decomposing applications for scalability and deployability - javazone2012

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Today, there are several trends that are forcing application architectures to evolve. Users expect a rich, interactive and dynamic user experience on a wide variety of clients including mobile devices. Applications must be highly scalable, highly available and run on cloud environments. Organizations often want to frequently roll out updates, even multiple times a day. Consequently, it’s no longer adequate to develop simple, monolithic web applications that serve up HTML to desktop browsers. In this talk we describe the limitations of a monolithic architecture. You will learn how to use the scale cube to decompose your application into a set of narrowly focused, independently deployable back-end services and an HTML 5 client. We will also discuss the role of technologies such as NodeJS and AMQP brokers. You will learn how a modern PaaS such as Cloud Foundry simplifies the development and deployment of this style of application. See the video here: http://vimeo.com/49392435

TRANSCRIPT

Decomposing applications for deployability and scalability

Chris Richardson

Author of POJOs in ActionFounder of the original CloudFoundry.com

@crichardsoncrichardson@vmware.comhttp://plainoldobjects.com/

1

Presentation goal

2

How decomposing applications improves

deployability and scalability and

How Cloud Foundry helps

About Chris

3

(About Chris)

4

About Chris()

5

About Chris

6

About Chris

http://www.theregister.co.uk/2009/08/19/springsource_cloud_foundry/

7

vmc push About-Chris

8

Developer Advocate for CloudFoundry.com

Signup at http://cloudfoundry.compromo code: JavaZone2012

9

Agenda§The (sometimes evil) monolith§Decomposing applications into services§How do services communicate?§Presentation layer design§How Cloud Foundry helps

Let’s imagine you are building an e-commerce application

10

Tomcat

Traditional web application architecture

11

Browser

WAR

MySQL Database

ShippingService

AccountingService

InventoryService

StoreFrontUI

developtestdeploy

Simple to

Apache

scale

But there are problems with a monolithic architecture

12

Users expect a rich, dynamic and interactive experience

13

Java Web Application

Browser

HTTP Request

HTML/Javascript

Old style UI architecture isn’t good enough

Real-time web ≅ NodeJS

Obstacle to frequent deployments§Need to redeploy everything to change one component§Interrupts long running background (e.g. Quartz) jobs§Increases risk of failure

Fear of change

§Updates will happen less often§e.g. Makes A/B testing UI really difficult

14

Overloads your IDE and container

15Slows down development

16

Shipping team

Accounting team

Engineering

Obstacle to scaling development

E-commerce application

17

WAR

Shipping

Accounting

InventoryService

StoreFrontUI

Shipping team

Accounting team

Inventory team

UI team

Obstacle to scaling development

18

Lots of coordination and communication required

Obstacle to scaling development

19

Requires long-term commitment to a technology

stack

20

Agenda§The (sometimes evil) monolith§Decomposing applications into services§How do services communicate?§Presentation layer design§How Cloud Foundry helps

21

The scale cube

22

X axis - horizontal duplication

Z axis

- data

parti

tionin

g

Y axis - functionaldecomposition

Scale

by sp

litting

simila

r

thing

s

Scale by splitting different things

Y-axis scaling - application level

23

WAR

ShippingService

AccountingService

InventoryService

StoreFrontUI

Y-axis scaling - application level

24

Store front web application

shipping web application

inventory web application

Apply X axis cloning and/or Z axis partitioning to each service

ShippingService

AccountingService

InventoryServiceStoreFrontUI

accounting web application

Partitioning strategies§Partition by verb, e.g. shipping service§Partition by noun, e.g. inventory service§Single Responsibility Principle§Unix utilities - do one focussed thing well

25

Something of an art

Real world examples

26

http://highscalability.com/amazon-architecture

Between 100-150 services are accessed to build a page.

http://techblog.netflix.com/

http://www.addsimplicity.com/downloads/eBaySDForum2006-11-29.pdf

http://queue.acm.org/detail.cfm?id=1394128

There are drawbacks

27

Complexity

28

See Steve Yegge’s Google Platforms Rant re Amazon.com

Multiple databases =

Transaction management challenges

29

When to use it?

30

In the beginning: •You don’t need it •It will slow you down

Later on:•You need it•Refactoring is painful

But there are many benefits§Scales development: develop, deploy and scale each service independently§Update UI independently§Improves fault isolation§Eliminates long-term commitment to a single technology stack

31

Modular, polyglot, multi-framework applications

Two levels of architecture

32

System-level

ServicesInter-service glue: interfaces and communication mechanismsSlow changing

Service-level

Internal architecture of each serviceEach service could use a different technology stackPick the best tool for the jobRapidly evolving

If services are small...§Regularly rewrite using a better technology stack§Adapt system to changing requirements and better technology without a total rewrite§Pick the best developers rather than best <pick a language> developers ⇒ polyglot culture

33

Fred George “Developer Anarchy”

The human body as a system

34

50 to 70 billion of your cells die each day

35

Yet you (the system) remain you

36

Can we build software systems with these characteristics?

