ceate a scalable cloud architecture

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在雲端支援大流量的 平台架構 John Chang, AWS Solutions Architecture August 2016

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Page 1: Ceate a Scalable Cloud Architecture

在雲端支援大流量的平台架構

John Chang,

AWS Solutions Architecture

August 2016

Page 2: Ceate a Scalable Cloud Architecture

A scalable architecture

• Can support growth in users, traffic, data size

• Without practical limits

• Without a drop in performance

• Seamlessly - just by adding more resources

• Efficiently - in terms of cost per user

Page 3: Ceate a Scalable Cloud Architecture

Sanlih E-Television Uses AWS to Support Online Strategy

Sanlih E-Television is a nationwide cable TV

network delivering some of the most popular TV

channels in Taiwan.

I estimate that we’ve saved

30% by selecting AWS over

other cloud service

providers.

Andy Wang

Chief Information Officer, Sanlih E-Television

“ • Wanted to take advantage of online and streaming

platforms to build on leading position in the market

• Had to ensure IT infrastructure could handle demand

and deliver content

• Began running streaming service, website and mobile

apps on AWS

• Successfully integrated internet and mobile into

channel mix

• Saved time and money due to stability of AWS

platform and competitive pricing of services

Page 4: Ceate a Scalable Cloud Architecture

Day 1 – Dev & private beta

Page 5: Ceate a Scalable Cloud Architecture

Single host

THE server

(e.g. Apache,

MySQL)

Elastic IP

www.example.com

Amazon Route 53

DNS service

Server Image (AMI)

Page 6: Ceate a Scalable Cloud Architecture

Day 2 - Public beta

Page 7: Ceate a Scalable Cloud Architecture

We need a bigger server

• Add larger & faster storage (EBS)

• Use the right instance type

• Easy to change instance sizes

• Not our long term strategy

• Will hit an endpoint eventually

• No fault tolerance

Page 8: Ceate a Scalable Cloud Architecture

Separating web and DB

• More capacity

• Scale each tier individually

• Tailor instance for each tier– Instance type

– Storage

• Security– Security groups

– DB in a private VPC subnet

Page 9: Ceate a Scalable Cloud Architecture

But how do I choose what

DB technology I need?

SQL? NoSQL?

Page 10: Ceate a Scalable Cloud Architecture

Why start with a Relational DB?

• SQL is versatile & feature-rich

• Lots of existing code, tools, knowledge

• Clear patterns to scalability*

• Reality: eventually you will have a polyglot data layer

– There will be workloads where NoSQL is a better fit

– Use the right tool for each workload

* for read-heavy apps

Page 11: Ceate a Scalable Cloud Architecture

Key Insight: Relational Databases are Complex

• Our experience running Amazon.com taught us that

relational databases can be a pain to manage and

operate with high availability

• Poorly managed relational databases are a leading

cause of lost sleep and downtime in the IT world!

• Especially for startups with small teams

Page 12: Ceate a Scalable Cloud Architecture

Relational Databases

MySQL, Aurora, PostgreSQL, Oracle, SQL Server

Fully managed; zero adminAmazon

RDS

Aurora

Page 13: Ceate a Scalable Cloud Architecture

Improving efficiency

Page 14: Ceate a Scalable Cloud Architecture

Offload static content

• Amazon S3: highly available hosting that scales– Static files (JavaScript, CSS, images)

– User uploads

• S3 URLs – serve directly from S3

• Let the web server focus on dynamic content

Page 15: Ceate a Scalable Cloud Architecture

Amazon CloudFront• Worldwide network of edge locations

• Cache on the edge – Reduce latency

– Reduce load on origin servers

– Static and dynamic content

– Even few seconds caching of popular content can have huge impact

• Connection optimizations– Optimize transfer route

– Reuse connections

– Benefits even non cachable content

CloudFront

Page 16: Ceate a Scalable Cloud Architecture

CloudFront for static & dynamic content

Amazon

Route 53

EC2 instance(s)

S3 bucket

Static content

Dynamic content

css/*

js/*

Images/*

Default(*)

