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Running Lean with Optimized
Architecture
Pieter Kemps
Business Development Manager
Time
Usage
Page Views
Revenue
Etc.
The Infamous Hockey Stick
Time
Usage
Page Views
Revenue
Etc.
The Infamous Hockey Stick
Costs
You want only 3 things
Revenue to go Up
Unit Costs to go Down
Margin to go Up
Time
Usage
Page Views
Revenue
Etc.
The Infamous Hockey Stick
Costs
How does AWS help here?
Economies of Scale
Pricing Models
Cost Aware Architecting
Let’s review AWS’ pricing concepts…
Pay as you go
Pay less per unit when you use more
Pay even less when you reserve
• Reserved pricing
Pay even less when you architect for cost optimization
• Smart architecting and leveraging AWS managed services
Pay even less as AWS grows
• AWS economies of scale result in continuous price reductions
What does this look like in
the real world?
An example
Enterprise software provider – global, started in India
Focused on SaaS for storage, security, collaboration, etc.
Backed by a leading VC
Strong growth – winning customers globally
Focused on profitability & reducing unit costs
Worked closely with the AWS team to optimize its
architecture
Margin
Growth
-10%
price drop
in S3
-20%
RI purchase
-22%
Migration
Cassandra
to Dynamo
-18%
Price drop in
S3 of 25%
54%
reduction in
unit costs
“Based on a True Story”
01 02 03 04
Idea MVP ProfitabilityScale
03 04
ProfitabilityScale
Cost Aware Architecting
A Case Study - Pinterest
This Session
03 04
ProfitabilityScale
Cost Aware Architecting
A Case Study - Pinterest
This Session
“Give me 4 fault tolerant algorithms and I
can pick the best one almost with my
eyes closed.
If you then ask me which one is best for
the business, in terms of dollar costs, I
would be clueless...”
Werner Vogels, CTO, Amazon
Cost optimization through ‘Cost Aware Architecting’
…by leveraging:Reduce Cost of…
Compute
1. S3 & CloudFront for Caching & Offloading
2. Load Balancing from the start
Storage 4. Storing derivative objects in S3 ‘Reduced Redundancy’
Data Base 5. Read Replicas and/or ElastiCache
Test & Dev 6. A/B Testing for rapid proto-typing
3. Auto-Scaling done Right
1. S3 & CloudFront for Caching & Offloading
• Reduce your compute demand and costs
• Improve end-user experience
• Increase reliability and durability
Cost Aware Architecting to Reduce costs of EC2
1. S3 & CloudFront for Caching & Offloading
Cost Aware Architecting to Reduce costs of EC2
1. S3 & CloudFront for Caching & Offloading
Cost Aware Architecting to Reduce costs of EC2
1. S3 & CloudFront for Caching & Offloading
Cost Aware Architecting to Reduce costs of EC2
1. S3 & CloudFront for Caching & Offloading
Cost Aware Architecting to Reduce costs of EC2
2. Load Balancing from the start
• Ready for massive scale, high reliability
• Uninterrupted growth and evolution
• Stateless and redundant array
Cost Aware Architecting to Reduce costs of EC2
2. Load Balancing from the start
• Ready for massive scale, high reliability
• Uninterrupted growth and evolution
• Stateless and redundant array
Cost Aware Architecting to Reduce costs of EC2
2. Load Balancing from the start
• Ready for massive scale, high reliability
• Uninterrupted growth and evolution
• Stateless and redundant array
Cost Aware Architecting to Reduce costs of EC2
Buuuk for Singapore Press Holding (SPH)
3. Auto-Scaling done Right with Real Time reaction response
• Elastic Load Balancing and (event-driven) Auto Scaling
• Notification of pending news flash (with audible alarm)
• On-demand ramp up of capacity (6 mins.)
