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Journey through the Cloud: 
Big Data 
Ian Massingham – Technical Evangelist 
@IanMmmm
Journey through the cloud 
Common use cases & stepping stones into the AWS cloud 
Learning from customer journeys 
Best practices to bootstrap your projects
Big Data on AWS 
Collect and store Big Data in the AWS Cloud 
Meet the challenge of the increasing volume, variety, and velocity of data 
Reduce costs, scale to meet demand, and increase the speed of innovation 
Make use of solutions for every stage of the big data lifecycle
Agenda 
Collecting Big Data in the AWS Cloud 
Real-time Streaming and Analysis 
Big Data Cloud Storage Solutions 
Analytics with Hadoop with Amazon EMR 
Case Studies & Useful Resources
Why Run Your Big Data 
Applications on AWS?
We are constantly producing more data
From all types of industries
From a diverse range of sources
GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
Lower cost, 
higher throughput 
GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE! 
Highly 
constrained 
Lower cost, 
higher throughput
+ ELASTIC AND HIGHLY SCALABLE 
+ NO UPFRONT CAPITAL EXPENSE 
+ ONLY PAY FOR WHAT YOU USE 
+ AVAILABLE ON-DEMAND 
= REMOVE CONSTRAINTS
SIMULATING 
205,000 COMPOUNDS!
18 HOURS 
FOR $1833.33/hr!
Instead of 
$68+ MILLIONS 
in infrastructure!
Collecting Big Data in 
the AWS Cloud
GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
AWS Import / Export 
AWS Direct Connect 
Amazon Storage Gateway 
GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
Getting data into the AWS Cloud 
AWS Direct 
Connect 
Direct connect, import/export and storage gateway 
Dedicated bandwidth between 
you site and AWS 
Amazon Storage 
Gateway 
Gateway-Stored Volumes 
Shrink-wrapped gateway for volume 
synchronization 
AWS Import/Export 
Physical transfer of media into 
and out of AWS
Inbound data transfer is free 
Multipart upload to S3 
Physical media via AWS Import/Export 
AWS Direct Connect
Real-time Streaming 
and Analysis
GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE! 
BATCH 
PROCESSING
STREAM 
PROCESSING 
GENERATE ➔ ➔ SHARE!
Hourly server logs: how your 
systems went wrong an hour ago 
Weekly / Monthly Bill: What you 
spent this past billing cycle 
Daily customer report from your 
website: tells you what deal or ad 
to try next time 
Daily fraud reports: tells you if there 
was fraud yesterday 
Daily business reports: tells me 
how customers used my services 
yesterday 
Real-time metrics: what just went 
wrong now 
Real-time spending alerts/caps: 
guaranteeing you can’t overspend 
Real-time analysis: what to offer 
the current customer now 
Real-time detection: blocks 
fraudulent use now 
Fast ETL into Amazon Redshift: 
how are customers using my 
services now
AMAZON KINESIS 
REAL-TIME DATA STREAM PROCESSING! 
aws.amazon.com/kinesis
AMAZON KINESIS ARCHITECTURE" 
Millions of sources 
producing 100s of 
TB per hour! 
Front 
End 
Authentication! 
Authorization! 
AZ!AZ!AZ! 
Durable, highly consistent storage replicates 
data across three centers (availability zones)! 
Amazon Web Services! 
Inexpensive: $0.028 per million puts! 
Aggregate and 
archive to S3! 
Real-time 
dashboards 
and alarms! 
Machine 
learning 
algorithms ! 
Aggregate analysis 
in Hadoop or a 
data warehouse! 
Ordered stream of events 
supporting multiple readers!
