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A NEW PLATFORM FOR A NEW ERA
© Copyright 2014 Pivotal. All rights reserved.© Copyright 2014 Pivotal. All rights reserved.
Data Microservices with Spring

2
Breaking the enterprise integration monolith
Fred Melo
@fredmelo_br
© Copyright 2014 Pivotal. All rights reserved.© Copyright 2014 Pivotal. All rights reserved. 3
About Me
@fredmelo_br
Fred Melo
Mountain View, CA
https://www.linkedin.com/in/
melofred
© Copyright 2014 Pivotal. All rights reserved.
© Copyright 2014 Pivotal. All rights reserved.
© Copyright 2014 Pivotal. All rights reserved.
User Mgmt
Order Mgmt
Shipping
Inventory
Payment
Payment
Order
Mgmt
Inventory
User
Mgmt
Shipping
Contract
Contract
Contract
Contract
Contract
Conway’s Law and Microservices
Going Agile - Breaking the monolith
Dev Team
© Copyright 2014 Pivotal. All rights reserved.
Deploy
>cf push
Cloud
Controller
BBS
(message bus)
Router
App Deployed
Order
Mgmt
Contract
Automating through the Platform
© Copyright 2014 Pivotal. All rights reserved.
Scale
Re-deploy
Migrate
Distribute
Upgrade Update
Order
Mgmt
Contract
User
Mgmt
Contract
Pivotal Cloud Foundry
© Copyright 2014 Pivotal. All rights reserved.
Integration Bus / ESB
System A
System BUser Mgmt
Order Mgmt
Shipping
Inventory
Payment
© Copyright 2014 Pivotal. All rights reserved.
Integration Bus / ESB
System A
System BOrder
Mgmt
Contract
Inventory
Contract
Shipping
ContractUser
Mgmt
Contract
© Copyright 2014 Pivotal. All rights reserved.
Integration Bus / ESB
System A
System B
E
T
L
Data
WarehouseOrder
Mgmt
Contract
Inventory
Contract
Shipping
ContractUser
Mgmt
Contract
© Copyright 2014 Pivotal. All rights reserved.
Integration Bus / ESB
System A
System BOrder
Mgmt
Contract
Inventory
Contract
Shipping
ContractUser
Mgmt
Contract
E
T
L
Data
Warehouse
???
© Copyright 2014 Pivotal. All rights reserved.
Anatomy of a typical Integration Pipeline
Source
Processing
Step
Processing
Step
Processing
Step
Processing
Step
Data Data
Monolith
Destination
© Copyright 2014 Pivotal. All rights reserved.
Integration Pipeline
Scale
Re-deploy
Upgrade
Migrate
Distribute
Update
Source Destination
Processing
Step
Processing
Step
Processing
Step
Processing
Step
© Copyright 2014 Pivotal. All rights reserved.
Integration Pipeline
Source Destination
Processing
Step
Processing
Step
Processing
Step
Processing
Step
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
© Copyright 2014 Pivotal. All rights reserved.
Binding Abstraction Layer
Transport Options
Integration Pipeline
Data Messaging Microservices
Spring Cloud Stream
Data Data
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
© Copyright 2014 Pivotal. All rights reserved.
Backing Services
Transport Options
Pivotal Cloud Foundry
Auto Scaling
Auto Healing
Aggregated
Logging
Integrated
Metrics
Transport
Transparency
Infrastructure
Transparency
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
Data Pipeline
Visual Design
Integrated
Monitoring
© Copyright 2014 Pivotal. All rights reserved.
Backing Services
Transport Options
Pivotal Cloud Foundry
Auto Scaling
Auto Healing
Aggregated
Logging
Integrated
Metrics
Transport
Transparency
Infrastructure
Transparency
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
Data Pipeline
Visual Design
Integrated
Monitoring
© Copyright 2014 Pivotal. All rights reserved.
JSON
Filter
Transform Enrich
Custom
HTTP
Sample pipeline
Deploy
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
Pivotal Cloud Foundry
Spring Cloud
Data Flow
© Copyright 2014 Pivotal. All rights reserved.
DEMO
“Fast Data"
Machine
Learning
Normal
High Risk
© Copyright 2014 Pivotal. All rights reserved.
Rest / HTTP
Transactions
Browser
Machine
Learning
?
GemFire
Greenplum
Analytics
© Copyright 2014 Pivotal. All rights reserved.
Machine Learning
(Clustering)
GemFire
Greenplum
Analytics
Train
© Copyright 2014 Pivotal. All rights reserved.
Machine Learning
(Clustering)
GemFire
Greenplum
Analytics
Train
distance from home location
transactionvalue
Medium RiskLow Risk
High Risk
© Copyright 2014 Pivotal. All rights reserved.
Machine Learning
(Clustering)
GemFire
Greenplum
Analytics
Train
PMML
+ Distance from home
ML Evaluation
high risk transactions
Suspects
© Copyright 2014 Pivotal. All rights reserved.
Rest / HTTP
Transactions
Browser
High Risk Alerts
GemFire
Greenplum
+ Distance from hom
© Copyright 2014 Pivotal. All rights reserved.
Order
Mgmt
Contract
Inventory
Contract
Shipping
Contract
Payments
Contract
Pivotal Cloud Foundry
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
SpringBoot
app
Contract
Data Warehouse
PMML Model
External services
Actionable insights
Recommendation
Engine
Business Microservices Data Microservices
A NEW PLATFORM FOR A NEW ERA

