Event Driven Microservices with Spring Cloud Stream #jjug_ccc #ccc_ab3

‹#›© 2016 Pivotal Software, Inc. All rights reserved. ‹#›© 2016 Pivotal Software, Inc. All rights reserved.
Event Driven Microservices
with Spring Cloud Stream
Toshiaki Maki (@making)
2016-12-03 JJUG CCC 2016 Fall
#jjug_ccc #ccc_ab3
http://bit.ly/making_ccc_a3 (source code)

© 2016 Pivotal Software, Inc. All rights reserved.
Who am I ?
• Toshiaki Maki (@making) http://blog.ik.am
• Sr. Solutions Architect @Pivotal
• Spring Framework enthusiast
bit.ly/hajiboot2

Contents
•Spring Cloud Stream (25min)
•Advanced Topic (20min)
•Spring Cloud Data Flow (2min)
•Deploy Stream Apps to Cloud Foundry (3min)

Microservices
Frontend
Customer
Service
Email
Service
Point
Service
Post
Service

Microservices
Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
HTTP / REST?

Microservices
Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
ABC
Service
XYZ
Service

Microservices
Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
ABC
Service
XYZ
Service😩

Microservices
Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
ABC
Service
XYZ
Service😩
Orchestration Style

Read Failure
Frontend
Customer
Service
Email
Service
HTTP GET

Read Failure
Frontend
Customer
Service
Email
Service
🔥
HTTP GET

Read Failure
Frontend
Customer
Service
Email
Service
🔥
HTTP GET
Circuit Breaker

Write Failure
Frontend
Customer
Service
Email
Service
HTTP POST

Write Failure
🔥
Frontend
Customer
Service
Email
Service
HTTP POST

Write Failure
🔥
Frontend
Customer
Service
Email
Service
😲
HTTP POST

Event Driven MicroServices
Frontend
Customer
Service
Email
Service
Point
Service
Post
Service

Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe

Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
Publish

Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
ABC
Service
XYZ
Service
Publish

Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
ABC
Service
XYZ
Service
🤓
Publish

Choreography Style
https://www.thoughtworks.com/insights/blog/scaling-microservices-event-stream

‹#›© 2016 Pivotal Software, Inc. All rights reserved.
Spring Cloud Stream

Spring Cloud Stream
• Event-driven microservice framework
• Built on battle-tested components (Spring Boot / Spring
Integration)
• Opinionated primitives for streaming applications
• Persistent Pub/Sub
• Consumer Groups
• Partitioning Support
• Pluggable messaging middleware bindings
source | processor | sink

Source | Sink
Sink
input
Source
output

Source | Processor | Sink
Source output Processor
output
input
Sink
input

Spring Cloud Stream Applications
Twitter Stream
Cassandra
java -jar twittersource.jar --server.port=8080
--consumerKey=XYZ --consumerSecret=ABC
--spring.cloud.stream.bindings.
output.destination=ingest
Source
Sink java -jar cassandrasink.jar --server.port=8081
--spring.cassandra.keyspace=tweet
input.destination=ingest

Spring Cloud Stream Applications
Twitter Stream
Cassandra
java -jar twittersource.jar --server.port=8080
--consumerKey=XYZ --consumerSecret=ABC
output.destination=ingest
Source
Sink java -jar cassandrasink.jar --server.port=8081
--spring.cassandra.keyspace=tweet
input.destination=ingest
Twitter
Stream Cassandraingest

Message Binders
• @EnableBinding
• Binder Implementations
• Production-Ready
• Rabbit MQ
• Apache Kafka
• Experimental
• JMS
• Google PubSub

Programming Model (Sink)
@SpringBootApplication 
@EnableBinding(Sink.class) 
public class DemoSinkApp {
@StreamListener(Sink.INPUT) 
void receive(Message<String> message) { 
System.out.println("Received " + message.getPayload()); 
} 
public static void main(String[] args) { 
SpringApplication.run(DemoSinkApp.class, args); 
} 
}

Programming Model (Sink)
@EnableBinding(Sink.class) 
public class DemoSinkApp {
@StreamListener(Sink.INPUT) 
void receive(Message<String> message) { 
System.out.println("Received " + message.getPayload()); 
} 
} 
}
public interface Sink {
String INPUT = "input";
@Input(Sink.INPUT)
SubscribableChannel input(); 
}

Sink
Properties (Sink)
spring.cloud.stream.bindings.input.destination=demo-strm
demo-
strm
input

