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© 2016, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Nate Slater, Senior Manager, AWS Solutions Architecture
December 2016
CON309
Running Microservices
on Amazon ECS
What to Expect from the Session
• Review microservices architecture and how it differs
from monolithic and service-oriented architectures
• Examine the challenges in running microservices at
scale
• Demonstrate how to run microservices on AWS using
Amazon ECS
• Explore a real-world customer use case with Instacart
Overview of
Microservices Architecture
What are microservices?
“A software architecture style in which complex
applications are composed of small, independent
processes communicating with each other using
language-agnostic APIs. These services are small, highly
decoupled and focus on doing a small task, facilitating a
modular approach to system-building.” - Wikipedia
https://en.wikipedia.org/wiki/Microservices
Monolithic vs. SOA vs. Microservices
SOA
Coarse-
grained
Microservices
Fine-grained
Monolithic
Single Unit
Order UI User UI
Shipping
UI
Order
Service
User
Service
Shipping
Service
Data
Access
Monolithic Architecture
Monolithic Architecture – Scaling
Monolith Development Lifecycle
developers
releasetestbuild
delivery pipelineapp
Order UI User UI
Shipping
UI
Order
Service
User
Service
Shipping
Service
Microservices Architecture
Order UI User UI UI
Order
Service
Service
Shipping
Service
Order UI
Order UI
User UI UIShipping
UI
Order
ServiceOrder
Service
Service
Service
Service
Service
User
Service
Shipping
Service
Microservices Architecture – Scaling
Microservices Development Lifecycle
developers delivery pipelinemicroservices
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
build pipeline
Characteristics of Microservice Architectures
Do one
thing well
Independent
Decentralized
Black box
Polyglot
You build it, you run it
Challenges in running
microservices
Microservice Challenge #1 – Resource Management
Managing a large fleet by hand is impossible:
Server
Guest OS
Server
Guest OS
Server
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Server
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AZ 1 AZ 2
AZ 3
Microservices Challenge #2 – Monitoring
A microservices architecture will have 10s, 100s, 1000s,
maybe even 10,000s of individual services:
• How do you know if an individual service is healthy?
• How do you measure the performance of an individual
service?
• How do you troubleshoot and debug an individual
service?
Microservices Challenge #3: Service Discovery
Each microservice scales up and down independently of
one another:
• How does Service A know the URLs for all instances of
Service B?
• How do you allow services to scale independently while
still using load balancers?
• How does a new instance of a service announce itself to
other services?
Microservices Challenge #4: Deployment
A microservices architecture will have 10s, 100s, 1000s,
maybe even 10,000s of individual services:
• Each service will be developed, tested, and deployed on
its own timeline – How do you manage this across large
numbers of services?
• Services are polyglot – different languages, frameworks
– how do you efficiently deploy them?
• How do you decide which hosts to deploy a service on?
Introducing Amazon ECS
• Fully managed elastic service – You don’t need
to run anything, and the service scales as your
microservices architecture grows
• Shared state optimistic scheduling
• Fully ACID compliant resource and state
management
• Integration with CloudWatch service for
monitoring and logging
• Integration with Code* services for continuous
integration and delivery (CI/CD)
Amazon ECS Architecture
Amazon ECS Architecture
Example Microservice Architecture on ECS
Monitoring with Amazon CloudWatch
Metric data sent to CloudWatch in 1-minute periods and
recorded for a period of two weeks
Available metrics: CPUReservation, MemoryReservation,
CPUUtilization, MemoryUtilization
Available dimensions: ClusterName, ServiceName
Monitoring with Amazon CloudWatch
Service
Discovery
with Route
53 and
Application
Load
Balancers
New!