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Architecting for cloud native data: Data Microservices done right using Spring Cloud

  • 1. A NEW PLATFORM FOR A NEW ERA
  • 2. © Copyright 2014 Pivotal. All rights reserved.© Copyright 2014 Pivotal. All rights reserved. Data Microservices with Spring
 2 Breaking the enterprise integration monolith Fred Melo @fredmelo_br
  • 3. © Copyright 2014 Pivotal. All rights reserved.© Copyright 2014 Pivotal. All rights reserved. 3 About Me @fredmelo_br Fred Melo Mountain View, CA https://www.linkedin.com/in/ melofred
  • 4. © Copyright 2014 Pivotal. All rights reserved.
  • 5. © Copyright 2014 Pivotal. All rights reserved.
  • 6. © Copyright 2014 Pivotal. All rights reserved. User Mgmt Order Mgmt Shipping Inventory Payment Payment Order Mgmt Inventory User Mgmt Shipping Contract Contract Contract Contract Contract Conway’s Law and Microservices Going Agile - Breaking the monolith Dev Team
  • 7. © Copyright 2014 Pivotal. All rights reserved. Deploy >cf push Cloud Controller BBS (message bus) Router App Deployed Order Mgmt Contract Automating through the Platform
  • 8. © Copyright 2014 Pivotal. All rights reserved. Scale Re-deploy Migrate Distribute Upgrade Update Order Mgmt Contract User Mgmt Contract Pivotal Cloud Foundry
  • 9. © Copyright 2014 Pivotal. All rights reserved. Integration Bus / ESB System A System BUser Mgmt Order Mgmt Shipping Inventory Payment
  • 10. © Copyright 2014 Pivotal. All rights reserved. Integration Bus / ESB System A System BOrder Mgmt Contract Inventory Contract Shipping ContractUser Mgmt Contract
  • 11. © Copyright 2014 Pivotal. All rights reserved. Integration Bus / ESB System A System B E T L Data WarehouseOrder Mgmt Contract Inventory Contract Shipping ContractUser Mgmt Contract
  • 12. © Copyright 2014 Pivotal. All rights reserved. Integration Bus / ESB System A System BOrder Mgmt Contract Inventory Contract Shipping ContractUser Mgmt Contract E T L Data Warehouse ???
  • 13. © Copyright 2014 Pivotal. All rights reserved. Anatomy of a typical Integration Pipeline Source Processing Step Processing Step Processing Step Processing Step Data Data Monolith Destination
  • 14. © Copyright 2014 Pivotal. All rights reserved. Integration Pipeline Scale Re-deploy Upgrade Migrate Distribute Update Source Destination Processing Step Processing Step Processing Step Processing Step
  • 15. © Copyright 2014 Pivotal. All rights reserved. Integration Pipeline Source Destination Processing Step Processing Step Processing Step Processing Step SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract
  • 16. © Copyright 2014 Pivotal. All rights reserved. Binding Abstraction Layer Transport Options Integration Pipeline Data Messaging Microservices Spring Cloud Stream Data Data SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract
  • 17. © Copyright 2014 Pivotal. All rights reserved. Backing Services Transport Options Pivotal Cloud Foundry Auto Scaling Auto Healing Aggregated Logging Integrated Metrics Transport Transparency Infrastructure Transparency SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract Data Pipeline Visual Design Integrated Monitoring
  • 18. © Copyright 2014 Pivotal. All rights reserved. Backing Services Transport Options Pivotal Cloud Foundry Auto Scaling Auto Healing Aggregated Logging Integrated Metrics Transport Transparency Infrastructure Transparency SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract Data Pipeline Visual Design Integrated Monitoring
  • 19. © Copyright 2014 Pivotal. All rights reserved. JSON Filter Transform Enrich Custom HTTP Sample pipeline Deploy SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract Pivotal Cloud Foundry Spring Cloud Data Flow
  • 20. © Copyright 2014 Pivotal. All rights reserved. DEMO “Fast Data" Machine Learning Normal High Risk
  • 21. © Copyright 2014 Pivotal. All rights reserved. Rest / HTTP Transactions Browser Machine Learning ? GemFire Greenplum Analytics
  • 22. © Copyright 2014 Pivotal. All rights reserved. Machine Learning (Clustering) GemFire Greenplum Analytics Train
  • 23. © Copyright 2014 Pivotal. All rights reserved. Machine Learning (Clustering) GemFire Greenplum Analytics Train distance from home location transactionvalue Medium RiskLow Risk High Risk
  • 24. © Copyright 2014 Pivotal. All rights reserved. Machine Learning (Clustering) GemFire Greenplum Analytics Train PMML + Distance from home ML Evaluation high risk transactions Suspects
  • 25. © Copyright 2014 Pivotal. All rights reserved. Rest / HTTP Transactions Browser High Risk Alerts GemFire Greenplum + Distance from hom
  • 26. © Copyright 2014 Pivotal. All rights reserved. Order Mgmt Contract Inventory Contract Shipping Contract Payments Contract Pivotal Cloud Foundry SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract SpringBoot app Contract Data Warehouse PMML Model External services Actionable insights Recommendation Engine Business Microservices Data Microservices
  • 27. A NEW PLATFORM FOR A NEW ERA