Programming Model (Source)
@SpringBootApplication @RestController
@EnableBinding(Source.class) 
public class DemoSourceApp { 
@Autowired @Output(Source.OUTPUT)
MessageChannel output;
@GetMapping void send(@RequestParam String text) { 
output.send(MessageBuilder.withPayload(text).build()); 
} 
SpringApplication.run(DemoSourceApp.class, args); 
} 
}

@Autowired @Output(Source.OUTPUT)
MessageChannel output;
output.send(MessageBuilder.withPayload(text).build()); 
} 
} 
}
public interface Source {
String OUTPUT = "output";
@Output(Source.OUTPUT)
MessageChannel output(); 
}

@Autowired Source source;
source.output()
.send(MessageBuilder.withPayload(text).build()); 
} 
} 
}

Properties (Source)
spring.cloud.stream.bindings.output.destination=demo-strm
demo-
strm
Source
output

Properties (Source)
spring.cloud.stream.bindings.output.destination=demo-strm
spring.cloud.stream.bindings.output.contentType=applicati
on/json
demo-
strm
Source
output

Binder (RabbitMQ)
<dependency>
<groupId>org.springframework.cloud</groupId>
<artifactId>spring-cloud-starter-stream-rabbit</artifactId>
</dependency>
demo-
strm

Binder (Apache Kafka)
<dependency>
<artifactId>spring-cloud-starter-stream-kafka</artifactId>
</dependency>
demo-
strm

Sink
Pipeline
demo-
strm
input
Source
output
source | sink

RabbitMQ
demo-strm

RabbitMQ
demo-strm
Source

RabbitMQ
demo-strm
Topic
Exchange
demo-strm
Source

RabbitMQ
demo-strm
Topic
Exchange
demo-strm
Source Sink

RabbitMQ
demo-strm
Topic
Exchange
demo-strm
.anonymous.x
Queue
demo-strm
Source Sink

Programming Model (Processor)
@EnableBinding(Processor.class) 
public class DemoProcessorApp {
@StreamListener(Processor.INPUT)
@SendTo(Processor.OUTPUT) 
void receive(String text) { 
return "[[" + text + "]]"; 
} 
SpringApplication.run(DemoProcessorApp.class, args); 
} 
}

Properties (Processor)
spring.cloud.stream.bindings.output.destination=my-source
spring.cloud.stream.bindings.input.destination=my-source
spring.cloud.stream.bindings.output.destination=my-proc
spring.cloud.stream.bindings.input.destination=my-proc
Source
Processor
Sink

Pipeline
my-
source
Source
output source | processor | sink
Processor
output
input
my-proc
Sink
input

Reactive API Support by Reactor
@EnableBinding(Processor.class) 
public class DemoProcessorRxApp {
@StreamListener @Output(Processor.OUTPUT) 
public Flux<String> receive(@Input(Processor.INPUT)
Flux<String> stream) { 
return stream.map(text -> "[[" + text + "]]"); 
} 
SpringApplication.run(DemoProcessorRxApp.class, args); 
} 
}

Reactive API Support by Reactor
@StreamListener @Output(Processor.OUTPUT) 
public Flux<AverageData> receive(@Input(Processor.INPUT)
Flux<SensorData> stream) { 
return stream.window(Duration.ofSecond(20),
Duration.ofSecond(10))
.flatMap(win -> win.groupBy(sensor -> sensor.id))
.flatMap(group -> calcAverage(group)); 
}

Stream Core Features
•Persistent Pub-Sub
•Consumer Group
•Partitioning Support

Persistent Pub-Sub
HTTP Average Top Ns1.http s1.ave
Message Broker

Persistent Pub-Sub
HTTP Average
HDFS
Top Ns1.http s1.ave
Message Broker

Persistent Pub-Sub
HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker

Persistent Pub-Sub
HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker
{"id":1, "temperature":38}

Persistent Pub-Sub
HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker
{"id":1, "temperature":38}{"id":1, "temperature":38}

Persistent Pub-Sub
HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker

Persistent Pub-Sub
HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker
{"id":1, "temperature":
{"id":1, "temperature":38} {"id":1, "temperature":38}

HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker
Average
Average
HDFS
HDFS

HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker
Average
Average
HDFS
HDFS
😩

