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©2015, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Introduction to Amazon EC2
David Pellerin
AWS - Business Development Principal
AWS global infrastructure
Over 1 million active
customers across 190 countries
900+ government agencies
3,400+ educational institutions
11,200+ nonprofits
11 regions
28 Availability Zones
53 edge locations
What is Amazon EC2?
Amazon EC2
Virtual machines User experience
Networking
EC2
EC2
Purchase options
Amazon Elastic Compute Cloud (EC2) -
Elastic virtual servers in the cloud
Physical Servers in
AWS Global Regions
Host server
Hypervisor
Guest 1 Guest 2 Guest n
A brief look back…
Amazon EC2: Eight years young
Amazon EC2 eight years ago…
• Single instance family and size
– m1.small (1 vCPU, 1.7 GiB RAM, 160 GB storage)
• Linux only
• On-Demand pricing only
Amazon EC2
Since then
• More instance choices
– CPU, GPU, Memory, Storage
• Deployment options
• OS and application support
• Amazon Elastic Block Store
• Elastic IP addresses
• Amazon VPC
• Auto Scaling
• Elastic Load Balancing
• Performance, security, manageability,
and scalability improvements
• Amazon ECS, Lambda
• Amazon Machine Learning
• And more
©2015, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Every day, Amazon Web Services
adds enough new server capacity to
support all of Amazon’s global
infrastructure when it was a $7B
enterprise
EC2 instances: Families and Generations
General-purpose: M1, M3 , M4, T2
Compute-optimized: C1, CC2, C3, C4
Memory-optimized: M2, CR1, R3
Dense-storage: HS1, D2
I/O-optimized: HI1, I2
GPU: CG1, G2
Micro: T1, T2
c4.large
Instance family
Instance generation
Instance size
EC2 instances: Types and Sizes
http://aws.amazon.com/ec2/instance-types/
Performance factors: CPU
Intel Xeon E5-2670 (Sandy Bridge) CPUs
• Available on M3, CC2, CR1, and G2 instance types
Intel Xeon E5-2680 v2 (Ivy Bridge) CPUs
• Available on C3, R3, and I2 instance types
• 2.8 GHz in C3, Turbo enabled up to 3.6 GHz
• Supports Enhanced Advanced Vector Extensions (AVX) instructions
Intel Xeon E5-2666 v3 (Haswell – AVX2) CPUs
• Available on C4, D2, and M4 instance types
• 2.9 GHz in C4, Turbo enabled up to 3.5 GHz (with Intel Turbo Boost)
• Supports AVX2 instructions
Performance factors: Networks
AWS proprietary 10Gb networking
• Highest performance in .8xlarge instance sizes
• Full bi-section bandwidth in placement groups
Enhanced Networking
• Available on D2, C3, C4, M4, R3, I2
• Over 1M PPS performance, reduced instance-
to-instance latencies, consistent performance
Tip: Use Enhanced Networking
• Available on D2, C4, M4, C3, R3, I2 instance families
• HVM virtualization type
• VPC-only
• Required kernel version
– Linux: 2.6.32+
– Windows: Server 2008 R2+
• Appropriate virtual function driver
– Linux: ixgbevf 2.14.2+ module
– Windows: Intel 82599 virtual function driver
Performance factors: Storage
• Locally attached or “instance storage”
• Amazon EBS General Purpose (SSD) volumes
• Amazon EBS Provisioned IOPS (SSD) volumes
• Amazon EBS Magnetic volumes
• Amazon S3 and Amazon Glacier for object
storage
T2 and EC2 Free Tier instances
• T2 is a Burstable Performance Instance
– Burstable Performance Instances provide a baseline level of CPU performance
with the ability to burst above the baseline
– T2 instances are for workloads that don’t use the full CPU often or consistently,
but occasionally need to burst
– Great for getting started on EC2
• EC2 Free Tier
– 750 hours of EC2 Linux t2.micro instance usage (1 GiB of memory and 32-bit
and 64-bit platform support)
Why do customers use Amazon EC2?
Using AWS, AdRoll has achieved scalability and flexibility that has
allowed the organization to grow by over 15,000% in one year
• AdRoll is a global leader in retargeting with more
than 10,000 active advertisers across more than
100 countries. The company provides cross-
platform reach across large display inventory
sources and tools that personalize ad campaigns
based on a visitor’s browsing behavior.
• To effectively serve up ads, AdRoll needs the
flexibility to add capacity at a moment’s notice,
rapid-fire response times to win bids in real time,
and the automation to ensure that the system can
respond to bids quickly.