Big Data Cloud 
Storage Solutions
Fundamental Storage Options 
Elastic Block Store, S3 and Glacier 
Simple Storage Service 
Highly scalable object storage 
1 byte to 5TB in size 
99.999999999% durability 
Elastic Block Store 
High performance block storage device 
1GB to 1TB in size 
Mount as drives to instances with 
snapshot/cloning functionalities 
Glacier 
Long term object archive 
Extremely low cost per gigabyte 
99.999999999% durability
Fundamental Storage Options 
Elastic Block Store, S3 and Glacier 
Very fast 
‘instance’ 
disks 
Slow, rare 
access 
Simple Storage Service 
Highly scalable object storage 
1 byte to 5TB in size 
99.999999999% durability 
Fast web object 
storage 
Elastic Block Store 
High performance block storage device 
1GB to 1TB in size 
Mount as drives to instances with 
snapshot/cloning functionalities 
Glacier 
Long term object archive 
Extremely low cost per gigabyte 
99.999999999% durability
Fundamental Storage Options 
Elastic Block Store, S3 and Glacier 
Elastic Block Store 
High performance block storage 
device 
1GB to 1TB in size 
Mount as drives to instances with 
snapshot/cloning functionalities 
Glacier 
Long term object archive 
Extremely low cost per gigabyte 
99.999999999% durability 
IMAGE 
Amazon S3 
Simple Storage Service 
Highly scalable 
data storage in-the-cloud 
Programmatic access 
via web services API 
Is a Web Store 
Not a file system 
Fast, highly available 
Durable 
Economical 
Paradigm Object store 
Performance Very fast 
Redundancy Across data centers 
Security Public Key / Private Key 
Pricing 
$0.03/GB/month stored 
(eu-west-1) 
Access from 
the Net? 
Yes 
Typical use 
case 
Write once, read many 
Simple Storage Service 
Highly scalable object storage 
1 byte to 5TB in size 
99.999999999% durability
Analytics with Hadoop 
on Amazon EC2
AMAZON ELASTIC 
MAPREDUCE 
HADOOP AS A SERVICE!
• SPLITS DATA INTO PIECES 
• LETS PROCESSING OCCUR 
• GATHERS THE RESULTS!
Very large 
click log 
(e.g TBs)
Lots of actions by 
John Smith 
Very large 
click log 
(e.g TBs)
Lots of actions by 
John Smith 
Split the log 
into many 
small pieces 
Very large 
click log 
(e.g TBs)
Lots of actions by 
John Smith 
Split the log 
into many 
small pieces 
Process in an 
EMR cluster 
Very large 
click log 
(e.g TBs)
Lots of actions by 
John Smith 
Split the log 
into many 
small pieces 
Process in an 
EMR cluster 
Aggregate 
the results 
from all the 
nodes 
Very large 
click log 
(e.g TBs)
Lots of actions by 
John Smith 
Split the log 
into many 
small pieces 
Process in an 
EMR cluster 
Aggregate 
the results 
from all the 
nodes 
Very large 
click log 
(e.g TBs) 
What 
John 
Smith 
did
What 
John 
Smith 
did 
Insight in a fraction of the time 
Very large 
click log 
(e.g TBs)
Analytics Data management languages/engines 
HDFS 
Pig 
Amazon 
Redshift 
AWS Data Pipeline 
Amazon 
Kinesis 
Amazon 
S3 
Amazon 
DynamoDB 
Amazon 
RDS 
Amazon 
EMR 
Data 
Sources
ODBC and JDBC drivers now for Amazon EMR 
Amazon EMR now ships with ODBC and JDBC drivers for Hive, Impala & HBase 
Now easier to use popular BI tools like: 
Microsoft Excel, Tableau, MicroStrategy, and QlikView
How customers are 
using AWS for Big Data
aws.amazon.com/solutions/case-studies/big-data/!
Foursquare… 
33 million users 
1.3 million businesses 
…generates a lot of Data 
3.5 billion check-ins 
15M+ venues, 
Terabytes of log data
Uses EMR for 
Evaluation of new features 
Machine learning 
Exploratory analysis 
Daily customer usage reporting 
Long-term trend analysis
Benefits of Amazon EMR 
Ease-of-Use 
“We have decreased the processing time for urgent data-analysis” 
Flexibility 
To deal with changing requirements & dynamically expand reporting clusters 
Costs 
“We have reduced our analytics costs by over 50%”
Gorilla Coffee 
Gray's Papaya 
Amorino 
When do people go to a place? 
