게임을 위한 아마존웹서비스(AWS) AWS 클라우드 서비스는 Gaming Life Cycle 을 도울 수 있는 다양한 서비스가 포함되어 있습니다. AWS 에서 게임 고객 분들에게 더 나은 솔루션을 제공하며, 글로벌 인프라스트럭처, 게임 분석, 관리형 백엔드 서비스와 인공지능 서비스 등 AWS와 게임 비지니스를 같이 하는 가치와 이유를 전체적으로 알아봅니다.

1. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
김일호
Solutions Architect Manager
게임을 위한 AWS

2. • Agenda
• Global footprint
• Common multiplayer architectures
• DIY on AWS
• GameLift
• GameSparks
• AI/ML adoption to games
• Alexa skills (voice-first games..)

3. Launch your game global

4. Anti cheat
Perform complex simulation on server
Run larger game sessions – Great for
battle royal style games
Improved latency – Put servers closer to
players
Customer can avoid NAT punch
as is required for P2P set ups.
Why use the cloud for multiplayer games?

5. 18 Regions – 55 Availability Zones – 132 Edge Locations
Region & Number of Availability Zones
AWS GovCloud (3) EU
Ireland (3), Frankfurt
(3), London (3), Paris
(3)
US West Asia Pacific
Oregon (3), Northern
California (3)
Singapore (3),
Sydney (3), Tokyo (4),
Seoul (2), Mumbai
(2), Osaka-Local (1)
US East
N. Virginia (6), Ohio
(3)
China
Beijing (2)
Ningxia (3)
Canada
Central (2) South America
São Paulo (3)
Announced Regions
Bahrain, Hong Kong SAR, Sweden
Global reach

6. Integrated
Networking
Rules Engine
Device Shadows
Device SDKs
Device Gateway
Registry
Local Compute
Machine Learning
Conversational
Interface
Virtual Desktops
App Streaming
Schema
Conversion
Image Recognition
Sharing &
Collaboration
Exabyte-Scale
Data Migration
Text to Speech Corporate Email
Application
Migration
Database
Migration
Regions
Availability Zones
Points of
Presence
Data Warehousing
Business Intelligence
Elasticsearch
Hadoop/Spark
Data Pipelines
Streaming Data
Collection
ETL
Streaming Data
Analysis
Interactive SQL
Queries
Queuing & Notifications
Workflow
Email
Transcoding
Deep Learning
Frameworks
Server
Migration
Communications
Business Apps
Business
Intelligence
DevOps Tools Security Networking StorageDatabases
API Gateway
Single Integrated
Console
Identity
Sync
Mobile Analytics
Mobile App
Testing
Targeted Push
Notifications
One-click App
Deployment
DevOps Resource
Management
Application Lifecycle
Management
Containers
Triggers
Resource Templates
Build and Test
Analyze and Debug
Compute
VMs, Auto-
scaling, Load
Balancing,
Containers,
Virtual Private
Servers, Batch
Computing,
Cloud Functions,
Elastic GPUs,
Edge Computing
Storage
Object, Blocks,
File, Archivals,
Import/Export,
Exabyte-scale data
transfer
CDN
Databases
Relational,
NoSQL,
Caching,
Migration,
PostgreSQL
compatible
Networking
VPC, DX, DNS
Identity
Management
Key Management
& Storage
Monitoring
& Logs
Configuration
Compliance
Web Application
Firewall
Assessment
& Reporting
Resource &
Usage Auditing
Access Control
Account
Grouping
DDOS Protection
Support Professional
Services
Optimization
Guidance
Partner
Ecosystem
Training &
Certification Solutions Management
Account
Management Security & Billing Reports
Personalized
Dashboard
TECHNICAL & BUSINESS SUPPORT
MARKETPLACE
Monitoring
Manage
Resources
Data Integration
Integrated Identity &
Access
Integrated Resource &
Deployment
Management
Integrated Devices
& Edge Systems
Resource
Templates
Configuration
Tracking
Server
Management
Service
Catalogue
Search
HYBRID ARCHITECTUREANALYTICS MOBILE SERVICESDEV/OPS IoT AI ENTERPRISE APPS MIGRATION
APP SERVICES
INFRASTRUCTURE CORE SERVICES SECURITY & COMPLIANCE MANAGEMENT TOOLS
Most robust, fully featured technology infrastructure platform

