Decomposing applications for          deployability and scalabilityChris Richardson,Author of POJOs in Action, Founder of ...
Presentation goal  How decomposing applications    improves deployability and            scalability               and    ...
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/                                      ...
vmc push About-Chris     Developer Advocate Signup at http://cloudfoundry.com                                     8
AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation laye...
Let’s imagine you are building an e-commerce application                                 10
Traditional web application architecture                               WAR                                      StoreFront...
But there are problems with a   monolithic architecture                                12
Users expect a rich, dynamicand interactive experience                                                                    ...
Intimidates developers                         14
Obstacle to frequent deployments Need to redeploy everything to change one component Interrupts long running background ...
Overloads your IDE and container     Slows down development    16
Obstacle to scaling development       Accounting team                         E-commerce         Engineering              ...
Obstacle to scaling development                         WAR           UI team              StoreFrontUI       Accounting t...
Obstacle to scaling development  UI team                        Accounting team            Lots of coordination and       ...
Requires long-term commitment to a technology stack                     20
AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation laye...
22
The scale cube   Y axis -   functional   decomposition                                                                    ...
Y-axis scaling - application level                  WAR                         StoreFrontUI                          Acco...
Y-axis scaling - application level                                                          accounting web application    ...
Partitioning strategiesPartition by verb, e.g. shipping servicePartition by noun, e.g. inventory serviceSingle Responsi...
Real world examples             http://techblog.netflix.com/              Between 100-150 services are accessed to build a ...
There are drawbacks                      28
ComplexitySee Steve Yegge’s Google Platforms Rant re                Amazon.com                                            ...
Multiple databases            =Transaction management       challenges                         30
When to use it?  In the beginning: •You don’t need it •It will slow you down                           Later on:          ...
But there are many benefitsScales development: develop, deploy and scale each service independentlyUpdate UI independent...
Two levels of architecture                                         System-levelServicesInter-service glue: interfaces and ...
If services are small...Regularly rewrite using a better technology stackAdapt system to changing requirements and bette...
The human body as a system                             35
50 to 70 billion of your cells die each day                                              36
Yet you (the system) remain you                                  37
Can we build software systems with      these characteristics?                http://dreamsongs.com/Files/                ...
AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation laye...
Inter-service communication optionsSynchronous HTTP        asynchronous AMQPFormats: JSON, XML, Protocol Buffers, Thrift...
Asynchronous message-based communication                                       wgrus-billing.war                          ...
BenefitsDecouples caller from serverCaller unaware of server’s coordinates (URL)Message broker buffers message when ser...
DrawbacksAdditional complexity of message brokerRPC using messaging is more complex                                     ...
Writing code that calls services                               44
The need for parallelism                                     Service B                  b = serviceB()                    ...
Java Futures are a great      concurrency abstractionhttp://en.wikipedia.org/wiki/Futures_and_promises                    ...
Using Java Futurespublic class Client {    private ExecutorService executorService;    private RemoteServiceProxy remoteSe...
Akka’s composable futures are         even better                                48
Composable Futuresval f1 = Future {                           ... ; 1 }val f2 = Future {                           ... ; 2...
Using Akka futures def callB() : Future[...] = ... def callC() : Future[...] = ... def callD() : Future[...] = ...        ...
Spring IntegrationProvides the building blocks for a pipes and filters architectureEnables development of application co...
Handling failure     Service A                            Service B                     Errors happen                 in d...
About Netflix               > 1B API calls/day      1 API call average 6 service calls          Fault tolerance is essenti...
How to run out of threadsHTTP Request                        X                  Thread 1                        X         ...
Use timeouts and retries             Never wait forever       Errors can be transient                              retry  ...
Use per-dependency bounded thread poolService A    Runnable 1                 Task 1     Runnable 2                Task 2 ...
Use a circuit breaker     High error rate   stop calling temporarily        Down     wait for it to come back up       Slo...
On failure              Return cached data    Avoid    Failing              Return default data                   Fail fas...
Aspects + Actors                        Dependency          Caller          Invoker                          Aspect       ...
@DependencyProxy annotationtrait RestaurantService {    def findNearbyRestaurants(location: Location) :                   ...
Aspect-based Async Execution@Aspectclass DependencyInvokingAspect {    @Pointcut("execution(* (@DependencyProxy *).*(..))"...