Thursday 
Friday 
Saturday 
Sunday
AWS Services 
for Big Data
Amazon 
S3 
Amazon 
Kinesis 
Amazon 
DynamoDB 
Amazon 
Redshift 
Amazon 
Elastic 
MapReduce
Store anything 
Object storage 
Scalable 
99.999999999% durability 
Amazon 
S3 
aws.amazon.com/s3
Real-time processing 
High throughput; elastic 
Easy to use 
EMR, S3, Redshift, DynamoDB Integrations 
Amazon 
Kinesis 
aws.amazon.com/kinesis
NoSQL Database 
Seamless scalability 
Zero admin 
Single digit millisecond latency 
Amazon 
DynamoDB 
aws.amazon.com/dynamodb
Relational data warehouse 
Massively parallel 
Petabyte scale 
Fully managed 
$1,000/TB/Year 
Amazon 
Redshift 
aws.amazon.com/redshift
Hadoop/HDFS clusters 
Hive, Pig, Impala, Hbase 
Easy to use; fully managed 
On-demand and spot pricing 
Integration with S3, DynamoDB & Kinesis 
Amazon 
Elastic 
MapReduce 
aws.amazon.com/elasticmapreduce
Where to go 
to learn more
Resources 
aws.amazon.com/bigdata 
aws.amazon.com/importexport 
aws.amazon.com/directconnect 
aws.amazon.com/kinesis 
aws.amazon.com/elasticmapreduce
Big Data Blog 
blogs.aws.amazon.com/bigdata
AWS Big Data Training 
Fundamentals Course 
http://aws.amazon.com/training/course-descriptions/bigdata-fundamentals/ 
This is a free, online training course and is intended for individuals who are new to big data concepts, 
including solutions architects, data scientists, and data analysts. 
Big Data on AWS 
http://aws.amazon.com/training/course-descriptions/bigdata/ 
The instructor led Big Data on AWS course introduces you to cloud-based big data solutions and Amazon 
Elastic MapReduce (EMR), the AWS big data platform. In this course, we will show you how to use 
Amazon EMR to process data using the broad ecosystem of Hadoop tools like Pig and Hive.
Webinar Resources 
Amazon Elastic MapReduce Masterclass 
https://www.brighttalk.com/webcast/9019/103985?channel=CP 
Amazon Redshift Masterclass 
Coming up on September 23 
Register here: http://aws.amazon.com/webinars/emea-masterclass/
AWS Training & Certification 
Certification 
Demonstrate your skills, 
knowledge, and expertise 
with the AWS platform 
aws.amazon.com/certification 
Self-Paced Labs 
Try products, gain new 
skills, and get hands-on 
practice working with 
AWS technologies 
aws.amazon.com/training/ 
self-paced-labs 
Training 
Skill up and gain 
confidence to design, 
develop, deploy and 
manage your applications 
on AWS 
aws.amazon.com/training
Ian Massingham – Technical Evangelist 
@IanMmmm 
@AWS_UKI for local AWS events & news 
@AWScloud for Global AWS News and Announcements 
©Amazon.com, Inc. and its affiliates. All rights reserved.
We typically see customers start by trying our services 
Get started now at : aws.amazon.com/getting-started
Design your application for the AWS Cloud 
More details on the AWS Architecture Center at : aws.amazon.com/architecture

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Journey Through the AWS Cloud - Big Data Analysis

  • 1. Journey through the Cloud: Big Data Ian Massingham – Technical Evangelist @IanMmmm
  • 2. Journey through the cloud Common use cases & stepping stones into the AWS cloud Learning from customer journeys Best practices to bootstrap your projects
  • 3. Big Data on AWS Collect and store Big Data in the AWS Cloud Meet the challenge of the increasing volume, variety, and velocity of data Reduce costs, scale to meet demand, and increase the speed of innovation Make use of solutions for every stage of the big data lifecycle
  • 4. Agenda Collecting Big Data in the AWS Cloud Real-time Streaming and Analysis Big Data Cloud Storage Solutions Analytics with Hadoop with Amazon EMR Case Studies & Useful Resources
  • 5. Why Run Your Big Data Applications on AWS?
  • 6. We are constantly producing more data
  • 7. From all types of industries
  • 8. From a diverse range of sources
  • 9. GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
  • 10. Lower cost, higher throughput GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
  • 11. GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE! Highly constrained Lower cost, higher throughput
  • 12. + ELASTIC AND HIGHLY SCALABLE + NO UPFRONT CAPITAL EXPENSE + ONLY PAY FOR WHAT YOU USE + AVAILABLE ON-DEMAND = REMOVE CONSTRAINTS
  • 13.
  • 14.
  • 16.
  • 17. 18 HOURS FOR $1833.33/hr!
  • 18. Instead of $68+ MILLIONS in infrastructure!