CloudFront

distribution

Page 17: Ceate a Scalable Cloud Architecture

Database caching• Faster response from RAM

• Reduce load on database

Application server

1. If data in cache,

return result

2. If not in cache,

read from DBRDS database

Amazon ElastiCache

3. And store

in cache

Page 18: Ceate a Scalable Cloud Architecture

Amazon ElastiCache: in-memory cache

• Simple to Deploy

• Managed– Automatically replaces failed nodes

– Patch management

• Elastic

• Compatible ElastiCache

Page 19: Ceate a Scalable Cloud Architecture

Day 3 – Paying customers

Page 20: Ceate a Scalable Cloud Architecture

High Availability

Availability Zone a

RDS DB

instance

Web

serverS3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Amazon CloudFront

ElastiCache

node 1

Page 21: Ceate a Scalable Cloud Architecture

High Availability

Availability Zone a

RDS DB

instance

Availability Zone b

Web

serverWeb

serverS3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Amazon CloudFront

ElastiCache

node 1

Page 22: Ceate a Scalable Cloud Architecture

High Availability

Availability Zone a

RDS DB

instance

Availability Zone b

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

Web

serverWeb

serverS3 bucket for

static assets

Amazon CloudFront

ElastiCache

node 1

Page 23: Ceate a Scalable Cloud Architecture

Elastic Load Balancing

• Managed Load Balancing Service

• Fault tolerant

• Health Checks

• Distributes traffic across AZs

• Elastic – automatically scales its capacity

Page 24: Ceate a Scalable Cloud Architecture

High Availability

Availability Zone a

RDS DB

instance

Availability Zone b

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

Web

serverWeb

serverS3 bucket for

static assets

ElastiCache

node 1

Amazon CloudFront

Page 25: Ceate a Scalable Cloud Architecture

High Availability

Availability Zone a

RDS DB

instance

Availability Zone b

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

Web

serverWeb

server

RDS DB

standby

S3 bucket for

static assets

ElastiCache

node 1

Amazon CloudFront

Page 26: Ceate a Scalable Cloud Architecture

Data layer HA

Availability Zone a

RDS DB

instance

ElastiCache

node 1

Availability Zone b

S3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

Web

serverWeb

server

RDS DB

standby

Page 27: Ceate a Scalable Cloud Architecture

Data layer HA

Availability Zone a

RDS DB

instance

ElastiCache

node 1

Availability Zone b

S3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

Web

serverWeb

server

RDS DB

standby

ElastiCache

node 2

Page 28: Ceate a Scalable Cloud Architecture

User sessions• Problem: Often stored on local disk

(not shared)

• Quickfix: ELB Session stickiness

• Solution: DynamoDB

Elastic Load

Balancing

Web

serverWeb

server

Logged in Logged out

Page 29: Ceate a Scalable Cloud Architecture

Amazon DynamoDB

• Managed document and key-value store

• Simple to launch and scale

• To millions of IOPS

• Both reads and writes

• Consistent, fast performance

• Durable: perfect for storage of session data

https://github.com/aws/aws-dynamodb-session-tomcat

http://docs.aws.amazon.com/aws-sdk-php/guide/latest/feature-dynamodb-session-handler.html

Page 30: Ceate a Scalable Cloud Architecture

Day 4 – Let’s go!

Page 31: Ceate a Scalable Cloud Architecture

Replace guesswork with elastic IT

Startups pre-AWS

Demand

Unhappy Customers

Waste $$$

Traditional

Capacity

Capacity

Demand

AWS Cloud

Page 32: Ceate a Scalable Cloud Architecture

Scaling the web tier

Availability Zone a

RDS DB

instance

ElastiCache

node 1

Availability Zone b

S3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

Web

serverWeb

server

RDS DB

standby

ElastiCache

node 2

Page 33: Ceate a Scalable Cloud Architecture

Scaling the web tier

Availability Zone a

RDS DB

instance

ElastiCache

node 1

Availability Zone b

S3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

Web

serverWeb

server

RDS DB

standby

ElastiCache

node 2

Web

server

Web

server

Page 34: Ceate a Scalable Cloud Architecture

Scaling the web tier

Availability Zone a

RDS DB

instance

ElastiCache

node 1

Availability Zone b

S3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

Web

serverWeb

server

RDS DB

standby

ElastiCache

node 2

Web

server

Web

server

Page 35: Ceate a Scalable Cloud Architecture

Automatic resizing of compute

clusters based on demand

Feature Details

Control Define minimum and maximum instance pool sizes and when scaling and cool down occurs.