7. Region
Ensuring High Availability
The AWS Cloud infrastructure:
• A Region is a physical location in the world where we have
multiple Availability Zones
• Availability Zones consist of one or more discrete data centers,
each with redundant power, networking, and connectivity, housed
in separate facilities. Applications and Data are replicated in real
time and consistent in the different AZs
1
N
2 1
N
2
1
N
2
Low-latency
ensures real data
replication
Distance
ensures high
availability
1
N
2
1
N
2 1
N
2
1
N
2
1
N
2
1
N
2 1
N
2
1
N
2 1
N
2
1
N
2 1
N
2
1
N
2 1
N
2
1
N
2 1
N
2
1
N
2 1
N
2
1
N
2 1
N
2
1
N
2 1
N
2
1
N
2
1
N
2 1
N
2
1
N
2
1
N
2 1
N
2
1
N
2
1
N
2 1
N
2
1
N
2
1
N
2 1
N
2
1
N
2
1
N
2 1
N
2
1
N
2
1
N
2 1
N
2
1
N
2
AWS Regions (18)
Local Regions (1)
AZs (55)
1
N
2 1
N
2
1
N
2
1
N
2
N. Virginia
Ohio
N. California
Oregon
Mumbai
Seoul
Singapore
Sydney
Canada
Beijing
Frankfurt
IrelandLondonSão Paulo
GovCloud (US-West)
1
N
2 1
N
2
Ningxia
1
N
2 1
N
2
1
N
2
Paris
1
N
2
1
N
2
Osaka
1
N
2
Tokyo
1
N
2
1
N
2
1
N
2

8. Infrastruture as a “any” code
$ aws ec2 run-instances --image-id ami-1a2b3c4d --count 10 --
instance-type m5.xlarge

9. Common multiplayer architecture on AWS

10. Session based – Server
Authoritative
Turn based & Lightweight
real-time
Amazon GameLift Amazon GameSparks
MMOs/Persistent worlds
Amazon Web
Services
Common multiplayer use cases

11. Global Game Servers

12. Session based – Server
Authoritative
Turn based & Lightweight
real-time
Amazon GameLift Amazon GameSparks
MMOs/Persistent worlds
Amazon Web
Services
Common multiplayer use cases

13. Amazon GameLift
Dedication makes all the difference. Get best in-class
dedicated game server hosting with Amazon GameLift.

14. I’m a fan of FPS games
My favorite
weapon,
Railgun

16. Amazon Gamelift – Service Components
Builds
FlexMatchFleets
Aliases Clients
Queues

17. Amazon Gamelift – Service Components
Automatically scale server capacity with player traffic.
Be prepared for unexpected spikes in player traffic, but stop
paying for idle server capacity when there’s low player traffic.

18. Amazon Gamelift – Service Components
Flexible Matchmaking
Use your own matchmaking service or our customizable
solution, FlexMatch, to create competitive matches based on
rules you define.

19. Amazon Gamelift – Service Components
No downtime for updates
Keep servers live and players playing 24/7 by using Amazon
GameLift, even when releasing updates or new content.

20. Amazon Gamelift – Service Components
Support Cross-Platform Play
Connect your community across devices and broaden your
pool of players for potential matches.

21. Amazon Gamelift – Service Components
Works with your existing engine and workflows
Whether you use a AAA engine like Unity, Unreal, Lumberyard
or a homegrown C++ solution, the Amazon GameLift SDK
easily integrates to get your servers up and running in the
cloud.

22. Multi Availability Zone Topology

23. Flexible Matchmaking and DDoS Protection

25. Latency policy + Cross-platform matchmaking
Fleet (Virginia)
Fleet (Frankfurt)
Fleet (Singapore)
Queue
43
m
s
20
ms
87
ms
Console
Mobile
Amazon GameLift
FlexMatch
Common
Matchmaking
RuleSet
Game
Service
Hybrid
PC

26. 3 1

27. Session based – Server
Authoritative
Turn based & Lightweight
real-time
Amazon GameLift Amazon GameSparks
Common multiplayer use cases
Types of games often played online:
MMOs/Persistent worlds
Amazon Web
Services

28. B U I L D C U S T O M I Z E
A N A L Y Z E O P T I M I Z E
Reduce money, time and talent to build
game backend features that engage players.
Use custom code to bend, combine, extend
or even create your own backend features.
Use insights to execute Live Operations that increase
player engagement, retention and monetization rates.
Segment players and analyse their behaviour.
Test game configuration before pushing live.