Topic
Exchange
demo-strm
demo-strm
.anonymous.1
Queue

Topic
Exchange
demo-strm
demo-strm
.anonymous.1
Queue
demo-strm
.anonymous.2

Topic
Exchange
demo-strm
demo-strm
.anonymous.1
Queue
demo-strm
.anonymous.2
Consumer Group

Topic
Exchange
demo-strm
demo-strm
.anonymous.1
Queue
demo-strm
.anonymous.2
spring.cloud.stream.bindings.<channelName>.group=ave
Consumer Group

Consumer Group
demo-strm
demo-strm
.ave
QueueTopic
Exchange

Consumer Group
HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker
Average
Average
HDFS
HDFS
group=ave
group=hdfs

Consumer Group
HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker
Average
Average
HDFS
HDFS
group=ave
group=hdfs
{"id":1, "temperature":38} 🤓

Consumer Group
HTTP Average
HDFS
Top N
Fault
Detection
s1.http s1.ave
Message Broker
Average
Average
HDFS
HDFS
group=ave
group=hdfs
{"id":1, "temperature":38} 🤓
consumer group subscriptions
are durable 😁

Durability
demo-strm
demo-strm
.ave
QueueTopic
Exchange

Durability
demo-strm
demo-strm
.ave
Queue
🏀
Topic
Exchange

Durability
demo-strm
demo-strm
.ave
Queue
🚑
🏀
Topic
Exchange

Customer
Service
Email
Service
Point
Service
Post
Service
Source
Sink

Customer
Service
Email
Service
Point
Service
Post
Service
Source
Sink
spring.cloud.stream.bindings.output.destination=customer
spring.cloud.stream.bindings.output.contentType=applicatio
n/json

Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
Source
Sink

Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
Source
Sink
group=point-service
group=email-service
group=post-service

Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
Source
Sink
group=point-service
group=email-service
group=post-service
spring.cloud.stream.bindings.input.destination=customer
spring.cloud.stream.bindings.input.group=point-service

Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
Source
Sink
group=point-service
group=email-service
group=post-service
spring.cloud.stream.bindings.input.group=email-service

Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
Source
Sink
group=point-service
group=email-service
group=post-service
spring.cloud.stream.bindings.input.group=email-service
spring.cloud.stream.bindings.input.group=post-service

customer
Customer Service
output
Point Service
input
Email Service
input
Post Service
input

customer
customer
.point-
service
Queue
Consumer Group
customer
.email-
service
customer
.post-
service
Topic
Exchange

HTTP
Average
s1.http
Average

HTTP
Average
s1.http
Average
😩

HTTP
Average
s1.http
Average
😩
Partitioning Support(Stateful Stream)

HTTP
Average
s1.http
Average
😩
spring.cloud.stream.bindings.<channelName>.producer.par
titionKeyExpression=payload.id

HTTP
Average
s1.http
Average

HTTP
Average
s1.http
Average
🤓

Test Support
Source
output
Sink
input

Test Support
Source
output
Sink
input
TestSupportBinder

Test Support
<dependency>
<artifactId>spring-cloud-stream-test-support</artifactId>
<scope>test</scope>
</dependency>

Unit Test (Sink)
@RunWith(SpringRunner.class) 
@SpringBootTest(webEnvironment = WebEnvironment.NONE) 
public class DemoSinkAppTest {
@Autowired Sink sink;
@Rule public OutputCapture capture = new OutputCapture();
@Test public void testReceive() {
sink.input()
.send(MessageBuilder.withPayload("foo").build());
assertThat(capture.toString())
.isEqualsTo("Received foo"); 
}
}

Unit Test (Source)
@SpringBootTest(webEnvironment = WebEnvironment.NONE) 
public class DemoSourceAppTest {
@Autowired DemoSourceApp app;
@Autowired MessageCollector collector;
@Autowired Source source;
@Test public void testSend() {
app.send("foo");
Message<String> message = collector
.forChannel(source.output()).poll();
assertThat(message.getPayload()).isEqualsTo("foo");  
}}

Advanced Topics

Advanced Topics
•Multi Binding
•Distributed Tracing
•Error Handling
•Consumer Driven Contract

Multi Bindings

customer
Customer Service
output
Email Service
input

customer
Customer Service
output
Email Service
input
CustomerCreateEvent

customer
Customer Service
output
Email Service
input
CustomerDeleteEvent

customer
Customer Service
output
Email Service
input
CustomerDeleteEvent
ClassCastException!!

