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Adrian Trenaman
SVP Engineering, gilt.com
@adrian_trenaman
October 2015
From Monolithic to Microservices
Evolving Architecture Patterns in the Cloud
Derek Chiles
Sr. Mgr, Solutions Architecture, AWS
@derekchiles
ARC309
Gilt’s Journey
Gilt: Luxury designer brands at members-only prices
... we shoot the product in our studios
... we receive, store, pack, and ship ...
... we sell every day at noon EST
… stampede!
... this is what noon really looks like.
How It All Started…
From Rails to Riches ― 2007: A Ruby on Rails monolith
Jobs
Ruby on Rails memcache
Postgres
2011: Java, loosely-typed, monolithic services
(1) Large,
loosely typed
services
(2) Teams
focused on
business lines
(3) Monolithic Java
application; huge
bottleneck for innovation
(4) Hidden linkages;
buried business logic
“How can we arrange our teams around
strategic initiatives? How can we make it fast
and easy to get to change to production?”
Enter: µ-services
2015: LOSA (Lots of Small Apps) & Microservices
Driving Forces Behind Gilt’s Emergent
Architecture
• Team autonomy
• Voluntary adoption (tools, techniques, processes)
• KPI / goal-driven initiatives
• Failing fast and openly
• Being open and honest, even when it’s difficult
Service growth over time: point of inflexion === Scala.
What are all these services doing?
Anatomy of a service
Anatomy of a gilt service – typical choices
gilt-service-
framework,
, Java, Javascript
Log4j, Cloudwatch
Cave
or
Lines of code per service (logarithmic scale)
# source files per service (includes build, config, xml, Java, Scala, Ruby...)
Service discovery: straightforward
ZooKeeper
Brocade Traffic Manager (aka Zeus,
Stringray, SteelApp,...)
From bare metal…
PHX
IAD
… to vapour.
Lift-and-shift + elastic teams
Existing Data Centre
Dual 10-Gb direct connect line, 2-ms latency.
“Legacy VPC”
MobileCommon
Person-
alisation
Admin Data
(1) Deploy to VPC
(2) “Department” accounts for elasticity & DevOps
Single-tenant deployment: one service per EC2 instance
Reproducible, immutable deployments: Docker
Service discovery: new services use ELB
ZooKeeper
Elastic Load
Balancing (ELB)
# running instances per service: “rule of three” (previously “rule of four”)
EC2 instance sizing: lots of small instances
Evolution of architecture and tech organization
We (heart) μ-services
• Lessen dependencies between
teams: faster code-to-prod
• Lots of initiatives in parallel
• Your favourite
<tech/language/framework>
here
• Graceful degradation of
service
• Disposable code: easy to
innovate, easy to fail and move
on.
We (heart) cloud
• Do DevOps in a meaningful
way.
• Low barrier of entry for new
tech (Amazon DynamoDB,
Amazon Kinesis,...)
• Isolation
• Cost visibility
• Security tools (IAM)
• Well documented
• Resilience is easy
• Hybrid is easy
• Performance is great
Common Challenges and
Patterns
Monolithic Microservices
• Simple deployments
• Binary failure modes
• Inter-module refactoring
• Technology monoculture
• Vertical scaling
• Partial deployments
• Graceful degradation
• Strong module boundaries
• Technology diversity
• Horizontal scaling
• Organization
• Discovery
• Data management
• Deployment
• I/O explosion
• Monitoring
Common Challenges and Patterns
Organization
Monolithic Ownership
Organized on technology capabilities
UI Team
DBA Team
App Logic Team
Web Tier
App Tier
DB
Organizational Structure Application Architecture
Microservices Ownership
Organized on business responsibilities
Login
Registration
Order
Personalization
Accounts team
Mobile
Personalization team Mobile team
Microservices Ownership
• Requirements
• Technology selection
• Development
• Quality
• Deployment
• Support
How to Be a Good Citizen (Service Consumer)
• Design for failure
• Expect to be throttled
• Retry w/ exponential backoff
• Degrade gracefully
• Cache when appropriate
How to Be a Good Citizen (Service Provider)
• Publish your metrics
• Protect yourself
• Keep your implementation details private
• Maintain backwards compatibility
Amazon API Gateway
• Throttling (global and per-method)
• Caching (with TTLs and invalidation)
• Monitoring (RPS, latency, error rate)
• Versioning
• Authentication
Discovery
Use DNS
Convention-based naming
<service-name>-<environment>.domain.com
shoppingcart-gamma.example.com
<service-name>.<environment>.domain.com
shoppingcart.gamma.example.com
Use a Dynamic Service Registry
• Avoids the DNS TTL issue