Seehttps://github.com/cer/votemeeteat  for the Actor code                                     62
AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation laye...
Modular applicationChoice of presentation layer technology                                          64
NodeJS is the fashionable technology                                       65
Why NodeJS?Familiar JavascriptHigh-performance, scalable event-driven, non-blocking I/O modelOver 13,000 modules develo...
NodeJS example                                               Handle HTTP     Handle file readvar http = require(http);     ...
Socket.io - server-sidevar express = require(express)  , http = require(http)  , app = express()                          ...
Socket.io - client-side<html><body>The time is <span data-bind="text: ticker"></span><script src="/socket.io/socket.io.js"...
NodeJS isn’t the only game in town   JVM-based         http://vertx.io/                                        70
A modern web application                                                        Service 1                      RESTful WS ...
NodeJS - using RESTful WS and AMQP                       REST                               ServiceRESTRequests           ...
AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation laye...
Original architecture                        WAR                               StoreFrontUI                               ...
Modern architecture                Desktop Browser                         Native Mobile application             HTML5 mob...
Traditional tools: monolithic applications                                         76
Developing modular apps is more difficultMany more moving parts to manage •Platform services: SQL, NoSQL, RabbitMQ •Appli...
Easy polyglot application deployment and serviceprovisioning                                                              ...
Creating a platform service instance$ vmc create-service mysql --name mysql1Creating Service: OK$ vmc services......======...
Multi-application manifest - part 1---applications: inventory/target:                                       Path to applic...
Multi-application manifest - part 2store/target:                                                  Path to application name...
One command to create platform services and deployapplication$ vmc pushWould you like to deploy from the current directory...
Micro Cloud Foundry: new developer sandbox                 App Instances                          Services        Open sou...
Using Caldecott to tunnel into your services                                               84
Caldecott = TCP over HTTP                 native                protocol                                                  ...
Using Caldecott…$ vmc tunnel1: mysql-135e02: mysql1Which service to tunnel to?: 2Password: ********Stopping Application: O...
…Using CaldecottLaunching mysql --protocol=TCP --host=localhost --port=10000 --user=uMe6Apgw00AhS --    password=pKcD76PcZ...
Running JUnit test with Caldecott Configure your test code to use port + connection info                                   ...
Summary          89
Monolithic applications are simple to develop and deployBUT have significant drawbacks                                 90
Apply the scale cube                                                                          Modular, polyglot, and scal...
Cloud Foundry helps                          Ap                                                                           ...
@crichardson crichardson@vmware.com      http://slideshare.net/chris.e.richardson/                  Questions?www.cloudfou...
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Decomposing applications for deployability and scalability #springone2gx #s12gx

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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.

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Decomposing applications for deployability and scalability #springone2gx #s12gx

  1. 1. Decomposing applications for deployability and scalabilityChris Richardson,Author of POJOs in Action, Founder of the original CloudFoundry.com @crichardsoncrichardson@vmware.comhttp://plainoldobjects.com/
  2. 2. Presentation goal How decomposing applications improves deployability and scalability and How Cloud Foundry helps 2
  3. 3. About Chris 3
  4. 4. (About Chris) 4
  5. 5. About Chris() 5
  6. 6. About Chris 6
  7. 7. About Chris http://www.theregister.co.uk/2009/08/19/springsource_cloud_foundry/ 7
  8. 8. vmc push About-Chris Developer Advocate Signup at http://cloudfoundry.com 8
  9. 9. AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation layer designHow Cloud Foundry helps 9
  10. 10. Let’s imagine you are building an e-commerce application 10