• Using AWS has made it easy for AdRoll to onboard
new customers and quickly build business by
joining new exchanges, no matter where they are
physically located.
When our business was growing really fast,
using AWS allowed us to scale and
optimize our algorithms—and get rid of
extra capacity.
AWS saves us time and money. We don’t
need a bigger data center, we don’t need to
get more operations people on board, and
we don’t need to acquire more machines
just because we have to scale up.
- Valentino Volonghi
CTO, AdRoll
Condé Nast completed its data center migration to AWS in just 4
months, reducing costs by 40%
• Condé Nast is a well-established media and
publications company known for producing high-
quality lifestyle content suited for everyone.
• Deciding they no longer wanted to be in the
business of running data centers, Condé Nast
made the decision to migrate completely to AWS.
• In four months, Condé Nast completed a full data
center migration of over 500 servers, 1 PB of
storage, mission-critical apps (such as HR, Legal,
Sales apps), and 100+ database servers to AWS.
With this migration, they reduced costs by 40% and
improved operational performance by 30-40%,
enabling the business to create content better and
faster.
Completed migration in 4 months:
500+ servers, 1 PB of storage
Mission-critical apps (HR, Legal, Sales apps)
100+ database servers
Sunsetting data center operations
100+ switches, routers, firewalls...
100+ telecom lines (MPLS, point-to-point, etc.)
And have 24x7/365 support & coverage
Fast Deployments
Access computing
infrastructure in minutes
Low Cost
Pay-as-you-go pricing
Elastic
Easily add or remove capacity
Globally Accessible
Easily support customers
around the world
Secure
A collection of tools to
protect data and privacy
Scalable
Access to effectively
limitless capacity
Why Do Customers Use Amazon EC2?
Elasticity
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
Serverload
Hour of day
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
Serverload
Hour of day
Capacity of 1 server
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
Serverload
Hour of day
Capacity of 1 server
Traditional capacity required
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
Serverload
Hour of day
Capacity of 1 server
Traditional capacity required
1 server for 8 hours
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
Serverload
Hour of day
Capacity of 1 server
Traditional capacity required
1 server for 8 hours 1 server for 8 hours
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
Serverload
Hour of day
Capacity of 1 server
Traditional capacity required
1 server for 8 hours 1 server for 8 hours
1 server for 8 hours
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
Serverload
Hour of day
Capacity of 1 server
Traditional capacity required
1 server for 8 hours 1 server for 8 hours
1 server for 8 hours
1 server for 8 hours
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
Serverload
Hour of day
Capacity of 1 server
Traditional capacity required
1/3rd
saving
0
1
2
3
4
5
6
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30
Instancecount
Day of month
0
1
2
3
4
5
6
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30
Instancecount
Day of month
Monthly
predictable
peak
processing
0
1
2
3
4
5
6
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30
Instancecount
Day of month
Traditional capacity required
0
1
2
3
4
5
6
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30
Instancecount
Day of month
Elastic capacity
Traditional capacity required
0
1
2
3
4
5
6
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30
Instancecount
Day of month
75% savings
Traditional capacity required
Elastic capacity
Scaling automatically
Amazon EC2 Auto Scaling ELB
Actual
EC2
Elastic virtual servers
in the cloud
Dynamic traffic
distribution
Automated scaling
of EC2 capacity
Completely Controlled
Completely Controlled
• You have control of your instances
• Log on as root (Linux) or Administrator (Windows)
• Install the software you need
• Start, stop, control instances with console or APIs
• Make the configuration changes you like
• Create an AMI (Amazon Machine Image)
• Use automation create and configure entire stacks
Flexibility
Multiple instance types
• Choose the instance type that suits you
• Change the instance type when you want to
• Attach as much or as little storage as you need
• Choose your operating system
• Choose a pre-configured image (AMI)
Reliability
Build reliable architectures
• Easily build highly available applications
• ELB distributes load
• Auto Scaling helps ensure availability and scale
• Use multiple Availability Zones (AZs)
• Use multiple global Regions
Example: 3-tier web application architecture
Example: enterprise application architecture
Security
Our Top priority! A few of our many certifications:
• Secured premises
• Secured access
• Built-in firewalls
• Unique users
• Multi-factor authentication
• Private subnets
• Encrypted data storage
• Dedicated connection
VPC - Virtual Private Cloud
• Provision a logically isolated section of the AWS cloud
• Control your virtual networking environment with:
– Subnets
– Route tables
– Security groups
– Network ACLs
– Flow logging (new!)