Deploying Containers on ECS – Choose a Scheduler
Batch Jobs
ECS task scheduler
Run tasks once
Batch jobs
RunTask (random)
StartTask (placed)
Long-Running Apps
ECS service scheduler
Health management
Scale-up and scale-down
AZ aware
Grouped containers
Scheduling Containers: Long-Running App
Deploy using the least space: minimumHealthyPercent =
50%, maximumPercent = 100%
Scheduling Containers: Long-Running App
Deploy quickly without reducing service capacity:
minimumHealthyPercent = 100%, maximumPercent =
200%
Scheduling Containers: Long-Running App
Blue-Green Deployments
• Define two ECS services
• Each service is associated w/ load
balancer
• Both load balancers in Route 53
record set with weighted routing
policy, 100% primary, 0% secondary
• Deploy to blue or green service and
switch weights
TaskTask
Route 53
record set
with
weighted
routing
policy
0%
100%
Continuous Delivery to ECS with Jenkins
4. Push image to
Docker registry
2. Build image
from sources
3. Run test on image
1. Code push
triggers build
5. Update service
6. Pull image
Continuous Delivery to ECS with Jenkins
Easy Deployment
Developers – Merge into master, done!
Jenkins Build Steps
Trigger via webhooks, monitoring, Lambda
Build Docker image via build and publish plugin
Push Docker image into registry
Register updated job with ECS API
© 2016, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Nick Elser, Director of Engineering, Instacart
December 1, 2016
How Instacart Uses ECS
Instacart
Started in 2012
Same-day delivery from local stores
Small engineering/infrastructure team
“Every minute counts”
The Stack
Primarily Ruby/Rails/JS, Python, & R
Few primary domains, each with own SLA
Domains comprised of many small-ish services
Monorepo
Custom PaaS
Instacart’s PaaS
Coordinated through RDS database
Same tooling local & cloud
Jobs take desired state from DB, and
turn it into cloud reality
Why not EC2?
Relatively slow
Deployments/rollbacks not atomic
Constrained to EC2 instance sizes
From EC2 to ECS
Transparent to developers: container vs. instance
Each container gets an IP address & DNS entry
SSH access, FS access
Deployment
Atomic through AWS CloudFormation
Rollbacks are instant (& atomic)
Custom “GC” policies per application type
Applications sized ”correctly”
Continuous delivery possible
Deployment Pipelines
Webhooks on Jenkins servers
Deploys pipelined to 10% of users, then to 100%
Trust your metrics: 5xx & latency are king
Blue/Green Deployments
ALB registration/deregistration for blue/green
Keep one deploy running for instant rollback
Separate ports for separate deploys
Discovery
Connected via RabbitMQ
Service discovery through
queues
Instant (de)registration
Back endFront end
Thank you!
Remember to complete
your evaluations!

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AWS re:Invent 2016: Running Microservices on Amazon ECS (CON309)

  • 1. © 2016, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Nate Slater, Senior Manager, AWS Solutions Architecture December 2016 CON309 Running Microservices on Amazon ECS
  • 2. What to Expect from the Session • Review microservices architecture and how it differs from monolithic and service-oriented architectures • Examine the challenges in running microservices at scale • Demonstrate how to run microservices on AWS using Amazon ECS • Explore a real-world customer use case with Instacart
  • 4. What are microservices? “A software architecture style in which complex applications are composed of small, independent processes communicating with each other using language-agnostic APIs. These services are small, highly decoupled and focus on doing a small task, facilitating a modular approach to system-building.” - Wikipedia https://en.wikipedia.org/wiki/Microservices
  • 5. Monolithic vs. SOA vs. Microservices SOA Coarse- grained Microservices Fine-grained Monolithic Single Unit
  • 6. Order UI User UI Shipping UI Order Service User Service Shipping Service Data Access Monolithic Architecture
  • 9. Order UI User UI Shipping UI Order Service User Service Shipping Service Microservices Architecture
  • 10. Order UI User UI UI Order Service Service Shipping Service Order UI Order UI User UI UIShipping UI Order ServiceOrder Service Service Service Service Service User Service Shipping Service Microservices Architecture – Scaling
  • 11. Microservices Development Lifecycle developers delivery pipelinemicroservices build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline build pipeline
  • 12. Characteristics of Microservice Architectures Do one thing well Independent Decentralized Black box Polyglot You build it, you run it
  • 14. Microservice Challenge #1 – Resource Management Managing a large fleet by hand is impossible: Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS Server Guest OS AZ 1 AZ 2 AZ 3
  • 15. Microservices Challenge #2 – Monitoring A microservices architecture will have 10s, 100s, 1000s, maybe even 10,000s of individual services: • How do you know if an individual service is healthy? • How do you measure the performance of an individual service? • How do you troubleshoot and debug an individual service?