  11. 11. Traditional web application architecture WAR StoreFrontUI Accounting Service MySQL Browser Apache InventoryService Database Shipping Service Simple to Tomcat develop test deploy scale 11
  12. 12. But there are problems with a monolithic architecture 12
  13. 13. Users expect a rich, dynamicand interactive experience h oug en HTTP Request od ’t go Browser isn Java Web Application re ctu HTML/Javascript e rc hit I a ty le U s Old Real-time web ≅ NodeJS 13
  14. 14. Intimidates developers 14
  15. 15. 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 15
  16. 16. Overloads your IDE and container Slows down development 16
  17. 17. Obstacle to scaling development Accounting team E-commerce Engineering application Shipping team 17
  18. 18. Obstacle to scaling development WAR UI team StoreFrontUI Accounting team Accounting Inventory team InventoryService Shipping team Shipping 18
  19. 19. Obstacle to scaling development UI team Accounting team Lots of coordination and communication required 19
  20. 20. Requires long-term commitment to a technology stack 20
  21. 21. AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation layer designHow Cloud Foundry helps 21
  22. 22. 22
  23. 23. The scale cube Y axis - functional decomposition ila ng Scale by i m ni g s itio r splitting tin rt lit pa different things sp a gs y dat th ale is - Sc ax in b X axis Z - horizontal duplication 23
  24. 24. Y-axis scaling - application level WAR StoreFrontUI Accounting Service InventoryService Shipping Service 24
  25. 25. Y-axis scaling - application level accounting web application Accounting Service Store front web application inventory web application StoreFrontUI InventoryService shipping web application Shipping Service Apply X axis cloning and/or Z axis partitioning to each service 25
  26. 26. 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 Something of an art 26
  27. 27. Real world examples http://techblog.netflix.com/ Between 100-150 services are accessed to build a page. http://highscalability.com/amazon-architecture http://www.addsimplicity.com/downloads/ eBaySDForum2006-11-29.pdf http://queue.acm.org/detail.cfm?id=1394128 27
  28. 28. There are drawbacks 28
  29. 29. ComplexitySee Steve Yegge’s Google Platforms Rant re Amazon.com 29
  30. 30. Multiple databases =Transaction management challenges 30
  31. 31. When to use it? In the beginning: •You don’t need it •It will slow you down Later on: •You need it •Refactoring is painful 31
  32. 32. 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 Modular, polyglot, multi-framework applications 32
  33. 33. Two levels of architecture System-levelServicesInter-service glue: interfaces and communication mechanismsSlow changing Service-levelInternal architecture of each serviceEach service could use a different technology stackPick the best tool for the jobRapidly evolving 33
  34. 34. 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 Fred George “Developer Anarchy” 34
  35. 35. The human body as a system 35
  36. 36. 50 to 70 billion of your cells die each day 36
  37. 37. Yet you (the system) remain you 37
  38. 38. Can we build software systems with these characteristics? http://dreamsongs.com/Files/ DesignBeyondHumanAbilitiesSimp.pdf http://dreamsongs.com/Files/WhitherSoftware.pdf 38
  39. 39. AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation layer designHow Cloud Foundry helps 39
  40. 40. Inter-service communication optionsSynchronous HTTP asynchronous AMQPFormats: JSON, XML, Protocol Buffers, Thrift, ...Even via the database Asynchronous is preferred JSON is fashionable but binary format is more efficient 40
  41. 41. Asynchronous message-based communication wgrus-billing.war Accounting Servicewgrus-store.war wgrus-inventory.war RabbitMQ StoreFrontUI (Message InventoryService MySQL Broker) wgrus-shipping.war ShippingService 41
  42. 42. BenefitsDecouples caller from serverCaller unaware of server’s coordinates (URL)Message broker buffers message when server is down/slow 42
  43. 43. DrawbacksAdditional complexity of message brokerRPC using messaging is more complex 43
  44. 44. Writing code that calls services 44
  45. 45. The need for parallelism Service B b = serviceB() Call in parallel c = serviceC() Service A Service C d = serviceD(b, c) Service D 45
  46. 46. Java Futures are a great concurrency abstractionhttp://en.wikipedia.org/wiki/Futures_and_promises 46
  47. 47. Using Java Futurespublic class Client { private ExecutorService executorService; private RemoteServiceProxy remoteServiceProxy; public void doSomething() throws ... { Eventually contains result Future<Integer> result = executorService.submit(new Callable<Integer>() { @Override public Integer call() throws Exception { return remoteServiceProxy.invokeRemoteService(); } }); /// Do other things When needed wait for result int r = result.get(500, TimeUnit.MILLISECONDS); System.out.println(r); 47 }}