• Subscriber alert push delivered
• Mass response traffic handled (followed by ramp down)
Cost Aware Architecting to Reduce costs of EC2
3. Auto-Scaling done Right with Real Time reaction response
Cost Aware Architecting to Reduce costs of EC2
Straits TimesBuuuk
3. Auto-Scaling done Right with Real Time reaction response
Cost Aware Architecting to Reduce costs of EC2
3. Auto-Scaling done Right with Real Time reaction response
Cost Aware Architecting to Reduce costs of EC2
3. Auto-Scaling done Right with Real Time reaction response
Cost Aware Architecting to Reduce costs of EC2
4. Storing derivative objects in S3 ‘Reduced Redundancy’
• Original vs. derived assets : 33% savings
• Single reference and consistency
• Control, accurate logs and tracking
Cost Aware Architecting to Reduce costs of S3
Reduced Redundancy Storage
‘RRS’
5. Read Replicas and/or ElastiCache (‘Database Smarts’)
• Scale out and share work
• Optimal performance, minimize load
• Enhance reliability, ensure data safety
• Cost reduction
Cost Aware Architecting to Reduce costs of DB
6. A/B Testing for rapid proto-typing & innovation
• Inexpensive idea validation
• Seamless switch over and versioning
• Rapid dev / test agility
Cost Aware Architecting to Reduce costs of Test/Dev
Analytics: A/B test of different characters
Pricing A/B test Magic Wands
0
10
20
30
40
50
60
Hosting
In Summary
Traditional Hosting vs AWS
# of
(virtual)
servers
Offload
to S3
Caching
with CF
Auto-
Scaling
Etc.Hosting
03 04
ProfitabilityScale
Cost Aware Architecting
A Case Study - Pinterest
This Session
S3 Storage Volume
EC2 Instance Hours
February 2013
48.7 million users globally
Raised $200M (Total = $338M)
$2.5B valuation
Web Application
Servers
Sharded
Database
Cache Servers
Internal
Web Services
File Storage
• 80 million objects stored in S3 with
410 terabytes of user data
• 150 EC2 instances in the web tier
• 90 instances for in-memory caching
• 35 instances used for internal
purposes
• 70 master databases with a parallel
set of backup databases in different
regions around the world for
redundancy
• Pinterest really understands its traffic patters
• Most traffic happens in the afternoons and evenings
• Significant difference between peak and off-peak traffic
• They are cost-conscious and very AWS savvy
• Which commercial models can we leverage to reduce costs?
• Which architectural best practices can be used to reduce costs?
• Reserved Instances– to save on EC2 forbase workload
• Auto-scaling – automated shut down of 40% of instances off-
peak
Peak: $52/h
Off-peak: $15/h
Savings/h:
71%
Thank You

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AWS Summit 2013 | India - Running Lean with Optimized Architecture, Pieter Kemps

  • 1. Running Lean with Optimized Architecture Pieter Kemps Business Development Manager
  • 4. You want only 3 things
  • 5. Revenue to go Up Unit Costs to go Down Margin to go Up
  • 7. How does AWS help here?
  • 8. Economies of Scale Pricing Models Cost Aware Architecting
  • 9. Let’s review AWS’ pricing concepts… Pay as you go Pay less per unit when you use more Pay even less when you reserve • Reserved pricing Pay even less when you architect for cost optimization • Smart architecting and leveraging AWS managed services Pay even less as AWS grows • AWS economies of scale result in continuous price reductions
  • 10. What does this look like in the real world?
  • 11. An example Enterprise software provider – global, started in India Focused on SaaS for storage, security, collaboration, etc. Backed by a leading VC Strong growth – winning customers globally Focused on profitability & reducing unit costs Worked closely with the AWS team to optimize its architecture
  • 12. Margin Growth -10% price drop in S3 -20% RI purchase -22% Migration Cassandra to Dynamo -18% Price drop in S3 of 25% 54% reduction in unit costs “Based on a True Story”
  • 13. 01 02 03 04 Idea MVP ProfitabilityScale
  • 14. 03 04 ProfitabilityScale Cost Aware Architecting A Case Study - Pinterest This Session
  • 15. 03 04 ProfitabilityScale Cost Aware Architecting A Case Study - Pinterest This Session
  • 16. “Give me 4 fault tolerant algorithms and I can pick the best one almost with my eyes closed. If you then ask me which one is best for the business, in terms of dollar costs, I would be clueless...” Werner Vogels, CTO, Amazon
  • 17. Cost optimization through ‘Cost Aware Architecting’ …by leveraging:Reduce Cost of… Compute 1. S3 & CloudFront for Caching & Offloading 2. Load Balancing from the start Storage 4. Storing derivative objects in S3 ‘Reduced Redundancy’ Data Base 5. Read Replicas and/or ElastiCache Test & Dev 6. A/B Testing for rapid proto-typing 3. Auto-Scaling done Right
  • 18. 1. S3 & CloudFront for Caching & Offloading • Reduce your compute demand and costs • Improve end-user experience • Increase reliability and durability Cost Aware Architecting to Reduce costs of EC2
  • 19. 1. S3 & CloudFront for Caching & Offloading Cost Aware Architecting to Reduce costs of EC2
  • 20. 1. S3 & CloudFront for Caching & Offloading Cost Aware Architecting to Reduce costs of EC2
  • 21. 1. S3 & CloudFront for Caching & Offloading Cost Aware Architecting to Reduce costs of EC2
  • 22. 1. S3 & CloudFront for Caching & Offloading Cost Aware Architecting to Reduce costs of EC2
  • 23.
