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Big Data in the Cloud
Russell Nash,
Solutions Architect, Amazon Web Services
Big picture slide
MPP	
  Hadoop	
   NoSQL	
  
STREAMING	
  
Structure
LowHigh
Large
Small
Size
Traditional
Database
Hadoop
NoSQL
MPP DW
MPP	
  Hadoop	
   NoSQL	
  
Structure
Latency
Interfaces
2004 – Map Reduce
2006 – Hadoop
Background
Input	
  	
  
File	
  
Hadoop cluster
Func;ons	
   Output	
  	
  
1.  Very Flexible
2.  Very Scalable
3.  Often Transient
map
Input
file reduce
Output
file
map
Input
file reduce
Output
file
map
Input
file reduce
Output
file
map
Input
file reduce
Output
file
Big Data Verticals and Use cases
Media/
Advertising
Targeted
Advertising
Image and
Video
Processing
Oil & Gas
Seismic
Analysis
Retail
Recommendations
Transactions
Analysis
Life
Sciences
Genome
Analysis
Financial
Services
Monte Carlo
Simulations
Risk
Analysis
Security
Anti-virus
Fraud
Detection
Image
Recognition
Social
Network/
Gaming
User
Demographics
Usage
analysis
In-game
metrics
On-premise
Cloud
Managed on Cloud
Deployment Options
Elas;c	
  MapReduce	
  
Manageability
Scalability
Cost
400 GB of logs per day
~12 Terabytes per month
Amazon S3
1) Load log file data for six
months of user search history
into Amazon S3
Search ID Search Text Final Selection
12423451 westen Westin
14235235 wisten Westin
54332232 westenn Westin
12423451
14235235
54332232
12423451
14235235
54332232
12423451
14235235
54332232
12423451
14235235
54332232
12423451
Amazon S3 Amazon EMR
Log Files
2) Spin up a 200 node cluster
Hadoop Cluster
Amazon S3 Amazon EMR
3) 200 nodes simultaneously analyze
this data looking for common
misspellings
… this takes a few hours
Hadoop Cluster
Amazon S3 Amazon EMR
4) New common misspellings and
suggestions loaded back into S3
Hadoop Cluster
Log Files
Amazon S3 Amazon EMR
5) When the job is done, the
cluster is shut down.
Log Files
The Hadoop Ecosystem
SQL on Hadoop
Spark
Trends
MPP	
  Hadoop	
   NoSQL	
  
Structure
Latency
Interfaces
Any
Mins-Hours
Programming
SQL-Like
Tools
SQL Databases
for analytical workloads
Performance
Scalability
Ease of Use
Cost
Background
Leader
Node
Compute
Node
Compute
Node
Compute
Node
BI Tools
1.  SQL
2.  High Performance
3.  Broad Toolset
On-premise
Cloud
Managed on Cloud
Deployment Options
Amazon	
  RedshiA	
  
Manageability
Scalability
Cost
Performance Evaluation on 2B Rows
Aggregate	
  by	
  month	
   02:08:35	
   00:35:46	
   00:00:12	
  
Traditional SQL
Database
MPP	
  Hadoop	
   NoSQL	
  
Structure
Latency
Interfaces
Any Full
Mins-Hours Seconds-Minutes
Programming
SQL-Like
Tools
SQL
BI Tools
Databases for
webscale transactions
Performance
Flexibility
Background
ID Age State
123 20 CA
345 25 WA
678 40 FL
Relational Table
ID Attributes
123 Age:20, State:CA
345 Age:25, Country: Australia, Gender: F, Smoker: No
678 Age:40
Non-Relational Table
On-premise
Cloud
Managed on Cloud
Deployment Options
DynamoDB	
  
Manageability
Scalability
Cost
digital advertising
real-time bidding
MPP	
  Hadoop	
   NoSQL	
  
Structure
Latency
Interfaces
Any SemiFull
Mins-Hours Sub-secondSeconds-Minutes
Programming
SQL-Like
Tools
ProgrammingSQL
Tools
Streaming	
  
Analy;cs	
  
 Data	
  
Sources	
  
App.4	
  
	
  
[Machine	
  
Learning]	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  
	
  
	
  
	
  
AWS	
  Endpoint	
  
App.1	
  
	
  
[Aggregate	
  &	
  
De-­‐Duplicate]	
  
	
  Data	
  
Sources	
  
Data	
  
Sources	
  
	
  Data	
  
Sources	
  
App.2	
  
	
  
[Metric	
  
ExtracIon]	
  
S3
DynamoDB
Redshift
App.3	
  
[Sliding	
  
Window	
  
Analysis]	
  
	
  Data	
  
Sources	
  
Availability
Zone
Shard 1
Shard 2
Shard N
Availability
Zone
Availability
Zone
Amazon Kinesis
EMR
•  Sensor networks analytics
•  Ad network analytics
•  Log centralization
•  Click stream analysis
•  Hardware and software appliance metrics
•  …more…
Amazon Mobile Analytics
Fast: get your data within an hour
Automatic MAU, DAU, session and
retention reports
Design and track custom app events
Data is not mined or sold by Amazon
Expand your skills with AWS
Certification
aws.amazon.com/certification
Exams
Validate your proven
technical expertise with
the AWS platform
On-Demand
Resources
aws.amazon.com/training/
self-paced-labs
Videos & Labs
Get hands-on practice
working with AWS
technologies in a live
environment
aws.amazon.com/training
Instructor-Led
Courses
Training Classes
Expand your technical
expertise to design, deploy,
and operate scalable,
efficient applications on AWS
Big Data Tutorials
aws.amazon.com/big-data
Redshift Free Trial
aws.amazon.com/redshift/free-trial

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