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BigDataBigData
An Introduction byAn Introduction by
KeylabsKeylabs
Need For A New Processing Platform
(BigData)
 What is BigData ?
- Twitter (over 7~ TB/day)
- Facebook (over 10~ TB/day)
- Google (over 20~ PB/day)
 Where does it come from ?
 Existing systems (vertical scalibility)
 Why Hadoop (horizontal scalibility)?
Origin of Hadoop
Companies Using Hadoop
 Yahoo
 Google
 Facebook
 LinkedIn
 IBM
 Amazon
 HortonWorks
 Cloudera
 NY Times
 … the list goes on.
What is Hadoop?
 Flexible infrastructure for large scale computation & data
processing on a network of commodity hardware.
 Completely written in java.
 Open source & distributed under Apache license
 Hadoop Core Components: HDFS & MapReduce.
 The Apache Hadoop software library is a
framework that allows for the distributed
processing of large data sets across clusters of
computers using simple programming models.
What Hadoop is Not?
 A File system
 A database
 An online transaction processing (OLTP) system
 Replacement of all programming logic
Three Vs of Hadoop and
counting…
Hadoop Introduction and Architecture
Hadoop High-Level Architecture
Hadoop Architecture
Admin Node
Job Tracker
Name Node
Task Tracker
Data Node
Task Tracker
Data Node
Task Tracker
Data Node
MapReduce
Engine
HDFS
Cluster
Hadoop Cluster
Distributed File System
Hadoop Distributed File System
Read 1TB Data
1 Machine
•4 I/O Channels
•Each Channel – 100MB/s
10 Machines
•4 I/O Channels
•Each Channel – 100MB/s
What’s so Special About Open Source
Hadoop?
HDFS - Hadoop Distributed File
System
 Design of HDFS
 Where HDFS is not a good fit
 Why Is a Block in HDFS So Large?
 Advantage of HDFS?
HDFS is not for.
 Low Latency Data Access
 Large number of small files.
 Multiple writers, arbitrary file modifications.
HDFS Architecture
Let us Zoom into HDFS
NameNode
Deeper Things about Name Node
Request to note down these points
DataNode
 What is DataNode?
NameNode and DataNodes
Data Replication
 What is Data Replication
Data Replication & Rack
Awareness
File Write Operation
 File Write Operation
A client writing the data to HDFS
File Write Operation in Depth -
1
File Write Operation in Depth -
2
File Write Operation in Depth -
3
File Write Operation in Depth -
4
File Write Operation in Depth -
4
File Write Operation – Unhappy
Path
File Read Operation
 File Read Operation
A client reading data from HDFS
File Read Operation in Depth -
1
File Read Operation in Depth -
2
File Read Operation in Depth -
3
File Read Operation - Unhappy
Path
Secondary NameNode
Hadoop Cluster – A Typical
Scenario
Hadoop Ecosystem
Data Loading Techniques and
Analysis
When should we go for Hadoop?
 Data is too huge
 Processes are independent
 Online analytical processing (OLAP)
 Better scalability
 Parallelism
 Unstructured data
THANK YOUTHANK YOU
FOR YOURFOR YOUR
ATTENTION!ATTENTION!
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