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Airbnb’sGreatMigration:
BuildingAPIsatScale
JESSICA TAI • 24 APRIL 2019 • API DAYS
SINGAPORE
@jessicamtai
2014
@jessicamtai
2015+
@jessicamtai
Hi,I’mJessica.

Ipairprogram

withmycorgi.
Agenda
1. Why migrate
2. Service design tenets
3. Decomposition
4. Best practices
5. Cultural shifts
6. Results
@jessicamtai
Monorail,ourRubyonRailsmonolith
@jessicamtai
Agenda
1. Whymigrate
2. Service design tenets
3. Decomposition
4. Best practices
5. Cultural shifts
6. Results
@jessicamtai
@jessicamtai
Howcanwescale

thegrowingteam?
@jessicamtai
Oursolution:Service-orientedarchitecture(SOA)
NETWORK OF LOOSELY-COUPLED SERVICES
@jessicamtai
Client
API Gateway
Service 1
Service 2 Service 3
Data store Data store
CheckoutpageinSOA
@jessicamtai
Homes service
Reservation service
Review service
Availability service
Messaging service
Business travel service
Cancellation service
Homes demand service
Pricing service
User
service
Checkout page service
Agenda
1. Why migrate
2. Servicedesigntenets
3. Decomposition
4. Best practices
5. Cultural shifts
6. Results
@jessicamtai
Servicesaddressaspecificconcern
@jessicamtai
Eachdatasourceaccessedby
oneread,onewriteAPI @jessicamtai
Scalefortomorrow
@jessicamtai
Buildforproduction
@jessicamtai
Agenda
1. Why migrate
2. Service design tenets
3. Decomposition
4. Best practices
5. Cultural shifts
6. Results
@jessicamtai
Requestlifecycle
Client traffic
Shared
database
Monorail
Data access query
Business logic
Presentation view
V1: MONORAIL
@jessicamtai
Requestlifecycle
Monorail
API traffic
Routing & view
Business logic, model, data 

via services
Client traffic
V2: MONORAIL & SERVICES
@jessicamtai
MIDDLE TIER
Shared business logic
Servicetypes
STRICT FLOW OF DEPENDENCIES
PRESENTATION
Synthesize
DERIVED DATA
Shared context, multiple sources
DATA
Entity read and writes
@jessicamtai
MIDDLE TIER
Shared business logic
PRESENTATION
Synthesize
DERIVED DATA
Shared context, multiple sources
DATA
Entity read and writes
Servicetypes
STRICT FLOW OF DEPENDENCIES
@jessicamtai
MIDDLE TIER
Shared business logic
PRESENTATION
Synthesize
DERIVED DATA
Shared context, multiple sources
DATA
Entity read and writes
Servicetypes
STRICT FLOW OF DEPENDENCIES
@jessicamtai
MIDDLE TIER
Shared business logic
DERIVED DATA
Shared context, multiple sources
DATA
Entity read and writes
PRESENTATION
Synthesize
Servicetypes
STRICT FLOW OF DEPENDENCIES
@jessicamtai
PRESENTATION
Synthesize
MIDDLE TIER
Shared business logic
DERIVED DATA
Shared context, multiple sources
DATA
Entity read and writes
Servicetypes
STRICT FLOW OF DEPENDENCIES
@jessicamtai
Whattomigratefirst?
@jessicamtai
Homes
H O S T E D B Y K I T T Y   ·   A P T O S , C A L I F O R N I A
Mushroom Dome
@jessicamtai
Homes data
service
Shared
database
Monorail
Data access query
Business logic
1.Migratingcoredatamodels
Presentation view
Homes
database
@jessicamtai
Homes data
service
Shared
database
Monorail
Data access query
Business logic
2.Migratingcorebusinesslogic
Presentation view
Homes
database
Pricing derived
data service
Pricing trends
data store
@jessicamtai
Homes data
service
Shared
database
Monorail
Data access query
Business logic
3.Migratingcoreproductviews
Presentation view
Homes
database
Pricing derived
data service
Pricing trends
data store
Checkout
presentation
service
@jessicamtai
Homes data
service
Shared
database
Monorail
Data access query
Business logic
4.Migratingcoreproductwrites
Presentation view
Homes
database
Homes
validation
middle-tier
Pricing derived
data service
Pricing trends
data store
Checkout
presentation
service
@jessicamtai
Requestlifecycle
Monorail
API traffic
Routing & view
Client traffic
V2: MONORAIL & SERVICES
@jessicamtai
Business logic, model, data 

via services
Requestlifecycle
API gateway
Middleware
Session data
service
Authentication
data service
Oauth data
service
Risk derived 

data service
...
Request

context
Presentation, logic, data
V3: SOA & API GATEWAY
Routing
@jessicamtai
Requestlifecycle
API gateway
Middleware
Session data
service
Authentication
data service
Oauth data
service
Risk derived 