37

http://dreamsongs.com/Files/WhitherSoftware.pdf

http://dreamsongs.com/Files/DesignBeyondHumanAbilitiesSimp.pdf

38

Agenda§The (sometimes evil) monolith§Decomposing applications into services§How do services communicate?§Presentation layer design§How Cloud Foundry helps

Inter-service communication options§Synchronous HTTP ⇔ asynchronous AMQP

§Formats: JSON, XML, Protocol Buffers, Thrift, ...

§Even via the database

39

Asynchronous is preferred

JSON is fashionable but binary format is more efficient

StoreFrontUI

wgrus-store.war

AccountingService

wgrus-billing.war

InventoryService

wgrus-inventory.war

ShippingService

wgrus-shipping.war

MySQL

40

RabbitMQ(Message Broker)

Asynchronous message-based communication

Benefits§Decouples caller from server§Caller unaware of server’s coordinates (URL)§Message broker buffers message when server is down/slow

41

Drawbacks§Additional complexity of message broker §RPC using messaging is more complex

42

Writing code that calls services

43

The need for parallelism

44

Service A

Service B

Service C

Service D

b = serviceB()

c = serviceC()

d = serviceD(b, c)

Call in parallel

Java Futures are a great concurrency abstraction

45

http://en.wikipedia.org/wiki/Futures_and_promises

Akka’s composable futures are even better

46

Using Akka futures

47

def callB() : Future[...] = ...def callC() : Future[...] = ...def callD() : Future[...] = ...

val future = for { (b, c) <- callB() zip callC(); d <- callD(b, c) } yield d

val result = Await.result(future, 1 second)

http://doc.akka.io/docs/akka/2.0.1/scala/futures.html

Two calls execute in parallel

And then invokes D

Get the result of D

Spring Integration§Provides the building blocks for a pipes and filters architecture§Enables development of application components that are•loosely coupled•insulated from messaging infrastructure

§Messaging defined declaratively

48

Handling failure

49

Service A Service B

Errors happen in distributed systems

About Netflix

50

> 1B API calls/day1 API call ⇒ average 6 service calls

Fault tolerance is essential

http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html

Use timeouts and retries

51

Never wait forever

Errors can be transient ⇒ retry

http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html

Service A

Service B

Use per-dependency bounded thread pool

52http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html

Runnable 1

Runnable 2

Runnable ...

bounded queue

Task 1

Task 2

Task ...

bounded thread pool

Limits number of outstanding requests

Fails fast if service is slow or down

Use a circuit breakerHigh error rate ⇒ stop calling temporarily

Down ⇒ wait for it to come back up

Slow ⇒ gives it a chance to recover

53http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html

On failureReturn cached data

Return default data

Fail fast

54http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html

AvoidFailing

55

Agenda§The (sometimes evil) monolith§Decomposing applications into services§How do services communicate?§Presentation layer design§How Cloud Foundry helps

Modular application

Choice of presentation layer technology

56

NodeJS is the fashionable technology

57

Why NodeJS?

58

§Familiar Javascript

§High-performance, scalable event-driven, non-blocking I/O model

§Over 13,000 modules developed by the community

§Many JavaScript client frameworks have a NodeJS counterpart, e.g. socket.io

NodeJS example

59

var http = require('http');var fs = require("fs");

http.createServer(function (req, res) { fs.readFile('somefile.txt', function (err, data) { if (err) throw err; res.writeHead(200, {'Content-Type': 'text/plain'}); res.end(data); });}).listen(1337, '127.0.0.1');

console.log('Server running at http://127.0.0.1:1337/');

Handle HTTP

request

Handle file read

NodeJS isn’t the only game in town

60

JVM-based http://vertx.io/

A modern web application

61

Browser

Service 1

Service 2

...

HTML 5Application

Socket.ioclient

Events

RESTful WS

Server Application

Socket.ioserver

Node JS

NodeJS - using RESTful WS and AMQP

62

Node JS

Service

RabbitMQ Service

REST

AMQP AMQP

RESTRequests

Events

socket.io

63

Agenda§The (sometimes evil) monolith§Decomposing applications into services§How do services communicate?§Presentation layer design§How Cloud Foundry helps

Traditional tools: monolithic applications

64

Developing modular apps is more difficult

§Many more moving parts to manage•Platform services: SQL, NoSQL, RabbitMQ•Application services: your code§Who is going to setup the environments:•the developer sandbox?•...•QA environments?

65

But Cloud Foundry helps...