  48. 48. Akka’s composable futures are even better 48
  49. 49. Composable Futuresval f1 = Future { ... ; 1 }val f2 = Future { ... ; 2 } Transforms Futureval f4 = f2.map(_ * 2)assertEquals(4, Await.result(f4, 1 second)) Combines two futuresval fzip = f1 zip f2assertEquals((1, 2), Await.result(fzip, 1 second)) http://doc.akka.io/docs/akka/2.0.1/scala/futures.html 49
  50. 50. Using Akka futures def callB() : Future[...] = ... def callC() : Future[...] = ... def callD() : Future[...] = ... Two calls execute in parallel val future = for { (b, c) <- callB() zip callC(); d <- callD(b, c) } yield d And then invokes D val result = Await.result(future, 1 second) http://doc.akka.io/docs/akka/2.0.1/scala/futures.html Get the result of D 50
  51. 51. 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 51
  52. 52. Handling failure Service A Service B Errors happen in distributed systems 52
  53. 53. About Netflix > 1B API calls/day 1 API call average 6 service calls Fault tolerance is essential http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html 53
  54. 54. How to run out of threadsHTTP Request X Thread 1 X Thread 2 ... X X Thread N Execute thread Service A XService B pool Eventually all threads If service B is down then thread will be Tomcat will be blocked blocked 54
  55. 55. Use timeouts and retries Never wait forever Errors can be transient retry http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html 55
  56. 56. Use per-dependency bounded thread poolService A Runnable 1 Task 1 Runnable 2 Task 2 Service B Runnable ... Task ... bounded queue bounded thread pool Fails fast if Limits number of service is slow or down outstanding requests http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html 56
  57. 57. Use a circuit breaker High error rate stop calling temporarily Down wait for it to come back up Slow gives it a chance to recover http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html 57
  58. 58. On failure Return cached data Avoid Failing Return default data Fail fast http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html 58
  59. 59. Aspects + Actors Dependency Caller Invoker Aspect Implements circuit breaker state machine CircuitBreakerEquivalent of thread Actor pool Worker Dependency Worker Actor Stub Actor 59
  60. 60. @DependencyProxy annotationtrait RestaurantService { def findNearbyRestaurants(location: Location) : Future[FindNearbyRestaurantResponse]} @Service @DependencyProxy(circuitBreaker = "factualCircuitBreaker", timeoutInMilliseconds=750) class FactualRestaurantService extends RestaurantService { ... } 60
  61. 61. Aspect-based Async Execution@Aspectclass DependencyInvokingAspect { @Pointcut("execution(* (@DependencyProxy *).*(..))") def dependencyProxyMethods {} @Around("dependencyProxyMethods()") def invoke(jp: ProceedingJoinPoint) = { val a = AnnotationUtils.findAnnotation(jp.getTarget.getClass, classOf[DependencyProxy]) val actor = findActor(a) val timeout = Timeout(a.timeoutInMilliseconds milliseconds) actor.ask(InvokeDependency( () => jp.proceed())) (timeout) }} Ask actor to invoke jp.proceed() and return Future 61
  62. 62. Seehttps://github.com/cer/votemeeteat for the Actor code 62
  63. 63. AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation layer designHow Cloud Foundry helps 63
  64. 64. Modular applicationChoice of presentation layer technology 64
  65. 65. NodeJS is the fashionable technology 65
  66. 66. Why NodeJS?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 66
  67. 67. NodeJS example Handle HTTP Handle file readvar http = require(http); requestvar 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/); 67
  68. 68. Socket.io - server-sidevar express = require(express) , http = require(http) , app = express() Serve static content from public dir , server = http.createServer(app) , io = require(socket.io).listen(server) ;app.configure(function(){ Listen on port 8081 app.use(express.static(__dirname + /public));});server.listen(8081); Create a timer for socket.io clientio.sockets.on(connection, function (socket) { var counter = 0; function tick() { counter = counter + 1; Publish event socket.emit(tick, counter); }; setInterval(tick, 1000);}); 68
  69. 69. Socket.io - client-side<html><body>The time is <span data-bind="text: ticker"></span><script src="/socket.io/socket.io.js"></script><script src="/knockout-2.0.0.js"></script><script src="/clock.js"></script></body> Bind to model Connect to</html> socket.io server clock.jsvar socket = io.connect(location.hostname);function ClockModel() { self.ticker = ko.observable(1); Subscribe to tick socket.on(tick, function (data) { event self.ticker(data); });}; Update modelko.applyBindings(new ClockModel()); 69