  • 19. Collecting Big Data in the AWS Cloud
  • 20. GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
  • 21. AWS Import / Export AWS Direct Connect Amazon Storage Gateway GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
  • 22. Getting data into the AWS Cloud AWS Direct Connect Direct connect, import/export and storage gateway Dedicated bandwidth between you site and AWS Amazon Storage Gateway Gateway-Stored Volumes Shrink-wrapped gateway for volume synchronization AWS Import/Export Physical transfer of media into and out of AWS
  • 23. Inbound data transfer is free Multipart upload to S3 Physical media via AWS Import/Export AWS Direct Connect
  • 25. GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE!
  • 26. GENERATE ➔ STORE ➔ ANALYZE ➔ SHARE! BATCH PROCESSING
  • 27. STREAM PROCESSING GENERATE ➔ ➔ SHARE!
  • 28. Hourly server logs: how your systems went wrong an hour ago Weekly / Monthly Bill: What you spent this past billing cycle Daily customer report from your website: tells you what deal or ad to try next time Daily fraud reports: tells you if there was fraud yesterday Daily business reports: tells me how customers used my services yesterday Real-time metrics: what just went wrong now Real-time spending alerts/caps: guaranteeing you can’t overspend Real-time analysis: what to offer the current customer now Real-time detection: blocks fraudulent use now Fast ETL into Amazon Redshift: how are customers using my services now
  • 29. AMAZON KINESIS REAL-TIME DATA STREAM PROCESSING! aws.amazon.com/kinesis
  • 30. AMAZON KINESIS ARCHITECTURE" Millions of sources producing 100s of TB per hour! Front End Authentication! Authorization! AZ!AZ!AZ! Durable, highly consistent storage replicates data across three centers (availability zones)! Amazon Web Services! Inexpensive: $0.028 per million puts! Aggregate and archive to S3! Real-time dashboards and alarms! Machine learning algorithms ! Aggregate analysis in Hadoop or a data warehouse! Ordered stream of events supporting multiple readers!
  • 31. Big Data Cloud Storage Solutions
  • 32. Fundamental Storage Options Elastic Block Store, S3 and Glacier Simple Storage Service Highly scalable object storage 1 byte to 5TB in size 99.999999999% durability Elastic Block Store High performance block storage device 1GB to 1TB in size Mount as drives to instances with snapshot/cloning functionalities Glacier Long term object archive Extremely low cost per gigabyte 99.999999999% durability
  • 33. Fundamental Storage Options Elastic Block Store, S3 and Glacier Very fast ‘instance’ disks Slow, rare access Simple Storage Service Highly scalable object storage 1 byte to 5TB in size 99.999999999% durability Fast web object storage Elastic Block Store High performance block storage device 1GB to 1TB in size Mount as drives to instances with snapshot/cloning functionalities Glacier Long term object archive Extremely low cost per gigabyte 99.999999999% durability
  • 34. Fundamental Storage Options Elastic Block Store, S3 and Glacier Elastic Block Store High performance block storage device 1GB to 1TB in size Mount as drives to instances with snapshot/cloning functionalities Glacier Long term object archive Extremely low cost per gigabyte 99.999999999% durability IMAGE Amazon S3 Simple Storage Service Highly scalable data storage in-the-cloud Programmatic access via web services API Is a Web Store Not a file system Fast, highly available Durable Economical Paradigm Object store Performance Very fast Redundancy Across data centers Security Public Key / Private Key Pricing $0.03/GB/month stored (eu-west-1) Access from the Net? Yes Typical use case Write once, read many Simple Storage Service Highly scalable object storage 1 byte to 5TB in size 99.999999999% durability
  • 35. Analytics with Hadoop on Amazon EC2
  • 36.
  • 37. AMAZON ELASTIC MAPREDUCE HADOOP AS A SERVICE!
  • 38. • SPLITS DATA INTO PIECES • LETS PROCESSING OCCUR • GATHERS THE RESULTS!