Applica'on  Service  Interface

Data Services

Other Services

Msg Services

Easy polyglot application deployment and service provisioning

vFabric Postgres

vFabric RabbitMQTM

Additional partners services …

OSS community

Private  Clouds  

PublicClouds

MicroClouds

Creating a platform service instance

$ vmc create-service mysql --name mysql1Creating Service: OK

$ vmc services......

=========== Provisioned Services ============

+-------------+---------+| Name | Service |+-------------+---------+| mysql1 | mysql |+-------------+---------+

Multi-application manifest - part 1--- applications: inventory/target: name: inventory url: cer-inventory.chrisr.cloudfoundry.me framework: name: spring info: mem: 512M description: Java SpringSource Spring Application exec: mem: 512M instances: 1 services: si-rabbit: type: :rabbitmq si-mongo: type: :mongodb si-redis: type: :redis

68

Path to application

Required platform services

Multi-application manifest - part 2 store/target: name: store url: cer-store.chrisr.cloudfoundry.me framework: name: spring info: mem: 512M description: Java SpringSource Spring Application exec: mem: 512M instances: 1 services: si-mongo: type: :mongodb si-rabbit: type: :rabbitmq

69

Path to application

Required platform services

One command to create platform services and deploy application

$ vmc push Would you like to deploy from the current directory? [Yn]: Pushing application 'inventory'...Creating Application: OKCreating Service [si-rabbit]: OKBinding Service [si-rabbit]: OKCreating Service [si-mongo]: OKBinding Service [si-mongo]: OKCreating Service [si-redis]: OKBinding Service [si-redis]: OKUploading Application: Checking for available resources: OK Processing resources: OK Packing application: OK Uploading (12K): OK Push Status: OKStaging Application 'inventory': OK Starting Application 'inventory': OK Pushing application 'store'...Creating Application: OKBinding Service [si-mongo]: OKBinding Service [si-rabbit]: OKUploading Application: Checking for available resources: OK Processing resources: OK Packing application: OK 70

vmc push:•Reads the manifest file•Creates the required platform services•Deploys all the applications

Micro Cloud Foundry: new developer sandbox

71

Open source Platform as a Service project

App Instances Services

10.04

A PaaS packaged as a VMware Virtual Machine

Use as a developer sandbox• Use the services from Junit integration tests• Deploy your application for functional testing• Remote debugging from STS

Using Caldecott to tunnel into your services

72

Caldecott = TCP over HTTP

73

Your computer

Caldecott gem

Cloud Foundry

Caldecott application Service

HTTPnative

protocol

Port NNN

Service client

nativeprotocol

Using Caldecott…$ vmc tunnel1: mysql-135e02: mysql1Which service to tunnel to?: 2Password: ********Stopping Application: OKRedeploying tunnel application 'caldecott'.Uploading Application: Checking for available resources: OK Packing application: OK Uploading (1K): OK Push Status: OKBinding Service [mysql1]: OKStaging Application: OK Starting Application: OK Getting tunnel connection info: OK

Service connection info: username : uMe6Apgw00AhS password : pKcD76PcZR7GZ name : d7cb8afb52f084f3d9bdc269e7d99ab50

Starting tunnel to mysql1 on port 10000.1: none2: mysqlWhich client would you like to start?: 2

…Using CaldecottLaunching 'mysql --protocol=TCP --host=localhost --port=10000 --

user=uMe6Apgw00AhS --password=pKcD76PcZR7GZ d7cb8afb52f084f3d9bdc269e7d99ab50'

Welcome to the MySQL monitor. Commands end with ; or \g.Your MySQL connection id is 10944342Server version: 5.1.54-rel12.5 Percona Server with XtraDB (GPL),

Release 12.5, Revision 188

Copyright (c) 2000, 2011, Oracle and/or its affiliates. All rights reserved.

Oracle is a registered trademark of Oracle Corporation and/or itsaffiliates. Other names may be trademarks of their respectiveowners.

Type 'help;' or '\h' for help. Type '\c' to clear the current input statement.

mysql>

Running JUnit test with Caldecott

76

Configure your test code to use port + connection info

Summary

77

Monolithic applications are simple to develop and deploy

BUT have significant drawbacks

78

Apply the scale cube

79

X axis - horizontal duplicationZ ax

is - d

ata pa

rtitio

ning

Y axis - functionaldecomposition

§Modular, polyglot, and scalable applications§Services developed, deployed and scaled independently

Cloud  Provide

r  Interface

Applica'on  Service  Interface

Private  Clouds  

PublicClouds

MicroClouds

Data Services

Other Services

Msg Services

.js

Cloud Foundry helps...

Questions?

@crichardson crichardson@vmware.comhttp://slideshare.net/chris.e.richardson/

www.cloudfoundry.com promo code: JavaZone2012

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