• More than service registry & discovery
• Configuration management
• Health checks
• Plenty of options
• ZooKeeper (Apache)
• Eureka (Netflix)
• Consul (HashiCorp)
• SmartStack (Airbnb)
Data management
Challenge: Centralized Database
Monolithic applications typically
have a monolithic data store:
• Difficult to make schema
changes
• Technology lock-in
• Vertical scaling
• Single point of failure
user-svc account-svccart-svc
DB
Centralized Database – Anti-pattern
Monolithic applications typically
have a monolithic data store:
• Difficult to make schema
changes
• Technology lock-in
• Vertical scaling
• Single point of failure
user-svc account-svccart-svc
DB
Decentralized Data Stores
• Each service chooses its data
store technologies
• Low impact schema changes
• Independent scalability
• Data is gated through the
service API
account-
svc
cart-
svc
DynamoDB RDS
user-
svc
ElastiCache RDS
Challenge: Transactional Integrity
• Use a pessimistic model
• Handle it in the client
• Add a transaction manager / distributed locking service
• Rethink your design
• Use an optimistic model
• Accept eventual consistency
• Retry (if idempotent)
• Fix it later
• Write it off
Challenge: Aggregation
• Pull: Make the data available via your service API
• Push: To Amazon S3, Amazon CloudWatch, or another service
you create
• Pub/sub: Via Amazon Kinesis or Amazon SQS
Deployment
Continuous Delivery & Continuous Deployment
Create the right build pipeline for each service
• AWS CodeDeploy
• AWS Elastic Beanstalk
• Jenkins, CircleCI, Travis,…
Integration
& perf tests
Build &
unit tests
beta Produser-svc
Integration &
perf tests
Build &
unit tests
beta gamma Prodcart-svc
AWS CodePipeline
Multiple Services per Container/Instance
• Independent monitoring
• Independent scaling
• Clear ownership
• Immutable deployments
user-svc
cart-svc
account-svc
Container or instance
Multiple Services per Container/Instance – Anti-pattern
• Independent monitoring
• Independent scaling
• Clear ownership
• Immutable deployments
user-svc
cart-svc
account-svc
Container or instance
Single Service per Container/Instance
• Independent monitoring
• Independent scaling
• Clear ownership
• Immutable deployments
user-svc
container or instance
account-svc
cart-svc
container or instance
container or instance
…Or Just Use AWS Lambda
LambdaAPI Gateway
RDS
DynamoDB
I/O explosion
Challenge: Request Multiplication
checkout-
svc
cart-svc
account-svc
user-svc
Single request
Add Client Caching
checkout-
svc
cart-svc
account-svc
user-svc
Single request
cache
user & account cache
Challenge: Hotspots
cart-svc order-svc
shipping-
svc
user-svc
single request
get (user x, col y) get (user x, col y) get (user x, col y)
Use Dependency Injection
cart-svc order-svc
shipping-
svc
user-svc
single request
get (user x, col y)
(user x, col y) (user x, col y)
Monitoring
Challenge: monitoring
• Publish externally relevant metrics
• Latency
• RPS
• Error rate
• Understand internally relevant metrics
• Basic – CloudWatch
• OS
• Application
Challenge: Logging
• Pick a common log aggregation solution
• Agree on log entry formats
• Use naming conventions
• Agree on correlation strategy
Challenge: Correlating Requests
ui-svc catalog-
svc
checkout-
svc
shipping-
svc
payment-
svc
request
Use Correlation IDs
09-02-2015 15:03:24 ui-svc INFO [uuid-123] ……
09-02-2015 15:03:25 catalog-svc INFO [uuid-123] ……
09-02-2015 15:03:26 checkout-svc ERROR [uuid-123] ……
09-02-2015 15:03:27 payment-svc INFO [uuid-123] ……
09-02-2015 15:03:27 shipping-svc INFO [uuid-123] ……
ui-svc catalog-
svc
checkout-
svc
shipping-
svc
payment-
svc
request correlation id:
“uuid-123”
correlation id:
“uuid-123”
What did we cover?
• Ownership
• Discovery
• Data management
• Deployment
• I/O explosion
• Monitoring
Related Sessions
• ARC201 - Microservices Architecture for Digital Platforms with AWS
Lambda, Amazon CloudFront and Amazon DynamoDB
• CMP302 - Amazon EC2 Container Service: Distributed Applications
at Scale
• DEV203 - Using Amazon API Gateway with AWS Lambda to Build
Secure and Scalable APIs
• DVO401 - Deep Dive into Blue/Green Deployments on AWS
• SPOT304 - Faster, Cheaper, Safer Products with AWS: Adrian
Cockcroft Shares Experiences Helping Customers Move to the
Cloud
Remember to complete
your evaluations!
Thank you!
Adrian Trenaman
SVP Engineering, gilt.com
@adrian_trenaman
Derek Chiles
Sr. Mgr, Solutions Architecture, AWS
@derekchiles

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