Integrated to Amazon CloudWatch

Use metrics gathered by CloudWatch to drive scaling.

Instance types Run Auto Scaling for on-demand and Spot Instances. Compatible with VPC.

aws autoscaling create-auto-scaling-group

--auto-scaling-group-name MyGroup

--launch-configuration-name MyConfig

--min-size 4

--max-size 200--availability-zones us-west-2c, us-west-2b

Auto Scaling Trigger auto-scaling policy

Amazon

CloudWatch

Page 36: Ceate a Scalable Cloud Architecture
Page 37: Ceate a Scalable Cloud Architecture

Decompose into small,

loosely coupled, stateless

building blocks

Prerequisite

Page 38: Ceate a Scalable Cloud Architecture

What does this mean in practice?

• Only store transient data on local disk

• Needs to persist beyond a single http request?

– Then store it elsewhere

User uploads

User Sessions

Amazon S3

AWS DynamoDB

Application Data

Amazon RDS

Page 39: Ceate a Scalable Cloud Architecture

Having decomposed into

small, loosely coupled,

stateless building blocks

You can now Scale out with ease

Having done that…

Page 40: Ceate a Scalable Cloud Architecture

Having decomposed into

small, loosely coupled,

stateless building blocks

We can also Scale back with ease

Having done that…

Page 41: Ceate a Scalable Cloud Architecture

Take the shortcut

• While this architecture is simple you still need

to deal with: – Configuration details

– Deploying code to multiple instances

– Maintaining multiple environments (Dev, Test, Prod)

– Maintain different versions of the application

• Solution: Use AWS Elastic Beanstalk

Page 42: Ceate a Scalable Cloud Architecture

AWS Elastic Beanstalk (EB)

• Easily deploy, monitor, and scale three-tier web

applications and services.

• Infrastructure provisioned and managed by EB

• You maintain control.

• Preconfigured application containers

• Easily customizable.

• Support for these platforms:

Page 43: Ceate a Scalable Cloud Architecture

Loose coupling with SQS

Tight coupling

• Place tasks into Amazon Simple Queue Service (SQS)• SQS – buffer that protects backend systems• Process asynchronously - at own pace• Remove delay from latency sensitive paths

SQS

Get

Message

Back

End EC2

Instance

Put

Message

Front

End EC2

Instance

Page 44: Ceate a Scalable Cloud Architecture

Day 5 – Add more features

Page 45: Ceate a Scalable Cloud Architecture

Mobile

Push

NotificationsMobile

AnalyticsCognito

Cognito

Sync

Analytics

KinesisData

PipelineRedShift EMR

Your Applications

AWS Global Infrastructure

Network

VPCDirect

ConnectRoute 53

Storage

EBS S3 Glacier CloudFront

Database

DynamoDBRDS ElastiCache

Deployment & Management

Elastic

BeanstalkOpsWorks

Cloud

Formation

Code

Deploy

Code

Pipeline

Code

Commit

Security & Administration

CloudWatch ConfigCloud

TrailIAM Directory KMS

Application

SQS SWFApp

Stream

Elastic

TranscoderSES

Cloud

Search

SNS

Enterprise Applications

WorkSpaces WorkMail WorkDocs

Compute

EC2 ELBAuto

ScalingLambdaECS

Page 46: Ceate a Scalable Cloud Architecture

AWS building blocks

Inherently Scalable & Highly Available Scalable & Highly Available

Elastic Load Balancing

Amazon CloudFront

Amazon Route53

Amazon S3

Amazon SQS

Amazon SES

Amazon CloudSearch

AWS Lambda

Amazon DynamoDB

Amazon Redshift

Amazon RDS

Amazon Elasticache

Amazon EC2

Amazon VPC

Automated Configurable With the right architecture

Page 47: Ceate a Scalable Cloud Architecture

Stay focused as you scale your team

AWSCloud-Based

Infrastructure

YourBusiness

More Time to Focus onYour Business

Configuring Your Cloud Assets

70%

30%70%

On-PremiseInfrastructure

30%

Managing All of the “Undifferentiated Heavy Lifting”

