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©2015,  Amazon  Web  Services,  Inc.  or  its  affiliates.  All  rights  reserved
Big Data and Analytics
End to End on AWS
Russell Nash – AWS Solutions Architect
Agenda
End to End Framework
Use Cases
Demonstration
Religion
Greater
Good
FOMO
Greater	
  
Good	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  
	
  	
  
Big Data
End to End Framework
Amazon
Redshift
Amazon
Kinesis
Amazon
S3
Amazon
RDS
Impala
Apache
Storm
PIG
Amazon
Machine
Learning
Amazon
EMR
Amazon
Glacier
Amazon
DynamoDB
”I	
  got	
  kicked	
  out	
  of	
  the	
  bookshop	
  last	
  week,	
  	
  
because	
  I	
  moved	
  all	
  of	
  the	
  Big	
  Data	
  books	
  	
  
into	
  the	
  Religion	
  sec>on”	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  
	
  	
  
Ingest Store Process Analyse
Data Answers
Simplify Big Data Processing
Databases
Database
Flat Files Database
Data
File Data
Event
Producer
Android
iOS
Streaming
Data
Sales Data
Customer Data
Web Logs
Server Logs
Clickstream data
Sensor data
Database
INGEST STORE
Databases
Database
Flat Files Database
Data
File Data
Event
Producer
Android
iOS
Streaming
Data
Sales Data
Customer Data
Web Logs
Server Logs
Clickstream data
Sensor data
Database
INGEST
Amazon
Redshift
Amazon
RDS
STORE
Data Tier
Search Cache Object Store
RDBMSNoSQL
Data
Warehouse
logging
analyAcs
webscale
transacAons
rich  search
 hot  reads
complex  queries
and  transacAons
Data Tier
Amazon
DynamoDB
Amazon
RDS
Amazon
ElastiCache
Amazon
S3
Amazon
Redshift
Amazon
CloudSearch
Traditional Relational Database
Amazon
Redshift
Amazon
RDS
ScalingVertical Horizontal
StorageRow Column
WorkloadTransactional Analytical
ArchitectureSMP MPP
TypeSQL Relational SQL Relational
”Some	
  of	
  the	
  queries	
  we’re	
  running	
  are	
  98	
  percent	
  faster,	
  
and	
  most	
  things	
  are	
  running	
  90	
  percent	
  faster”	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  -­‐	
  	
  FT	
  CTO	
  John	
  O’Donovan	
  
	
  	
  
Databases
Database
Flat Files Database
Data
File Data
Event
Producer
Android
iOS
Streaming
Data
Sales Data
Customer Data
Web Logs
Server Logs
Clickstream data
Sensor data
Storage
INGEST
Amazon
Redshift
Amazon
RDS
Application
Amazon
S3
STORE
Impala PIG
Amazon
EMR
Amazon
S3
Amazon
Redshift
Amazon
EMR
Glacier
Amazon
DynamoDB
Amazon
Machine
Learning
Applications
Amazon
Redshift
ScalingAdd nodes Automatic
SpeedFastest Fast
CostHigher Lower
DurabilityConfigurable Built-in
Amazon
S3
”Avoid	
  vendor	
  lock-­‐in”	
  
	
   	
   	
   	
   	
   	
  -­‐	
  Saman	
  Michael	
  Far	
  -­‐SVP	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  
	
  	
  
Databases
Database
Flat Files Database
Data
File Data
Event
Producer
Android
iOS
Streaming
Data
Sales Data
Customer Data
Web Logs
Server Logs
Clickstream data
Sensor data
Stream
Processor
INGEST
Amazon
Redshift
Amazon
RDS
Amazon
S3
Amazon
Kinesis
STORE
Why Stream Storage?
Sensors
Amazon
Kinesis
Apache
Kafka
Availability
Zone
Availability
Zone
Availability
Zone
	
  Data	
  
Sources	
  
	
  Data	
  
Sources	
  
Data	
  
Sources	
  
	
  Data	
  
Sources	
  
	
  Data	
  
Sources	
  
Logging
Metrics
Analysis
Complex	
  
Processing	
  
S3
DynamoDB
Redshift
Apache
Storm
Amazon Kinesis
Stream
Amazon
Redshift
OrderingYes Yes
Persistence24 Hours Configurable
Size50 KB Configurable
ScalingHigh High
LatencyLow Low
ManagedYes No
Amazon
Kinesis
”The	
  world	
  of	
  gaming	
  never	
  sleeps.	
  	