create
Email Service
create-
input
delete-
input
Customer Service
create-
output
delete-
output
delete
CustomerCreateEvent
CustomerDeleteEvent

public interface CustomerEventSource {
String CREATE_OUTPUT = "create-output";
String DELETE_OUTPUT = "delete-output";
@Output(CustomerEventSource.CREATE_OUTPUT)
MessageChannel createOutput();
@Output(CustomerEventSource.DELETE_OUTPUT)
MessageChannel deleteOutput(); 
}
Multi Bindings

@Component 
public class CustomerService { 
@Autowired CustomerEventSource source;
public void create(...) {
source.createOutput().send(...);
}
public void delete() {
source.deleteOutput().send(...);
} 
}
@SpringBootApplication
@EnableBinding(CustomerEventSource.class) 
public class CustomerServiceApplication { /* ... */ }

@Component 
public class CustomerService { 
@Autowired CustomerEventSource source;
public void create(...) {
source.createOutput().send(...);
}
public void delete() {
source.deleteOutput().send(...);
} 
}
@EnableBinding(CustomerEventSource.class) 
public class CustomerServiceApplication { /* ... */ }
spring.cloud.stream.bindings.create-output.destination
=create
spring.cloud.stream.bindings.delete-output.destination
=delete

public interface CustomerEventSink {
String CREATE_INPUT = "create-input";
String DELETE_INPUT = "delete-input";
@Input(CustomerEventSink.CREATE_INPUT)
SubscribableChannel createInput();
@Input(CustomerEventSink.DELETE_INPUT)
SubscribableChannel deleteInput(); 
}
Multi Bindings

@Component 
public class PointService {
@StreamListener(CustomerEventSink.CREATE_INPUT)
public void handleCreate(CustomerCreateEvent event) {
}
@StreamListener(CustomerEventSink.DELETE_INPUT)
public void handleDelete(CustomerDeleteEvent event) {
} 
}
@EnableBinding(CustomerEventSink.class) 
public class PointServiceApplication { /* ... */ }

@Component 
public class PointService {
@StreamListener(CustomerEventSink.CREATE_INPUT)
public void handleCreate(CustomerCreateEvent event) {
}
@StreamListener(CustomerEventSink.DELETE_INPUT)
public void handleDelete(CustomerDeleteEvent event) {
} 
}
@EnableBinding(CustomerEventSink.class) 
public class PointServiceApplication { /* ... */ }
spring.cloud.stream.bindings.create-input.destination
=create
spring.cloud.stream.bindings.create-input.group
=point-service
spring.cloud.stream.bindings.delete-intput.destination
=delete
spring.cloud.stream.bindings.delete-input.group
=point-service

create
create
.point-
service
Queue
delete delete
.point-
service
Topic
Exchange

Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
ABC
Service
XYZ
Service

Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
ABC
Service
XYZ
Service
🕝

Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
ABC
Service
XYZ
Service🤔
🕝

Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
ABC
Service
XYZ
Service🤔
🕝
🕵 🕵
🕵
🕵 🕵
🕵🕵

Frontend
Customer
Service
Email
Service
Point
Service
Post
Service
Subscribe
ABC
Service
XYZ
Service🤔
🕝
🕵 🕵
🕵
🕵 🕵
🕵🕵
TraceID, SpanID

Spring Cloud Sleuth
• Distributed tracing solution for Spring Cloud
• Interactions with external systems should be instrumented
automatically
• Capture data simply in logs, or by sending it to Zipkin via
RestTemplate / Spring Cloud Stream / ...

Spring Cloud Sleuth Stream
<dependency>
<artifactId>spring-cloud-stream-slueth</artifactId>
</dependency>

customer
Customer Service
output
Email Service
input

customer
Customer Service
output
Email Service
input
sleuth sleuth

Zipkin Stream Server
<dependency>
<artifactId>spring-cloud-sleuth-zipkin-stream</artifactId>
</dependency>

<dependency>
<artifactId>spring-cloud-sleuth-zipkin-stream</artifactId>
</dependency>
@EnableZipkinStreamServer 
public class ZipkinStreamServer { 
} 
}

customer
Customer Service
output
Email Service
input
sleuth sleuth

customer
Customer Service
output
Email Service
input
sleuth sleuth
sleuth
sleuth

customer
Customer Service
output
Email Service
input
sleuth sleuth
sleuth
sleuth
TraceID,SpanID TraceID,SpanID

Zipkin UI

Zipkin UI
Trace

Zipkin UI
Trace
Span

Error Handling
•Depends on the message binder
implementation
•(Ex.) RabbitMQ binder routes the failed
message to the Dead-Letter
Queue(DLQ). No mechanism to handle
DLQs.