• Control if and how your instances access the Internet
• Connect to your on-premises network via a hardware VPN or
AWS Direct Connect
• Monitor all changes via Amazon CloudWatch Logs and
AWS CloudTrail
Availability Zone 1a Availability Zone 1b
Internet
10.0.0.5
10.0.0.6
10.0.3.17
10.0.3.5
10.0.1.5
10.0.1.25
10.0.1.8
10.0.1.6
VPC Subnet
VPC Subnet
VPC Subnet
Virtual Private Gateway
Customer Gateway
VPN Connection
Internet Gateway
Customer Data Center
Cost Effectiveness
On-Demand
Pay for compute
capacity by the
hour with no long-
term commitments
For spiky
workloads, or to
define needs
Reserved
Make an Amazon
EC2 usage
commitment and
receive a
significant discount
For committed
utilization
Spot
Bid for unused
capacity, charged
at a Spot Price
which fluctuates
based on supply
and demand
For time-
insensitive or
transient
workloads
Purchase options that fit your workloads
Reserved Instance Payment Options
• The No Upfront option provides a
discount compared to On-Demand
(up to 55% off) and does not require
an upfront payment
• The Partial Upfront option balances
the payments of a Reserved Instance
between upfront and hourly and
provides a higher discount (up to
76%) compared to the No Upfront
option
• With the All Upfront option you
benefit from the highest discount
compared to On-Demand (up to 77%
off)
$-
$500
$1,000
$1,500
$2,000
$2,500
$3,000
30% 40% 50% 60% 70% 80% 90% 100%
Utilization
m3.xlarge 1yr OD/RI break even utilization
On Demand
No Upfront
Partial Upfront
All Upfront
Reserved Instance Marketplace
Buy a smaller-term instance
Buy an instance with different OS or type
Buy a Reserved Instance in different region
Sell your unused Reserved Instance
Sell unwanted or over-bought capacity
Further reduce costs by optimizing
Spot for interruptible workloads and best pricing
Best Spot use-cases include any batch-oriented, fault-tolerant application
It’s easy to get started!
http://aws.amazon.com/getting-started/
AWS Console
AWS Marketplace is in the console
Browse, search, discover,
and launch thousand of AWS
Marketplace Amazon
Machine Images (AMIs)
directly from within the
Amazon EC2 console
1,900+ products listed in 23
categories
Next Steps
• Sign-up for an AWS account!
• Take advantage of the Free Tier:
aws.amazon.com/free
• Learn more: aws.amazon.com/ec2
• Join us at the booth
CHICAGO

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Amazon EC2: Elastic Virtual Servers in the Cloud

  • 1. ©2015, Amazon Web Services, Inc. or its affiliates. All rights reserved. Introduction to Amazon EC2 David Pellerin AWS - Business Development Principal
  • 2. AWS global infrastructure Over 1 million active customers across 190 countries 900+ government agencies 3,400+ educational institutions 11,200+ nonprofits 11 regions 28 Availability Zones 53 edge locations
  • 4. Amazon EC2 Virtual machines User experience Networking EC2 EC2 Purchase options
  • 5. Amazon Elastic Compute Cloud (EC2) - Elastic virtual servers in the cloud Physical Servers in AWS Global Regions Host server Hypervisor Guest 1 Guest 2 Guest n
  • 6. A brief look back… Amazon EC2: Eight years young
  • 7. Amazon EC2 eight years ago… • Single instance family and size – m1.small (1 vCPU, 1.7 GiB RAM, 160 GB storage) • Linux only • On-Demand pricing only Amazon EC2
  • 8. Since then • More instance choices – CPU, GPU, Memory, Storage • Deployment options • OS and application support • Amazon Elastic Block Store • Elastic IP addresses • Amazon VPC • Auto Scaling • Elastic Load Balancing • Performance, security, manageability, and scalability improvements • Amazon ECS, Lambda • Amazon Machine Learning • And more
  • 9. ©2015, Amazon Web Services, Inc. or its affiliates. All rights reserved. Every day, Amazon Web Services adds enough new server capacity to support all of Amazon’s global infrastructure when it was a $7B enterprise
  • 10. EC2 instances: Families and Generations General-purpose: M1, M3 , M4, T2 Compute-optimized: C1, CC2, C3, C4 Memory-optimized: M2, CR1, R3 Dense-storage: HS1, D2 I/O-optimized: HI1, I2 GPU: CG1, G2 Micro: T1, T2
  • 11. c4.large Instance family Instance generation Instance size EC2 instances: Types and Sizes