29. Features
Configure Build
Social &
Multiplayer
Meta-game &
Economy
Customization
Registration & Authentication
Player Profiles
Leaderboards
Challenges
Turn-based Multiplayer
Real-time Multiplayer
Matchmaking
Friends & Teams
Real-time Chat
Leagues, Guilds & Parties
Virtual Goods
Currencies
Achievements & Rewards
Player Entitlements
Player Skill & Experience
Store Integrations
Transactions
Receipt Validation
Segmentation
Events
Custom API Calls
Cloud Code
Database Collections
Test Harness
In-line Debugging
Versioning & Source Control
Access Control
Form Builder
Custom Reports
Live Game
Operations
Integrations &
Compatibility
Managed
Services
Analytics
Experiments
AB Testing
Segmentation
Player Management
Messaging & Notifications
Dynamic Game Configuration
Custom Screens & Workflow
Dashboards
Roles & Permissions
Twitch
Social e.g. Facebook
WeChat
Steam
PS4, Xbox & Switch
Payment Gateways
Unity, Unreal, Lumberyard
Other 3rd Party Game Engines
Multi-region Support
24 x 7 Monitoring
Optimized Real-time Clusters
Dedicated Environments
In-line Debugging
Premium Support & SLA
Source control e.g. GitHub
Run

30. Turn based or lightweight real-time g a me s
MULTIPLAYER IN GAMESPARKS
H o s t s e r v e r m o d e l i n t h e
c l o u d
O p t i m i s e d f o r q u i c k u p d a t e s
t o p l a y e r a n d g a m e d a t a
E x e c u t e c u s t o m c o d e f o r
c h e a t d e t e c t i o n o r d a t a
f u n c t i o n s
L o w l a t e n c y s o c k e t s e r v e r
s u p p o r t i n g h i g h t h r o u g h p u t
a n d l o w t r a n s m i s s i o n s i z e s
S D K s t o s u p p o r t m o s t m a j o r
g a m e e n g i n e s

31. Turn based or lightweight real-time g a me s
MULTIPLAYER IN GAMESPARKS
Cheat detection
Data
updates/requests
Realtime/Turn based
C l o u d - C o d e
Client
updates
Player 1
P l a y e r
2
Player 3

32. Gaming Analytics

33. Analytics & Big Data -Successes

34. Data Lake on AWS
Central Storage
Secure, Cost Effective
Storage in S3
S3
Catalog & Search
Access & Search Metadata
DynamoDB Amazon ES
Access & User Interface
Give your users easy & secure access
API Gateway IAM Cognito
Protect & Secure
Use entitlements to ensure data is secure and users identities are verified
Security Token
Service
Cloudwatch Cloudtrail KMS
Athena Quicksight EMR Redshift
Processing & Analytics
Use predictive and prescriptive
analytics to gain better understanding
Firehose Direct Connect Snowball DMS
Data Ingestion
Get your data into S3
quickly and securely

35. Analytics: Heatmaps
Note: pubgfq.com

36. Let’s think Big !

37. Machine Learning on AWS
Application Developers
Amazon Machine Learning
Amazon Polly
Amazon Lex
Natural Language Understanding (NLU)
& Automatic Speech Recognition (ASR)
Amazon Rekognition
Image and Video Recognition & Analysis
Text-to-Speech
Managed Machine Learning
Amazon SageMaker
Fully managed end-to-end machine learning
service
Amazon Transcribe
Automatic speech recognition (ASR)
Amazon Translate
Neural machine translation service
Amazon Comprehend
Discover insights and relationships in text

38. $ aws polly synthesize-speech --text "But, you're prepared for
it, right?" --output-format "mp3" --voice-id "Ivy" quest1-3.mp3
--region us-east-1
English/Female Korean/Female
Amazon Polly
Text-to-Speech
Adding voice feature

39. Face comparision or search
SearchFaceby
Image Collection
Nearest neighbor
search
Face ID
Amazon Rekognition
Image and Video Recognition & Analysis
Adding Architecture…

40. Chatting w/ auto-translate
#!/usr/bin/python
# -*- coding: utf-8 -*-
import boto3
translate = boto3.client("translate")
translate = boto3.client(service_name='translate',
region_name='us-east-1', use_ssl=True)
resp = translate.translate_text(
Text="Je suis très excité pour Amazon Traduire",
SourceLanguageCode="auto",
TargetLanguageCode="en"
)
print(resp['TranslatedText'])
Amazon Translate
Neural machine translation service

41. Sentimental analytics - CS
Analyze customers’ complaints and review to understand sentiment
of game users

42. Sentimental analytics example

43. Sentimental analytics example

44. Alexa skills game integration

45. Thank you