  
We	
  owe	
  every	
  player	
  a	
  great	
  experience,	
  	
  
and	
  AWS	
  is	
  our	
  main	
  tool	
  to	
  make	
  that	
  happen.”	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  -­‐	
  	
  Sami	
  Yliharju,	
  Services	
  Lead	
  	
  
INGEST STORE PROCESS
Event
Producer
Android
iOS
Databases
Amazon
Redshift
Amazon
Kinesis
Amazon
S3
Amazon
RDS
Impala
Amazon
Redshift
Amazon
EMR
Flat Files
Database
Data
Event
Data
Streaming
Data
InteractiveBatchStreaming
Hadoop
Amazon
Redshift
Scaling2 PB+ Nodes
StorageNative HDFS/S3
BI ToolsHigh Medium
DurabilityHigh High
LatencyLow Low
ManagedFully Semi (EMR)
Amazon
Redshift
Nodes
HDFS
Medium
High
Low
Semi (EMR)
Amazon
Redshift Impala
INGEST STORE PROCESS
Event
Producer
Android
iOS
Databases
Amazon
Redshift
Amazon
Kinesis
Amazon
S3
Amazon
RDS
Impala
Amazon
Redshift
Flat Files
Database
Data
Event
Data
Streaming
Data
InteractiveBatch
PIG
Streaming
Amazon
EMR
Hadoop
PIG
SQL on Hadoop
Eats anything
New Processing Engine
Amplab Big Data Benchmark
https://amplab.cs.berkeley.edu/benchmark/
INGEST STORE PROCESS
Event
Producer
Android
iOS
Databases
Amazon
Redshift
Amazon
Kinesis
Amazon
S3
Amazon
RDS
Impala
Amazon
Redshift
Apache
Storm
Kinesis
Consumers
Flat Files
Database
Data
Event
Data
Streaming
Data
InteractiveBatchStreaming
PIG
Amazon
EMR
Hadoop
INGEST STORE PROCESS
Event
Producer
Android
iOS
Databases
Amazon
Redshift
Amazon
Kinesis
Amazon
S3
Amazon
RDS
Impala
Amazon
Redshift
Apache
Storm
Kinesis
Consumers
Flat Files
Database
Data
Event
Data
Streaming
Data
InteractiveBatchStreaming
PIG
ANALYSE
Amazon
Machine
Learning
L
Amazon
EMR
Hadoop
Use Cases
FOMO	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  
	
  	
  
Amazon
EMR
Hadoop
Amazon
Machine
Learning
Kinesis
Producer
Android
iOS
Databases
Amazon
Redshift
Amazon
Kinesis
Amazon
S3
Amazon
RDS
Impala
Amazon
Redshift
Apache
Storm
Kinesis
Consumer
Flat Files
Database
Data
Event
Data
Streaming
Data
Databases
Amazon
Redshift
Amazon
Redshift
Database
Data
SQL Analytics
Amazon
Machine
Learning
Kinesis
Producer
Android
iOS
Databases
Amazon
Redshift
Amazon
Kinesis
Amazon
S3
Amazon
RDS
Impala
Amazon
Redshift
Apache
Storm
Kinesis
Consumer
AmazonElasticMapReduce
Flat Files
Database
Data
Event
Data
Streaming
Data
Clickstream Analysis - Batch
AmazonElasticMapReduce
Event
Data
Amazon
EMR
Hadoop
Amazon
Machine
Learning
Kinesis
Producer
Android
iOS
Databases
Amazon
Redshift
Amazon
Kinesis
Amazon
S3
Amazon
RDS
Impala
Amazon
Redshift
Apache
Storm
Kinesis
Consumer
AmazonElasticMapReduce
Flat Files
Database
Data
Event
Data
Streaming
Data
Clickstream Analysis – Near Real Time
Event
Producer
Amazon
Kinesis
Amazon
S3
Amazon
Redshift
Kinesis
Consumers
Streaming
Data
Amazon
Machine
Learning
Kinesis
Producer
Android
iOS
Databases
Amazon
Redshift
Amazon
Kinesis
Amazon
S3
Amazon
RDS
Impala
Amazon
Redshift
Apache
Storm
Kinesis
Consumer
AmazonElasticMapReduce
Flat Files
Database
Data
Event
Data
Streaming
Data
Data Lake – Self Service Analysis
Databases
Amazon
S3
Database
Data
Event
Data
Streaming
DataAndroid
iOS
Impala
Amazon
Redshift
Amazon
Machine
Learning
Amazon
EMR
Hadoop
Big Data and Analytics

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