  • 13. Performance factors: CPU Intel Xeon E5-2670 (Sandy Bridge) CPUs • Available on M3, CC2, CR1, and G2 instance types Intel Xeon E5-2680 v2 (Ivy Bridge) CPUs • Available on C3, R3, and I2 instance types • 2.8 GHz in C3, Turbo enabled up to 3.6 GHz • Supports Enhanced Advanced Vector Extensions (AVX) instructions Intel Xeon E5-2666 v3 (Haswell – AVX2) CPUs • Available on C4, D2, and M4 instance types • 2.9 GHz in C4, Turbo enabled up to 3.5 GHz (with Intel Turbo Boost) • Supports AVX2 instructions
  • 14. Performance factors: Networks AWS proprietary 10Gb networking • Highest performance in .8xlarge instance sizes • Full bi-section bandwidth in placement groups Enhanced Networking • Available on D2, C3, C4, M4, R3, I2 • Over 1M PPS performance, reduced instance- to-instance latencies, consistent performance
  • 15. Tip: Use Enhanced Networking • Available on D2, C4, M4, C3, R3, I2 instance families • HVM virtualization type • VPC-only • Required kernel version – Linux: 2.6.32+ – Windows: Server 2008 R2+ • Appropriate virtual function driver – Linux: ixgbevf 2.14.2+ module – Windows: Intel 82599 virtual function driver
  • 16. Performance factors: Storage • Locally attached or “instance storage” • Amazon EBS General Purpose (SSD) volumes • Amazon EBS Provisioned IOPS (SSD) volumes • Amazon EBS Magnetic volumes • Amazon S3 and Amazon Glacier for object storage
  • 17. T2 and EC2 Free Tier instances • T2 is a Burstable Performance Instance – Burstable Performance Instances provide a baseline level of CPU performance with the ability to burst above the baseline – T2 instances are for workloads that don’t use the full CPU often or consistently, but occasionally need to burst – Great for getting started on EC2 • EC2 Free Tier – 750 hours of EC2 Linux t2.micro instance usage (1 GiB of memory and 32-bit and 64-bit platform support)
  • 18. Why do customers use Amazon EC2?
  • 19. Using AWS, AdRoll has achieved scalability and flexibility that has allowed the organization to grow by over 15,000% in one year • AdRoll is a global leader in retargeting with more than 10,000 active advertisers across more than 100 countries. The company provides cross- platform reach across large display inventory sources and tools that personalize ad campaigns based on a visitor’s browsing behavior. • To effectively serve up ads, AdRoll needs the flexibility to add capacity at a moment’s notice, rapid-fire response times to win bids in real time, and the automation to ensure that the system can respond to bids quickly. • Using AWS has made it easy for AdRoll to onboard new customers and quickly build business by joining new exchanges, no matter where they are physically located. When our business was growing really fast, using AWS allowed us to scale and optimize our algorithms—and get rid of extra capacity. AWS saves us time and money. We don’t need a bigger data center, we don’t need to get more operations people on board, and we don’t need to acquire more machines just because we have to scale up. - Valentino Volonghi CTO, AdRoll
  • 20. Condé Nast completed its data center migration to AWS in just 4 months, reducing costs by 40% • Condé Nast is a well-established media and publications company known for producing high- quality lifestyle content suited for everyone. • Deciding they no longer wanted to be in the business of running data centers, Condé Nast made the decision to migrate completely to AWS. • In four months, Condé Nast completed a full data center migration of over 500 servers, 1 PB of storage, mission-critical apps (such as HR, Legal, Sales apps), and 100+ database servers to AWS. With this migration, they reduced costs by 40% and improved operational performance by 30-40%, enabling the business to create content better and faster. Completed migration in 4 months: 500+ servers, 1 PB of storage Mission-critical apps (HR, Legal, Sales apps) 100+ database servers Sunsetting data center operations 100+ switches, routers, firewalls... 100+ telecom lines (MPLS, point-to-point, etc.) And have 24x7/365 support & coverage
  • 21. Fast Deployments Access computing infrastructure in minutes Low Cost Pay-as-you-go pricing Elastic Easily add or remove capacity Globally Accessible Easily support customers around the world Secure A collection of tools to protect data and privacy Scalable Access to effectively limitless capacity Why Do Customers Use Amazon EC2?