Dead-Letter Queue Processing
demo-strm
Topic
Exchange
demo-strm
.ave
Source Sink
RabbitMQBinder

demo-strm
Topic
Exchange
demo-strm
.ave
Source Sink
DLX
RabbitMQBinder

demo-strm
Topic
Exchange
demo-strm
.ave
Source Sink
DLX
RabbitMQBinder
spring.cloud.stream.bindings.input.group=ave
spring.cloud.stream.rabbit.bindings.input.consumer.autoBi
ndDlq=true

demo-strm
Topic
Exchange
demo-strm
.ave
Source Sink
DLX
demo-strm
.ave.dlq
RabbitMQBinder
spring.cloud.stream.bindings.input.group=ave
spring.cloud.stream.rabbit.bindings.input.consumer.autoBi
ndDlq=true

demo-strm
Topic
Exchange
demo-strm
.ave
Source Sink
DLX
demo-strm
.ave.dlq
RabbitMQBinder

demo-strm
Topic
Exchange
demo-strm
.ave
Source Sink
DLX
demo-strm
.ave.dlq
RabbitMQBinder
🔥

demo-strm
Topic
Exchange
demo-strm
.ave
Source Sink
DLX
demo-strm
.ave.dlq
RabbitMQBinder
🔥 Retry 3 times
by default

Handling DLQ
@Component 
public class DlqHander {
@RabbitListener(queues = "customer.email-service.dlq")
public void handle(Message event) {
// Re-deliver if you want
} 
}

DLQ Recovery Center 😛
https://github.com/making-demo-scst/dlq-recover-service

Trace everything

customer
Customer Service
output
Point Service
input
Email Service
input
Post Service
input
😗Breaking Change

customer
Customer Service
output
😗Breaking Change 😡
😡
😡
😨

Consumer Driven Contracts
•Consumer shares "expectation" with
Producer via "Contract" (≈ DSL)
•The contract violation should be detected by
generated tests on the producer side.

Consumer Driven Contracts
•Consumer shares "expectation" with
Producer via "Contract" (≈ DSL)
•The contract violation should be detected by
generated tests on the producer side.
ContractConsumer Producer

Flow of Consumer Driven Contracts
Consumer Producer

Consumer Producer
Contract

Consumer Producer
Contract
Acceptance
Test

Consumer Producer
Contract
Acceptance
Test
✅

Consumer Producer
Contract
Acceptance
Test
Stub
✅

Consumer Producer
Contract
Acceptance
Test
Stub
Unit Test
✅

Consumer Producer
Contract
Acceptance
Test
Stub
Unit Test
✅✅

Spring Cloud Contract
•A CDC Solution for JVM apps (especially Spring)
•Contract DSL using Groovy
•Generates Acceptance test (JUnit or Spock) for producer
•Generates Stub for consumer
•WireMock Support for REST Test
•Messaging Support (Spring Integration, Spring Cloud
Stream and Apache Camel)

Contract DSL
Contract.make {
label 'create-customer'
input {
}
outputMessage {
sentTo('demo-strm')
headers({header('Content-Type':'...')}) 
body('''{"name":"@making"}''')
}}
shouldCreateCustomer.groovy

Contract DSL
Contract.make {
input {
}
outputMessage {
sentTo('demo-strm')
}}
Created by
Consumer

Prepare Parent Test Class
@SpringBootTest(webEnvironment = WebEnvironment.NONE)
@AutoConfigureMessageVerifier 
public abstract class MsgTestBase {
@Autowired CustomerService service;
protected void create() {
service.create("@making");  
}
}

Prepare Parent Test Class
@AutoConfigureMessageVerifier 
public abstract class MsgTestBase {
@Autowired CustomerService service;
protected void create() {
service.create("@making");  
}
}
Created by
Producer

Contract DSL
Contract.make {
input {
triggeredBy('create()')
}
outputMessage {
sentTo('demo-strm')
}}

Contract DSL
Contract.make {
input {
triggeredBy('create()')
}
outputMessage {
sentTo('demo-strm')
}}
Updated by
Producer

