächster Großer Datenlieferant
Funktionsweise und Ansätze
How to store data?
 Data storage is not trivial
 Data volumes are massive
 Reliably storing PBs of data is challenging
 Disk/hardware/network failures
 Probability of failure event increases with number of machines
 For example:
 1000 hosts, each with 10 disks
 a disk lasts 3 year
 how many failures per day?
Historical basics
 Hadoop is an open-source implementation based on GFS and MapReduce from Google Sanjay
Ghemawat, Howard Gobioff, and Shun-Tak Leung. (2003)
 The Google File System Jeffrey Dean and Sanjay Ghemawat. (2004)
 MapReduce: Simplified Data Processing on Large Clusters OSDI 2004
Klassische Big Data Architektur  Hadop
Characteristics and Features
 Distributed file system
 Redundant storage
 Designed to reliably store data using commodity hardware
 Designed to expect hardware failures
 Intended for large files
 Designed for batch inserts
 The Hadoop Distributed File System
HDFS - files and blocks
 Files are stored as a collection of blocks
 Blocks are 64 MB chunks of a file (configurable)
 Blocks are replicated on 3 nodes (configurable)
 The NameNode (NN) manages metadata about files and blocks
 The SecondaryNameNode (SNN) holds a backup of the NN data
 DataNodes (DN) store and serve blocks
Replication
 Multiple copies of a block are stored
 Replication strategy:
 Copy #1 on another node on same rack
 Copy #2 on another node on different rack
Failure DataNode
 DNs check in with the NN to report health
 Upon failure NN orders DNs to replicate under-replicated blocks
Microsoft
Distributed Storage
(HDFS)
Query
(Hive)
Distributed Processing
(MapReduce)
ODBC
Legend
Red = Core
Hadoop
Blue = Data
processing
Purple =
Microsoft
integration
points and
value adds
Orange = Data
Movement
Green =
Packages
Wie funktioniert Hadoop
So How Does It Work?
So How Does It Work?
Programming Models
Pig
Data scripting language
Hive
SQL-like set-oriented language
Pegasus, Giraph
Graph processing
Demo
Example Video Streams
Meerkat API
Vorgehen
 Ziel Verteilung von Streams über Tag und Nutzer
 C# Dienst  Daten sammeln
 Persistierung in Azure
 Aufbereitung und Analyse mit Hive
 Analyse in Excel
Erwartetes Ergebnis
Weitere Beispiele
Beispiel: Social Media Analyse
Quelle: Facebook Graph API
Analyse der Ergebnisse mit Excel
Eigene Map Reduce Tasks
Beispiel: Analyse von Freitext
Quelle: Plenarprotokolle Bundestag
Verarbeitung der Daten mit Hadoop
Analyse der Ergebnisse mit Excel
DocumentDB
What is Azure DocumentDB?
It is a fully managed, highly scalable, queryable, schema-free document
database, delivered as a service, for modern applications.
Query against Schema-Free JSON
Multi-Document transactions
Tunable, High Performance
Designed for cloud first
40
Azure DocumentDB Resources
41
Source: http://azure.microsoft.com/en-us/documentation/articles/documentdb-introduction/
Document DB Data model
Verwaltung in Azure
Darstellung als Webseite
Traditional RDBMS vs. MapReduce
Do I really need Hadoop?
Velocity
Variety
Highly
Structured
Poly
Structured
Batch Realtime
Ausblick: Data Management Prozesse
 Ziel: Big Data Pipeline kombinieren
 Steuern und Administrieren von Diensten
 Produkt: Azure Data Factory
Call Log Files
Customer Table
Call Log
Files
Customer Table
Customer
Churn Table
Data Factory
Concepts
Data
Sources
Ingest Transform & Analyze Publish
Customer
Call Details
Customers
Likely to
Churn
Zusammenfassung
 Datenanalyse verändert sich
 Technologien abwägen (JSON in Integration Services)
 Daten Analysten sind nicht überflüssig
 Das Toolset muss sich erweitern
 Coole Vorlesung zum Weiter machen http://blogs.ischool.berkeley.edu/i290-abdt-s12/
Vielen Dank!

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Microsoft on Big Data

Editor's Notes

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  2. Wordcount anhand Liste von Schlüsselwörtern