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A Data Driven Approach
Dec 6, 2017
Simon Duffy, Staff Product Manager | Pivotal Labs
David Julia, Director | Pivotal Labs
Additional business features
Cost Estimator for medical procedures
Financial Penalties for inaccurate estimations
3rd Party Web UI
Monolith
Source
System 1
Source
System 2
Source
System 3
… Source
System N
Main Member-Facing
Web UI
Account
Customization
Member Store
Secure Messages
...etc.
Member Liability
Estimator SOAP
Service Component
Source System
1
Source System
2
Source System
3
… Source
System N
Main Member-Facing
Web UI
Account
Customization
Member Store
Secure Messages
...etc.
Member Liability
Estimator SOAP
Service Component
Source System
1
Source System
2
Source System
3
… Source
System N
The expert leads the way
Complex flows create anxiety
External QA test team with competing priorities
Generating mocks and test cases is time consuming
Testing is not Production. Period.
♥
Strangler Fig Hollow Inside of Strangler Fig
+
=
☺
3rd Party Web UI
Monolith
Source
System 1
Source
System 2
Source
System 3
Project X
3rd Party Web UI
1 week
3rd Party Web UI
Monolith
Source
System 1
Source
System 2
Source
System 3
Project X
3rd Party Web UI
Monolith
Source System
1
Source System
2
Source System
3
Project X
Calculation Module
2 weeks
Web App UI
Monolith
Source System
1
Source System
2
Source System
3
Project X
Calculation Module
3 weeks
✖ ✖
Web App UI
Monolith
Source System
1
Source System
2
Source System
3
Project X
Calculation Module
4 weeks
Web App UI
Monolith
Project X
Calculation Module
Source System
1
Source System
2
Source System
3
5 weeks
Project X
3rd Party Web UI
Source System
1
Source System
2
Source System
3
Project X
Calculation Module
13 weeks
V100
Project X
Calculation
Module
Production
Baseline
Extractor
Extract
v100
15 weeks
Build & Test
Deploy to
Staging
Baseline
Variance Test
Deploy to Prod
Take New
Baseline
Build & Test
Deploy to
Staging
Baseline
Variance
Test
Deploy to
Prod
Take New
Baseline
V101
Project X
Calculation
Module
v100
Baseline
Variance
Test
Staging
Build integrity in -> Continuous delivery
You can’t always analyze a problem before acting.... Accept it and lean in!
Value based business metrics > team activity metrics
Automated testing can include “What’s the business impact?”
Pragmatism > perfection, especially in rewrites/app modernization
Consumer
Legacy System
Proxy
New System
Consumer request
Execute legacy app Execute new app
Route
old or
new
You want to decompose a system, and you know the logic inside it.
OR
You can redefine the business rules in the new system that you are writing.
This is probably lower cost!
Consumer request
Execute new app
Log request
Orchestrate calls to
old and new
Log responses
Execute legacy app
Analyse results
You want to decompose a system, and don’t know the logic inside it.
AND
The output of your new system ought to match the monolith.
Strangling the Monolith With a Data-Driven Approach: A Case Study

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