  • 23. 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 Serverload Hour of day
  • 24. 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 Serverload Hour of day Capacity of 1 server
  • 25. 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 Serverload Hour of day Capacity of 1 server Traditional capacity required
  • 26. 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 Serverload Hour of day Capacity of 1 server Traditional capacity required 1 server for 8 hours
  • 27. 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 Serverload Hour of day Capacity of 1 server Traditional capacity required 1 server for 8 hours 1 server for 8 hours
  • 28. 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 Serverload Hour of day Capacity of 1 server Traditional capacity required 1 server for 8 hours 1 server for 8 hours 1 server for 8 hours
  • 29. 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 Serverload Hour of day Capacity of 1 server Traditional capacity required 1 server for 8 hours 1 server for 8 hours 1 server for 8 hours 1 server for 8 hours
  • 30. 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 Serverload Hour of day Capacity of 1 server Traditional capacity required 1/3rd saving
  • 31. 0 1 2 3 4 5 6 0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 Instancecount Day of month
  • 32. 0 1 2 3 4 5 6 0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 Instancecount Day of month Monthly predictable peak processing
  • 33. 0 1 2 3 4 5 6 0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 Instancecount Day of month Traditional capacity required
  • 34. 0 1 2 3 4 5 6 0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 Instancecount Day of month Elastic capacity Traditional capacity required
  • 35. 0 1 2 3 4 5 6 0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 Instancecount Day of month 75% savings Traditional capacity required Elastic capacity
  • 36. Scaling automatically Amazon EC2 Auto Scaling ELB Actual EC2 Elastic virtual servers in the cloud Dynamic traffic distribution Automated scaling of EC2 capacity
  • 38. Completely Controlled • You have control of your instances • Log on as root (Linux) or Administrator (Windows) • Install the software you need • Start, stop, control instances with console or APIs • Make the configuration changes you like • Create an AMI (Amazon Machine Image) • Use automation create and configure entire stacks
  • 40. Multiple instance types • Choose the instance type that suits you • Change the instance type when you want to • Attach as much or as little storage as you need • Choose your operating system • Choose a pre-configured image (AMI)
  • 42. Build reliable architectures • Easily build highly available applications • ELB distributes load • Auto Scaling helps ensure availability and scale • Use multiple Availability Zones (AZs) • Use multiple global Regions
  • 43. Example: 3-tier web application architecture
  • 46. Our Top priority! A few of our many certifications: • Secured premises • Secured access • Built-in firewalls • Unique users • Multi-factor authentication • Private subnets • Encrypted data storage • Dedicated connection
  • 47. VPC - Virtual Private Cloud • Provision a logically isolated section of the AWS cloud • Control your virtual networking environment with: – Subnets – Route tables – Security groups – Network ACLs – Flow logging (new!) • Control if and how your instances access the Internet • Connect to your on-premises network via a hardware VPN or AWS Direct Connect • Monitor all changes via Amazon CloudWatch Logs and AWS CloudTrail
  • 48. Availability Zone 1a Availability Zone 1b Internet 10.0.0.5 10.0.0.6 10.0.3.17 10.0.3.5 10.0.1.5 10.0.1.25 10.0.1.8 10.0.1.6 VPC Subnet VPC Subnet VPC Subnet Virtual Private Gateway Customer Gateway VPN Connection Internet Gateway Customer Data Center
  • 50. On-Demand Pay for compute capacity by the hour with no long- term commitments For spiky workloads, or to define needs Reserved Make an Amazon EC2 usage commitment and receive a significant discount For committed utilization Spot Bid for unused capacity, charged at a Spot Price which fluctuates based on supply and demand For time- insensitive or transient workloads Purchase options that fit your workloads
  • 51. Reserved Instance Payment Options • The No Upfront option provides a discount compared to On-Demand (up to 55% off) and does not require an upfront payment • The Partial Upfront option balances the payments of a Reserved Instance between upfront and hourly and provides a higher discount (up to 76%) compared to the No Upfront option • With the All Upfront option you benefit from the highest discount compared to On-Demand (up to 77% off) $- $500 $1,000 $1,500 $2,000 $2,500 $3,000 30% 40% 50% 60% 70% 80% 90% 100% Utilization m3.xlarge 1yr OD/RI break even utilization On Demand No Upfront Partial Upfront All Upfront
  • 52. Reserved Instance Marketplace Buy a smaller-term instance Buy an instance with different OS or type Buy a Reserved Instance in different region Sell your unused Reserved Instance Sell unwanted or over-bought capacity Further reduce costs by optimizing
  • 53. Spot for interruptible workloads and best pricing Best Spot use-cases include any batch-oriented, fault-tolerant application
  • 54. It’s easy to get started!
  • 56. AWS Marketplace is in the console Browse, search, discover, and launch thousand of AWS Marketplace Amazon Machine Images (AMIs) directly from within the Amazon EC2 console 1,900+ products listed in 23 categories
  • 57. Next Steps • Sign-up for an AWS account! • Take advantage of the Free Tier: aws.amazon.com/free • Learn more: aws.amazon.com/ec2 • Join us at the booth