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LARGE SCALE DATA
ANALYSIS WITH AWS
Carlos Conde – Sr. Mgr. Solutions Architecture

carlosco@amazon.com
@caarlco
THE MORE DATA YOU COLLECT
THE MORE VALUE YOU CAN
DERIVE FROM IT
THE COST OF DATA
GENERATION IS FALLING
DATA VOLUME

Generated data

Available for analysis

Gartner: User Survey Analysis: Key Trends Shaping the Future of Data Center Infrastructure Through 2011
IDC: Worldwide Business Analytics Software 2012–2016 Forecast and 2011 Vendor Shares
GENERATE  STORE  ANALYZE  SHARE
Lower cost,
higher throughput

GENERATE  STORE  ANALYZE  SHARE
Lower cost,
higher throughput

GENERATE  STORE  ANALYZE  SHARE
Highly
constrained
+ ELASTIC AND HIGHLY SCALABLE
+ NO UPFRONT CAPITAL EXPENSE
+ ONLY PAY FOR WHAT YOU USE
+ AVAILABLE ON-DEMAND

= REMOVE

CONSTRAINTS
GENERATE  STORE  ANALYZE  SHARE
AWS Import /Export
AWS Direct Connect

GENERATE  STORE  ANALYZE  SHARE
Inbound data transfer is free
Multipart upload to S3
Physical media
AWS Direct Connect
Amazon S3,
Amazon Glacier,
Amazon DynamoDB,
Amazon RDS,
Amazon Redshift,
AWS Storage Gateway,
Data on Amazon EC2

GENERATE  STORE  ANALYZE  SHARE
AMAZON S3
SIMPLE STORAGE SERVICE
CASE STUDY:
SPOTIFY ADDS 20,000 TRACKS/DAY TO ITS CATALOGUE
AMAZON
DYNAMODB
HIGH-PERFORMANCE, FULLY MANAGED
NoSQL DATABASE SERVICE
DURABLE &
AVAILABLE
CONSISTENT, DISK-ONLY
WRITES (SSD)
LOW LATENCY
AVERAGE READS < 5MS,
WRITES < 10MS
NO ADMINISTRATION
CASE STUDY:
SHAZAM SUPPORTED 500,000 WRITES/SEC
DURING SUPER BOWL
AMAZON
REDSHIFT
FULLY MANAGED, PETA-BYTE SCALE
DATAWAREHOUSE ON AWS
DESIGN OBJECTIVES:
A petabyte-scale data warehouse service that was…

A Lot Faster

AMAZON
REDSHIFT

A Lot Cheaper
A Whole Lot Simpler
30 MINUTES
DOWN TO

12 SECONDS
AMAZON REDSHIFT LETS YOU
START SMALL AND GROW BIG
Eight Extra Large Node (HS1.8XL)

Extra Large Node (HS1.XL)

Cluster 2-100 Nodes (32 TB – 1.6 PB)

X
L
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Cluster 2-32 Nodes (4 TB – 64 TB)

8X
L

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Single Node (2 TB)

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CREATE A DATAWAREHOUSE IN
MINUTES
JDBC/ODBC
ON-DEMAND PRICING
PRICE PER TB / YEAR
GENERATE  STORE  ANALYZE  SHARE
Amazon EC2
Amazon Elastic
MapReduce
AMAZON EC2
ELASTIC COMPUTE CLOUD
3 HOURS
FOR $4828.85/hr
Instead of
$20+ MILLIONS
in infrastructure
GPU INSTANCES
G2
CG1

1x NVIDIA Kepler GK104
8 vCPU (Intel Xeon E5-2670)

$

2x NVIDIA Fermi M2050
16 vCPU (Intel Xeon X5570)

0.65/h

$

2.10/h
ON A SINGLE INSTANCE

COMPUTE TIME: 4h
COST: 4h x $2.1 = $8.4
ON MULTIPLE INSTANCES

COMPUTE TIME: 1h
COST: 1h x 4 x $2.1 = $8.4
AMAZON ELASTIC
MAPREDUCE
HADOOP AS A SERVICE
• SPLITS DATA INTO PIECES
• LETS PROCESSING OCCUR
• GATHERS THE RESULTS
CASE STUDY:
"WITH AMAZON EMR WE CAN ANALYZE 100% OF THE DATA,
NOT JUST A SAMPLE"
- Sanjeevan Bala, Head of Data Planning & Analytics, Channel 4
Amazon S3,
Amazon DynamoDB,
Amazon RDS,
Amazon Redshift,
Data on Amazon EC2

GENERATE  STORE  ANALYZE  SHARE
PUBLIC DATA SETS
http://aws.amazon.com/publicdatasets
GENERATE  STORE  ANALYZE  SHARE
GENERATE  STORE  ANALYZE  SHARE
BATCH
PROCESSING
STREAM
GENERATE  PROCESSING  SHARE
AMAZON KINESIS
REAL-TIME DATA STREAM PROCESSING
Real-time response to content
in semi-structured data streams
Relatively simple computations
on data (aggregates, filters,
sliding window, etc.)
Hourly server logs: how your
systems went wrong an hour ago

Real-time metrics: what just went
wrong now

Weekly / Monthly Bill: What you
spent this past billing cycle

Real-time spending alerts/caps:
guaranteeing you can’t overspend

Daily customer report from your
website: tells you what deal or ad
to try next time

Real-time analysis: what to offer
the current customer now

Daily fraud reports: tells you if there
was fraud yesterday
Daily business reports: tells me
how customers used AWS services
yesterday

Real-time detection: blocks
fraudulent use now
Fast ETL into Amazon Redshift:
how are customers using services
now
GENERATE  STORE  ANALYZE  SHARE
AWS Import / Export
AWS Direct Connect

Amazon S3,
Amazon Glacier,
Amazon DynamoDB,
Amazon RDS,
Amazon Redshift,
AWS Storage Gateway,
Data on Amazon EC2

Amazon S3,
Amazon DynamoDB,
Amazon RDS,
Amazon Redshift,
Data on Amazon EC2

GENERATE  STORE  ANALYZE  SHARE
Amazon EC2
Amazon Elastic
MapReduce
STREAM
GENERATE  PROCESSING  SHARE
Amazon S3,
Amazon DynamoDB,
Amazon RDS,
Amazon Redshift,
Data on Amazon EC2

STREAM
GENERATE  PROCESSING  SHARE
Amazon Kinesis
Stream Processing
on Amazon EC2
FROM DATA TO
ACTIONABLE
INFORMATION
THANK YOU
Carlos Conde – Sr. Mgr. Solutions Architecture

carlosco@amazon.com
@caarlco

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