  • 24. 2. Load Balancing from the start • Ready for massive scale, high reliability • Uninterrupted growth and evolution • Stateless and redundant array Cost Aware Architecting to Reduce costs of EC2
  • 25. 2. Load Balancing from the start • Ready for massive scale, high reliability • Uninterrupted growth and evolution • Stateless and redundant array Cost Aware Architecting to Reduce costs of EC2
  • 26. 2. Load Balancing from the start • Ready for massive scale, high reliability • Uninterrupted growth and evolution • Stateless and redundant array Cost Aware Architecting to Reduce costs of EC2
  • 27. Buuuk for Singapore Press Holding (SPH)
  • 28. 3. Auto-Scaling done Right with Real Time reaction response • Elastic Load Balancing and (event-driven) Auto Scaling • Notification of pending news flash (with audible alarm) • On-demand ramp up of capacity (6 mins.) • Subscriber alert push delivered • Mass response traffic handled (followed by ramp down) Cost Aware Architecting to Reduce costs of EC2
  • 29. 3. Auto-Scaling done Right with Real Time reaction response Cost Aware Architecting to Reduce costs of EC2 Straits TimesBuuuk
  • 30. 3. Auto-Scaling done Right with Real Time reaction response Cost Aware Architecting to Reduce costs of EC2
  • 31. 3. Auto-Scaling done Right with Real Time reaction response Cost Aware Architecting to Reduce costs of EC2
  • 32. 3. Auto-Scaling done Right with Real Time reaction response Cost Aware Architecting to Reduce costs of EC2
  • 33. 4. Storing derivative objects in S3 ‘Reduced Redundancy’ • Original vs. derived assets : 33% savings • Single reference and consistency • Control, accurate logs and tracking Cost Aware Architecting to Reduce costs of S3 Reduced Redundancy Storage ‘RRS’
  • 34.
  • 35. 5. Read Replicas and/or ElastiCache (‘Database Smarts’) • Scale out and share work • Optimal performance, minimize load • Enhance reliability, ensure data safety • Cost reduction Cost Aware Architecting to Reduce costs of DB
  • 36.
  • 37.
  • 38.
  • 39. 6. A/B Testing for rapid proto-typing & innovation • Inexpensive idea validation • Seamless switch over and versioning • Rapid dev / test agility Cost Aware Architecting to Reduce costs of Test/Dev
  • 40.
  • 41. Analytics: A/B test of different characters
  • 42. Pricing A/B test Magic Wands
  • 43.
  • 44. 0 10 20 30 40 50 60 Hosting In Summary Traditional Hosting vs AWS # of (virtual) servers Offload to S3 Caching with CF Auto- Scaling Etc.Hosting
  • 45. 03 04 ProfitabilityScale Cost Aware Architecting A Case Study - Pinterest This Session
  • 46.
  • 47.
  • 50. February 2013 48.7 million users globally Raised $200M (Total = $338M) $2.5B valuation
  • 51. Web Application Servers Sharded Database Cache Servers Internal Web Services File Storage • 80 million objects stored in S3 with 410 terabytes of user data • 150 EC2 instances in the web tier • 90 instances for in-memory caching • 35 instances used for internal purposes • 70 master databases with a parallel set of backup databases in different regions around the world for redundancy
  • 52. • Pinterest really understands its traffic patters • Most traffic happens in the afternoons and evenings • Significant difference between peak and off-peak traffic • They are cost-conscious and very AWS savvy • Which commercial models can we leverage to reduce costs? • Which architectural best practices can be used to reduce costs?
  • 53. • Reserved Instances– to save on EC2 forbase workload • Auto-scaling – automated shut down of 40% of instances off- peak