  70. 70. NodeJS isn’t the only game in town JVM-based http://vertx.io/ 70
  71. 71. A modern web application Service 1 RESTful WS Node JSBrowser HTML 5 Server Application Application Service 2 Events Socket.io Socket.io client server ... 71
  72. 72. NodeJS - using RESTful WS and AMQP REST ServiceRESTRequests Node JS Events socket.io AMQP AMQP RabbitMQ Service 72
  73. 73. AgendaThe (sometimes evil) monolithDecomposing applications into servicesHow do services communicate?Presentation layer designHow Cloud Foundry helps 73
  74. 74. Original architecture WAR StoreFrontUI Accounting Service MySQLBrowser Apache InventoryService Database Shipping Service Tomcat 74
  75. 75. Modern architecture Desktop Browser Native Mobile application HTML5 mobile application StoreUI StoreUI StoreUI NodeJSAsynchronous, scalable NodeJS Javascript communication StoreUI RabbitMQ Spring/Scala web application Inventory Service Shipping Service Standalone Inventory Service Shipping Service “headless” Spring/ Java applications MySQL Customer Redis Inventory Mongo Order Billing Service Database Database Database 75
  76. 76. Traditional tools: monolithic applications 76
  77. 77. 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? But Cloud Foundry helps... 77
  78. 78. Easy polyglot application deployment and serviceprovisioning OSS community vFabric Postgres Ap p lica Private   o Data Services Clouds   n  S erv i ce  In ter fac vFabric e RabbitMQTM Public Clouds Msg Services Micro Clouds Other Services Additional partners services …
  79. 79. Creating a platform service instance$ vmc create-service mysql --name mysql1Creating Service: OK$ vmc services......=========== Provisioned Services ============+-------------+---------+| Name | Service |+-------------+---------+| mysql1 | mysql |+-------------+---------+
  80. 80. Multi-application manifest - part 1---applications: inventory/target: Path to application 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: Required platform services si-rabbit: type: :rabbitmq si-mongo: type: :mongodb si-redis: type: :redis 80
  81. 81. Multi-application manifest - part 2store/target: Path to application 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: Required platform services si-mongo: type: :mongodb si-rabbit: type: :rabbitmq 81
  82. 82. One command to create platform services and deployapplication$ vmc pushWould 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 vmc push: Processing resources: OK •Reads the manifest file Packing application: OK Uploading (12K): OK •Creates the required platform servicesPush Status: OK •Deploys all the applicationsStaging Application inventory: OKStarting Application inventory: OKPushing 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 82
  83. 83. Micro Cloud Foundry: new developer sandbox App Instances Services Open source Platform as a Service project 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 83
  84. 84. Using Caldecott to tunnel into your services 84
  85. 85. Caldecott = TCP over HTTP native protocol native HTTP Service Caldecott protocol Caldecott gem Service client Port application NNNYour computer Cloud Foundry 85
  86. 86. 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): OKPush Status: OKBinding Service [mysql1]: OKStaging Application: OKStarting Application: OKGetting tunnel connection info: OKService connection info: username : uMe6Apgw00AhS password : pKcD76PcZR7GZ name : d7cb8afb52f084f3d9bdc269e7d99ab50Starting tunnel to mysql1 on port 10000.1: none2: mysqlWhich client would you like to start?: 2
  87. 87. …Using CaldecottLaunching mysql --protocol=TCP --host=localhost --port=10000 --user=uMe6Apgw00AhS -- password=pKcD76PcZR7GZ d7cb8afb52f084f3d9bdc269e7d99ab50Welcome 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 188Copyright (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>
  88. 88. Running JUnit test with Caldecott Configure your test code to use port + connection info 88
  89. 89. Summary 89
  90. 90. Monolithic applications are simple to develop and deployBUT have significant drawbacks 90
  91. 91. Apply the scale cube Modular, polyglot, and scalable applications Y axis - functional decomposition Services developed, deployed and scaled independently ngi on iti rt pa a at -d is ax Z X axis - horizontal duplication 91
  92. 92. Cloud Foundry helps Ap .js p lic a on Private    Se Data Services Clouds   rv ice  In te rfa ce Public Clouds ce rfa Msg Services te  In er vid ro d  P ou Micro Cl Clouds Other Services
  93. 93. @crichardson crichardson@vmware.com http://slideshare.net/chris.e.richardson/ Questions?www.cloudfoundry.com @cloudfoundry
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