  • 39. Very large click log (e.g TBs)
  • 40. Lots of actions by John Smith Very large click log (e.g TBs)
  • 41. Lots of actions by John Smith Split the log into many small pieces Very large click log (e.g TBs)
  • 42. Lots of actions by John Smith Split the log into many small pieces Process in an EMR cluster Very large click log (e.g TBs)
  • 43. Lots of actions by John Smith Split the log into many small pieces Process in an EMR cluster Aggregate the results from all the nodes Very large click log (e.g TBs)
  • 44. Lots of actions by John Smith Split the log into many small pieces Process in an EMR cluster Aggregate the results from all the nodes Very large click log (e.g TBs) What John Smith did
  • 45. What John Smith did Insight in a fraction of the time Very large click log (e.g TBs)
  • 46. Analytics Data management languages/engines HDFS Pig Amazon Redshift AWS Data Pipeline Amazon Kinesis Amazon S3 Amazon DynamoDB Amazon RDS Amazon EMR Data Sources
  • 47. ODBC and JDBC drivers now for Amazon EMR Amazon EMR now ships with ODBC and JDBC drivers for Hive, Impala & HBase Now easier to use popular BI tools like: Microsoft Excel, Tableau, MicroStrategy, and QlikView
  • 48. How customers are using AWS for Big Data
  • 50.
  • 51.
  • 52. Foursquare… 33 million users 1.3 million businesses …generates a lot of Data 3.5 billion check-ins 15M+ venues, Terabytes of log data
  • 53. Uses EMR for Evaluation of new features Machine learning Exploratory analysis Daily customer usage reporting Long-term trend analysis
  • 54. Benefits of Amazon EMR Ease-of-Use “We have decreased the processing time for urgent data-analysis” Flexibility To deal with changing requirements & dynamically expand reporting clusters Costs “We have reduced our analytics costs by over 50%”
  • 55. Gorilla Coffee Gray's Papaya Amorino When do people go to a place? Thursday Friday Saturday Sunday
  • 56.
  • 57.
  • 58. AWS Services for Big Data
  • 59. Amazon S3 Amazon Kinesis Amazon DynamoDB Amazon Redshift Amazon Elastic MapReduce
  • 60. Store anything Object storage Scalable 99.999999999% durability Amazon S3 aws.amazon.com/s3
  • 61. Real-time processing High throughput; elastic Easy to use EMR, S3, Redshift, DynamoDB Integrations Amazon Kinesis aws.amazon.com/kinesis
  • 62. NoSQL Database Seamless scalability Zero admin Single digit millisecond latency Amazon DynamoDB aws.amazon.com/dynamodb
  • 63. Relational data warehouse Massively parallel Petabyte scale Fully managed $1,000/TB/Year Amazon Redshift aws.amazon.com/redshift
  • 64. Hadoop/HDFS clusters Hive, Pig, Impala, Hbase Easy to use; fully managed On-demand and spot pricing Integration with S3, DynamoDB & Kinesis Amazon Elastic MapReduce aws.amazon.com/elasticmapreduce
  • 65. Where to go to learn more
  • 66. Resources aws.amazon.com/bigdata aws.amazon.com/importexport aws.amazon.com/directconnect aws.amazon.com/kinesis aws.amazon.com/elasticmapreduce
  • 67. Big Data Blog blogs.aws.amazon.com/bigdata
  • 68. AWS Big Data Training Fundamentals Course http://aws.amazon.com/training/course-descriptions/bigdata-fundamentals/ This is a free, online training course and is intended for individuals who are new to big data concepts, including solutions architects, data scientists, and data analysts. Big Data on AWS http://aws.amazon.com/training/course-descriptions/bigdata/ The instructor led Big Data on AWS course introduces you to cloud-based big data solutions and Amazon Elastic MapReduce (EMR), the AWS big data platform. In this course, we will show you how to use Amazon EMR to process data using the broad ecosystem of Hadoop tools like Pig and Hive.
  • 69. Webinar Resources Amazon Elastic MapReduce Masterclass https://www.brighttalk.com/webcast/9019/103985?channel=CP Amazon Redshift Masterclass Coming up on September 23 Register here: http://aws.amazon.com/webinars/emea-masterclass/
  • 70. AWS Training & Certification Certification Demonstrate your skills, knowledge, and expertise with the AWS platform aws.amazon.com/certification Self-Paced Labs Try products, gain new skills, and get hands-on practice working with AWS technologies aws.amazon.com/training/ self-paced-labs Training Skill up and gain confidence to design, develop, deploy and manage your applications on AWS aws.amazon.com/training
  • 71. Ian Massingham – Technical Evangelist @IanMmmm @AWS_UKI for local AWS events & news @AWScloud for Global AWS News and Announcements ©Amazon.com, Inc. and its affiliates. All rights reserved.
  • 72. We typically see customers start by trying our services Get started now at : aws.amazon.com/getting-started
  • 73. Design your application for the AWS Cloud More details on the AWS Architecture Center at : aws.amazon.com/architecture