Generated Acceptance Test
public class ContractVerifierTest extends MsgTestBase {
// ...
@Test public void validate_shouldCreateCustomer() {
create();
ContractVerifierMessage res = verifierMessaging
.receive("customer"); 
assertThat(res).isNotNull();
DocumentContext parsedJson = JsonPath.parse(
objectMapper.writeValueAsString(res.getPayload()));
assertThatJson(parsedJson).field("name")
.isEqualTo("@making"); 
}}

Spring Cloud Contract Maven Plugin
mvn spring-cloud-contract:generateTests
mvn spring-cloud-contract:convert
mvn spring-cloud-contract:generateStubs
Acceptance Test
WireMock stub file (only for REST)
Stub jar file

Consumer Side Test
@AutoConfigureStubRunner(ids = "com.example:customer-
service", workOffline = true) 
public class PointServiceConsumerTest {
@Autowired StubTrigger stubTrigger;
// ...
@Test public void testCreateCustomer() {
stubTrigger.trigger("create-customer");
// assert that the message is received ... 
}
}

Check sample code
•http://bit.ly/making_ccc_a3

(FYI) CQRS and Event Sourcing
• https://spring.io/blog/2016/11/08/cqrs-and-event-sourcing-
with-jakub-pilimon
• https://github.com/pilloPl/event-source-cqrs-sample

Data Microservices
with Spring Cloud Data Flow

Data Microservices
tr -d '[:punct:]' |
grep -v '[^a-z]‘ |
Microservice for each data processing

Data Microservices
tr -d '[:punct:]' |
grep -v '[^a-z]‘ |
bound with
Message Brokers

Data Microservices
tr -d '[:punct:]' |
grep -v '[^a-z]‘ |
bound with
Message Brokers
on the modern platform such as Cloud Foundry

Spring Cloud Data Flow
• Microservices-based Distributed Data Pipelines
•Long Lived Stream Applications
•Short Lived Task Applications

Spring Cloud Stream

Spring Cloud Stream
Spring Cloud Task

Spring Cloud Stream
Spring Cloud Task
Orchestration
Layer

Check my slide
• http://www.slideshare.net/makingx/data-microservices-with-
spring-cloud-stream-task-and-data-flow-jsug-springday

Deploy Stream Apps
to Cloud Foundry

Cloud Foundry
•https://www.cloudfoundry.org/
•Cloud Native Platform
•OSS
•Spring ❤ Cloud Foundry
•Support Multi IaaS  
(AWS, Azure, GCP, vSphere, OpenStack)

Cloud Foundry everywhere
Public Cloud Foundry
Private Cloud Foundry
Development
OSS ver Pivotal
Cloud Foundry
on
Premise
on
Public Cloud

PCF Dev
• https://docs.pivotal.io/pcf-dev
• Cloud Foundry on your laptop
• Included
• Redis / RabbitMQ / MySQL
• Spring Cloud Services
• Install with cf dev start

Pivotal Web Services
•https://run.pivotal.io/
•Public Cloud Foundry managed by Pivotal
•$0.03/GB-hr (≈ ¥2200/GB-month)
•$87 of free trial credit.

Deploy Spring Cloud Stream Apps
cf push my-source my-source.jar --no-start
cf bind-service my-source my-binder
cf start my-source
cf push my-sink my-sink.jar --no-start
cf bind-service my-sink my-binder
cf start my-sink
# in case of PCF Dev
cf create-service p-rabbitmq standard my-binder
# in case of Pivotal Web Services
cf create-service cloudamqp lemur my-binder

Sample Application http://bit.ly/making_ccc_a3
Pivotal Web Services / PCF Dev
Frontend
Customer
Service
Email
Service
Point
Service
Post
ServiceZipkin
Server
MySQL
SendGrid
MySQL
MySQL
DLQ
Recovery
RabbitMQ
HTTP

Tutorial
https://github.com/Pivotal-Japan/spring-cloud-stream-tutorial

Thanks!!
• https://cloud.spring.io/spring-cloud-stream/
• https://cloud.spring.io/spring-cloud-dataflow/
• https://cloud.spring.io/spring-cloud-sleuth/
• http://zipkin.io/
• https://cloud.spring.io/spring-cloud-contract/
• https://projects.spring.io/spring-amqp/
• https://run.pivotal.io/

Event Driven Microservices with Spring Cloud Stream #jjug_ccc #ccc_ab3

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Event Driven Microservices with Spring Cloud Stream #jjug_ccc #ccc_ab3