  • 16. Microservices Challenge #3: Service Discovery Each microservice scales up and down independently of one another: • How does Service A know the URLs for all instances of Service B? • How do you allow services to scale independently while still using load balancers? • How does a new instance of a service announce itself to other services?
  • 17. Microservices Challenge #4: Deployment A microservices architecture will have 10s, 100s, 1000s, maybe even 10,000s of individual services: • Each service will be developed, tested, and deployed on its own timeline – How do you manage this across large numbers of services? • Services are polyglot – different languages, frameworks – how do you efficiently deploy them? • How do you decide which hosts to deploy a service on?
  • 18. Introducing Amazon ECS • Fully managed elastic service – You don’t need to run anything, and the service scales as your microservices architecture grows • Shared state optimistic scheduling • Fully ACID compliant resource and state management • Integration with CloudWatch service for monitoring and logging • Integration with Code* services for continuous integration and delivery (CI/CD)
  • 22. Monitoring with Amazon CloudWatch Metric data sent to CloudWatch in 1-minute periods and recorded for a period of two weeks Available metrics: CPUReservation, MemoryReservation, CPUUtilization, MemoryUtilization Available dimensions: ClusterName, ServiceName
  • 25. Deploying Containers on ECS – Choose a Scheduler Batch Jobs ECS task scheduler Run tasks once Batch jobs RunTask (random) StartTask (placed) Long-Running Apps ECS service scheduler Health management Scale-up and scale-down AZ aware Grouped containers
  • 26. Scheduling Containers: Long-Running App Deploy using the least space: minimumHealthyPercent = 50%, maximumPercent = 100%
  • 27. Scheduling Containers: Long-Running App Deploy quickly without reducing service capacity: minimumHealthyPercent = 100%, maximumPercent = 200%
  • 28. Scheduling Containers: Long-Running App Blue-Green Deployments • Define two ECS services • Each service is associated w/ load balancer • Both load balancers in Route 53 record set with weighted routing policy, 100% primary, 0% secondary • Deploy to blue or green service and switch weights TaskTask Route 53 record set with weighted routing policy 0% 100%
  • 29. Continuous Delivery to ECS with Jenkins 4. Push image to Docker registry 2. Build image from sources 3. Run test on image 1. Code push triggers build 5. Update service 6. Pull image
  • 30. Continuous Delivery to ECS with Jenkins Easy Deployment Developers – Merge into master, done! Jenkins Build Steps Trigger via webhooks, monitoring, Lambda Build Docker image via build and publish plugin Push Docker image into registry Register updated job with ECS API
  • 31. © 2016, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Nick Elser, Director of Engineering, Instacart December 1, 2016 How Instacart Uses ECS
  • 32. Instacart Started in 2012 Same-day delivery from local stores Small engineering/infrastructure team “Every minute counts”
  • 33. The Stack Primarily Ruby/Rails/JS, Python, & R Few primary domains, each with own SLA Domains comprised of many small-ish services Monorepo Custom PaaS
  • 34. Instacart’s PaaS Coordinated through RDS database Same tooling local & cloud Jobs take desired state from DB, and turn it into cloud reality
  • 35. Why not EC2? Relatively slow Deployments/rollbacks not atomic Constrained to EC2 instance sizes
  • 36. From EC2 to ECS Transparent to developers: container vs. instance Each container gets an IP address & DNS entry SSH access, FS access
  • 37. Deployment Atomic through AWS CloudFormation Rollbacks are instant (& atomic) Custom “GC” policies per application type Applications sized ”correctly” Continuous delivery possible
  • 38. Deployment Pipelines Webhooks on Jenkins servers Deploys pipelined to 10% of users, then to 100% Trust your metrics: 5xx & latency are king
  • 39. Blue/Green Deployments ALB registration/deregistration for blue/green Keep one deploy running for instant rollback Separate ports for separate deploys
  • 40. Discovery Connected via RabbitMQ Service discovery through queues Instant (de)registration Back endFront end