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Investigative Analytics & Intelligence
2
“We want to foster a culture that supports change and
helps us go along the journey we’re all on, which will
lead to even more change in the future”
- Doug McMillon
“
3
Data Science – Team Size 5
Industrial Engineer
Economist
Software/ Web Developer
Info Systems Engineer
Statistician
Feeding Machines... Feeding People...
Making Data Accessible...
Data Analytics- Team Size 30
Mathematicians
Crime Analysts
Accountants
eCommerce Analysts
Global Media Analysts
Fred Helm
- Senior Director IAI
- 20 year in state and federal law
enforcement
- Developed IROC to action
Walmart risk in real time
Tim Fenton
- 14 patents disclosed with
Walmart
- Software engineer by background
- Data Scientist for past 3 years
- Worked previously at Motorola
and in US Intel agency
Varying backgrounds lead to incredible ideas and world-class
solutions
4
Know Your
Customer
Implementati
on
Content
Strategy
Concept
& Idea
Data
Analysis
Consultation
Walmart Global Investigations
5
Corporate
Ethics
Crimes Against
the Business
Organized
Retail Crime
Consumer
Frauds
Technology
Data
Exfiltration
eCommerce
Fraud
Health &
Wellness
Theft and
Fraud related
to meds
Insurance
Fraud
6
• Proofpoint Logs/ metadata
• Email
• Chat Messages
• Contracts/ Agreements/ Statements
of Work
Communications ESI
Real-Time
• Think Teradata, Retail Link,
SAP
• Human Resources Data
• Travel & Expense
Cold Storage Databases
• System Logins
• Internet Searches
• Badge Entry/ Exit
Logs
Systems ESI
• Information provided through the
allegation
• Data available through front-end
interface
Allegation
GI Data Sciences: Rapid Prototyping
The Hopeless Diamond
GI Data Sciences: Skunk Works
Engines – T2
Buckeye
Landing Gear
– F5 Tiger
Tooling – C5
Galaxy
Flight
Control
System – F16
Falcon
“Have Blue”
Case Study In Re-Use:
• Lockheed “Have Blue” prototype
was about testing stealth
• Make use of off the shelf system
• In a similar vein GI DS team re-
uses Walmart IT components
Why Elastic?
Consumer Gift Card Fraud
Walmart activates billions in Gift Cards
yearly Financial processing through a 3rd party
Social engineering and gift card
activation
Customer Trust Reputation Compliance
ES Architecture for Gift Cards
Cluster
Node 1 Node 2 Node 3
Node 4 Node 5 Node 6
Node 7 Node 8
Node 10 Node 11
Node 9
Node 12
Kafka
Topic:
Point of
Sale
Kafka
Topic:
Gift Card
Balance
Checks
Spring Boot
App
Filtered Transactions:
Peak 5,000/sec
Logstash
Filtered Transactions:
Peak 50/sec
Runs in
Internal Cloud:
VM’s 110GB
RAM, 1.1TB
Disk
Adjudicate
Gift Cards
Every X
Seconds
Logstash for
archive/ML
training
Gift Card Balance Check I
Gift Card Balance II
Gift Card Graph
- Formed from 1
suspicious customer id
- Linked another
suspicious customer via
non-US IP
- Allowed us to action
compromised cards
Results
• Millions in customer dollars protected
• Making fraud harder to commit
• Able to automate a 24/7 protection system w/out humans in
the loop
Future
• Index all of POS
• Index Lifecycle Management
18
Thanks

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How Walmart is Combating Fraud and Saving Consumers Millions

  • 2. 2 “We want to foster a culture that supports change and helps us go along the journey we’re all on, which will lead to even more change in the future” - Doug McMillon “
  • 3. 3 Data Science – Team Size 5 Industrial Engineer Economist Software/ Web Developer Info Systems Engineer Statistician Feeding Machines... Feeding People... Making Data Accessible... Data Analytics- Team Size 30 Mathematicians Crime Analysts Accountants eCommerce Analysts Global Media Analysts Fred Helm - Senior Director IAI - 20 year in state and federal law enforcement - Developed IROC to action Walmart risk in real time Tim Fenton - 14 patents disclosed with Walmart - Software engineer by background - Data Scientist for past 3 years - Worked previously at Motorola and in US Intel agency
  • 4. Varying backgrounds lead to incredible ideas and world-class solutions 4 Know Your Customer Implementati on Content Strategy Concept & Idea Data Analysis Consultation
  • 5. Walmart Global Investigations 5 Corporate Ethics Crimes Against the Business Organized Retail Crime Consumer Frauds Technology Data Exfiltration eCommerce Fraud Health & Wellness Theft and Fraud related to meds Insurance Fraud
  • 6. 6 • Proofpoint Logs/ metadata • Email • Chat Messages • Contracts/ Agreements/ Statements of Work Communications ESI Real-Time • Think Teradata, Retail Link, SAP • Human Resources Data • Travel & Expense Cold Storage Databases • System Logins • Internet Searches • Badge Entry/ Exit Logs Systems ESI • Information provided through the allegation • Data available through front-end interface Allegation
  • 7. GI Data Sciences: Rapid Prototyping
  • 9. GI Data Sciences: Skunk Works Engines – T2 Buckeye Landing Gear – F5 Tiger Tooling – C5 Galaxy Flight Control System – F16 Falcon “Have Blue” Case Study In Re-Use: • Lockheed “Have Blue” prototype was about testing stealth • Make use of off the shelf system • In a similar vein GI DS team re- uses Walmart IT components
  • 11. Consumer Gift Card Fraud Walmart activates billions in Gift Cards yearly Financial processing through a 3rd party Social engineering and gift card activation Customer Trust Reputation Compliance
  • 12. ES Architecture for Gift Cards Cluster Node 1 Node 2 Node 3 Node 4 Node 5 Node 6 Node 7 Node 8 Node 10 Node 11 Node 9 Node 12 Kafka Topic: Point of Sale Kafka Topic: Gift Card Balance Checks Spring Boot App Filtered Transactions: Peak 5,000/sec Logstash Filtered Transactions: Peak 50/sec Runs in Internal Cloud: VM’s 110GB RAM, 1.1TB Disk Adjudicate Gift Cards Every X Seconds Logstash for archive/ML training
  • 13. Gift Card Balance Check I
  • 15. Gift Card Graph - Formed from 1 suspicious customer id - Linked another suspicious customer via non-US IP - Allowed us to action compromised cards
  • 16. Results • Millions in customer dollars protected • Making fraud harder to commit • Able to automate a 24/7 protection system w/out humans in the loop
  • 17. Future • Index all of POS • Index Lifecycle Management