Page 48: Ceate a Scalable Cloud Architecture

Day 6 – Growing fast

Page 49: Ceate a Scalable Cloud Architecture

Scaling Relational DBs

• Increase RDS instance specs– Larger instance type

– More storage / more PIOPS

• Read Replicas (Master – Slave)– Scale out beyond capacity of single DB instance

– Available in Amazon RDS for MySQL, PostgreSQL and Amazon Aurora

– Writes => master

– Replication lag

– Reads with tolerance to stale data => read replica (slave)

– Reads with strong consistency requirements => master

Page 50: Ceate a Scalable Cloud Architecture

Scaling the DB

Web

server

Web

server

Web

server

Web

server

Availability Zone a

RDS DB

instance

ElastiCache

node 1

Availability Zone b

S3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

RDS DB

standby

ElastiCache

node 2

Page 51: Ceate a Scalable Cloud Architecture

Scaling the DB

Web

server

Web

server

Web

server

Web

server

Availability Zone a

RDS DB

instance

ElastiCache

node 1

Availability Zone b

S3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

RDS DB

standby

ElastiCache

node 2 RDS read

replica

Page 52: Ceate a Scalable Cloud Architecture

Scaling the DB

Web

server

Web

server

Web

server

Web

server

Availability Zone a

RDS DB

instance

ElastiCache

node 1

Availability Zone b

S3 bucket for

static assets

www.example.com

Amazon Route 53

DNS service

Elastic Load

Balancing

RDS DB

standby

ElastiCache

node 2 RDS read

replicaRDS read

replica

Page 53: Ceate a Scalable Cloud Architecture

What if your app is write-heavy?

Challenge: You will eventually hit the write throughput or

storage limit of the master node

Solutions:

• Federation (splitting into multiple DBs based on function)

• Sharding (splitting one data set across multiple hosts)

Page 54: Ceate a Scalable Cloud Architecture

Database federation• Divide tables into smaller

autonomous databases

• Harder to do cross-function

queries

• Won’t help with single huge

functions/tables

Forums DB

Users DB

Products

DB

Page 55: Ceate a Scalable Cloud Architecture

Sharded horizontal scaling

• Store subset of rows into

each database shard

• More complex at the

application layer

• No practical limit on

scalability

• Operation complexity

User ShardID

002345 A

002346 B

002347 C

002348 B

002349 A

Shard C

Shard B

Shard A

Page 56: Ceate a Scalable Cloud Architecture

NoSQL data stores

• Trade query & integrity features of Relational DBs for

– More flexible data model

– Horizontal scalability & predictable performance

DynamoDB

Provisioned read/write performance per table

Page 57: Ceate a Scalable Cloud Architecture

Massive and Seamless Scale

• Distributed system that can scale both reads and writes

– Sharding + Replicas

• Automatic partitioning:

– Data set size growth

– Provisioned capacity increases table

Page 58: Ceate a Scalable Cloud Architecture

Summary

Page 59: Ceate a Scalable Cloud Architecture

Amazon Route 53

DNS serviceNo limit

Availability Zone a

RDS DB

instance

ElastiCache

node 2

Availability Zone b

S3 bucket for

static assets

www.example.com

Elastic Load

Balancing

RDS DB

standby ElastiCache

node 3

RDS read

replicaRDS read

replica

DynamoDB

RDS read

replicaElastiCache

node 4

RDS read

replicaElastiCache

node 1

CloudSearchLambdaSES SQS

Page 60: Ceate a Scalable Cloud Architecture

A quick review• Keep it simple and stateless

• Make use of managed self-scaling services

• Multi-AZ and AutoScale your EC2 infrastructure

• Use the right DB for each workload

• Cache data at multiple levels

• Simplify operations with deployment tools

Page 61: Ceate a Scalable Cloud Architecture

Next steps?READ!

• aws.amazon.com/documentation

• aws.amazon.com/architecture

ASK FOR HELP!

• forums.aws.amazon.com

• aws.amazon.com/support

Page 62: Ceate a Scalable Cloud Architecture

Q&A