data service
...
Request

context
Web rendering
service
HTML viewV3: SOA & API GATEWAY
Routing
@jessicamtai
Presentation, logic, data
Monolith
world
Services
world
TheFutureTM
@jessicamtai
Migration
world
Monolith
world
Services
world
@jessicamtai
Agenda
1. Why migrate
2. Service design tenets
3. Decomposition
4. Bestpractices
5. Cultural shifts
6. Results
@jessicamtai
Frameworks
Auto-generate code
Documentation
Updated upon deployment
Observability
Templates
Standardizeservices&APIs
SCALE WITH CONSISTENCY
@jessicamtai
Migrationcomparisonframework
Monorail
Service
Database
Response A
Response B
Consumer + 

offline
comparison
framework
Offline
queryable
metrics
@jessicamtai
ThriftIDL
API FRAMEWORK
/** Batch request for demo data */
struct LoadSomeDataRequest {
1: optional set<i64> ids
/** Some extra context baz */
2: optional bool fooBar (personal)
}
@jessicamtai
ThriftIDL
API FRAMEWORK
/** id to data response */
struct LoadSomeDataResponse {
1: optional map<i64, SomeData> data
}
@jessicamtai
/** Batch request for demo data */
struct LoadSomeDataRequest {
1: optional set<i64> ids
/** Some extra context baz */
2: optional bool fooBar (personal)
}
ThriftIDL
API FRAMEWORK
@jessicamtai
/** /loadSomeData batch endpoint */

LoadSomeDataResponse loadSomeData


(1: LoadSomeDataRequest request)

throws (1: SomeException exception1)(
ThriftIDL
API FRAMEWORK
@jessicamtai
accept_replay = "true",



rate_limit = “true",
/** /loadSomeData batch endpoint */

LoadSomeDataResponse loadSomeData


(1: LoadSomeDataRequest request)

throws (1: SomeException exception1)(
ThriftIDL
API FRAMEWORK
@jessicamtai
accept_replay = "true",



rate_limit = “true",
slo_error_budget_percent = “0.1”,



slo_success_rate = “99",


slo_success_rate_interval_minutes = "5",

)
/** /loadSomeData batch endpoint */

LoadSomeDataResponse loadSomeData


(1: LoadSomeDataRequest request)

throws (1: SomeException exception1)(
Thrift annotations
@jessicamtai
Block comments 

from .thrift file
@jessicamtai
@jessicamtai
@jessicamtai
Agenda
1. Why migrate
2. Service design tenets
3. Decomposition
4. Best practices
5. Culturalshifts
6. Results
@jessicamtai
2016: 

One small infra team
Airbnb’s SOA progress
@jessicamtai
Productculture:

shipthingsquickly
@jessicamtai
Incrementalmigration
@jessicamtai
Orgchallenges:

servicebuildinginparallel
@jessicamtai
Product
Frontend

Monorail
Infrastructure
Backend
Monorail+services
Volunteer

sysops

on-call
@jessicamtai
@jessicamtai
Product
Frontend

Monorail
Infrastructure
Backend
Monorail+services
Volunteer

sysops

on-call
On-callrotationperteam
SERVICE OWNERSHIP
Checkout
service
Pricing service User service
Product Team Infrastructure Team
@jessicamtai
Agenda
1. Why migrate
2. Service design tenets
3. Decomposition
4. Best practices
5. Cultural shifts
6. Results
@jessicamtai
2016: 

One small infra team
2019: 

Whole engineering org
Airbnb’s SOA progress
@jessicamtai
! Faster build & deploy times
○ Hours (Monorail) to minutes (service)
○ Fewer reverts
! Quicker bug fixes
! Increased developer productivity happiness
Promisinginitialresults
SUCCESS
@jessicamtai
! Lower latency from parallelization
○ Ruby monorail single-threaded
○ Java services multi-threaded
! Search results page 3x faster
! Homes description page 10x faster!
Latencyresults
SUCCESS
@jessicamtai
500+ 67%
Deploys in MonorailEngineers
2016
@jessicamtai
500+ 67%
Deploys in MonorailEngineers
1400+ 3.5%
2016
2019
@jessicamtai
Production traffic via API Gateway
45%
@jessicamtai
450+ 2.4k+
API endpointsServices
IDL
@jessicamtai
ButisSOAbetter?
@jessicamtai
/findHomeListById
/fetchReservations
/loadReviewsForUser
/getAvailability
/createMessage
/setBusinessTravel
/getCancellations
/calculateHomeDemand
/fetchDates
/getUser
Checkout presentation service
HowcanweimproveourAPIs?
@jessicamtai
Home Pricing
Availability
Host&guest
users
Reservation
Checkout presentation service
@jessicamtai
Easyandquicktowrite
@jessicamtai
• Prepare for a long commitment
• Decompose incrementally
• Scale via standardization with frameworks, tools
• Shift development culture
SOAmigration
TAKEAWAYS
@jessicamtai
@JESSICAMTAI
LINKEDIN.COM/IN/JESSICATAI
API DAYS SINGAPORE 2019

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