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Driving Digital Transformation With Neo4j
GRAPHS IN ACTION
Stockholm, February 21st, 2017
Who am I?
Rik Van Bruggen
Regional Vice-President
@rvanbruggen
rik@neotechnology.com
blog.bruggen.com
learningneo4j.net
graphistania.com
Driving Digital Transformation With Neo4j
GRAPHS IN ACTION
Stockholm, February 21st, 2017
Social networks RetailHR &
Recruiting
Manufacturing
& Logistics
Health Care Telco
Today we see graph-projects in virtually every industry
Finance
Retail
End Consumers
Component
Manufacturers
Logistics
Traditional Retail Value Chain
RetailersWholesalers
Assembly
Plants
PAYMENTS
SALES-
CHANNELS
SUPPLY
CHAIN
PRODUCTS MARKETING
CRM
CUSTOMER
EXPERIENCE
THE ONLINE
RETAIL VALUE
CHAIN
PAYMENTS
SALES-
CHANNELS
SUPPLY
CHAIN
PRODUCTS MARKETING
CRM
CUSTOMER
EXPERIENCE
Store
Mobile
Webstore
PAYMENTS
SALES-
CHANNELS
SUPPLY
CHAIN
PRODUCTS MARKETING
CRM
CUSTOMER
EXPERIENCE
Store
Mobile
Shipping
Inventory
Express goods
Home delivery
Webstore
PAYMENTS
SALES-
CHANNELS
SUPPLY
CHAIN
PRODUCTS MARKETING
CRM
CUSTOMER
EXPERIENCE
Store
Mobile
Shipping
Inventory
Express goods
Home delivery Ratings
Price-range
Category
Webstore
PAYMENTS
SALES-
CHANNELS
SUPPLY
CHAIN
PRODUCTS MARKETING
CRM
CUSTOMER
EXPERIENCE
Store
Mobile
Shipping
Inventory
Express goods
Home delivery Ratings
Price-range
Category Content
Promotions
Online advertising
Webstore
PAYMENTS
SALES-
CHANNELS
SUPPLY
CHAIN
PRODUCTS MARKETING
CRM
CUSTOMER
EXPERIENCE
Store
Mobile
Shipping
Inventory
Express goods
Home delivery Ratings
Price-range
Category Content
Promotions
Online advertising
Loyalty Programs
Returns
Feedback
reviews
Tweets
Emails
Customer support
Webstore
PAYMENTS
SALES-
CHANNELS
SUPPLY
CHAIN
PRODUCTS MARKETING
CRM
CUSTOMER
EXPERIENCE
Store
Mobile
Shipping
Inventory
Express goods
Home delivery Ratings
Price-range
Category Content
Promotions
Online advertising
Loyalty Programs
Returns
Feedback
reviews
Tweets
Emails
Customer support
Credit Card
Cash
Mobile Pay
Purchase History
PAYMENTS
Webstore
Digital transformation in retail today
requires to put all this data into good use
SHOPPING EXPERIENCE
Related products
People who bought X
also bought Y
Recommendations
(In Real-Time)
The main
product
LOOKS_AT
KITCHEN AID
SERIES
LOOKS_AT
Complaints
reviews
Tweets
Emails
KITCHEN AID
SERIES
LOOKS_AT
Returns
Complaints
reviews
Tweets
Emails
KITCHEN AID
SERIES
LOOKS_AT
Returns
Inventory
Complaints
reviews
Tweets
Emails
KITCHEN AID
SERIES
LOOKS_AT
Returns
Home delivery
Inventory
Express goods
Complaints
reviews
Tweets
Emails
Location/
KITCHEN AID
SERIES
Promotions
Bundling
LOOKS_AT
Returns
Purchase History
Price-range
Home delivery
Inventory
Express goods
Complaints
reviews
Tweets
Emails
Category
Promotions
Bundling
Location/
KITCHEN AID
SERIES
LOOKS_AT
Returns
Purchase History
Price-range
Home delivery
Inventory
Express goods
Complaints
reviews
Tweets
Emails
Category
Promotions
Bundling
Location
KITCHEN AID
SERIES
The graph datamodel is the
richest way to express a
highly connected domain
To get performance, in real
time, from a dataset that is
highly interconnected – you
need a graph database!
NEO4j solves retail-related challenges for some
of the largest companies in the world
Adidas uses Neo4j to combine
content and product data into a
single, searchable graph database
which is used to create a
personalized customer experience
“We have many different silos, many
different data domains, and in order
to make sense out of our data, we
needed to bring those together and
make them useful for us,” 

– Sokratis Kartelias, Adidas
eBay Now Tackles eCommerce
Delivery Service Routing with Neo4j
“We needed to rebuild when growth
and new features made our slowest
query longer than our fastest delivery
- 15 minutes! Neo4j gave us best
solution” 

– Volker Pacher, eBay
Walmart uses Neo4j to give
customer best web experience
through relevant and personal
recommendations
“As the current market leader in
graph databases, and with
enterprise features for scalability
and availability, Neo4j is the right
choice to meet our demands”. 

- Marcos Vada, Walmart
Social networks RetailHR &
Recruiting
Manufacturing
& Logistics
Health Care Telco
Today we see graph-projects in virtually every industry
Finance
Finance
LEVERAGING GRAPHS TO
FIGHT ECONOMIC FRAUD
Who Are Today’s Fraudsters?
Organized in groups Synthetic Identities Stolen Identities
Who Are Today’s Fraudsters?
Hijacked Devices
INVESTIGATE
Revolving Debt
Number of Accounts
INVESTIGATE
Normal behavior
Fraud Detection With Discrete Analysis
Revolving Debt
Number of Accounts
Normal behavior
Fraud Detection With Connected Analysis
Fraudulent pattern
ACCOUNT
HOLDER 2
Modeling a fraud ring as a graph
ACCOUNT
HOLDER 1
ACCOUNT
HOLDER 3
ACCOUNT
HOLDER 2
Modeling a fraud ring as a graph
ACCOUNT
HOLDER 1
ACCOUNT
HOLDER 3
CREDIT
CARD
BANK
ACCOUNT
BANK
ACCOUNT
BANK
ACCOUNT
PHONE
NUMBER
UNSECURED
LOAN
SSN 2
UNSECURED
LOAN
ACCOUNT
HOLDER 2
Modeling a fraud ring as a graph
ACCOUNT
HOLDER 1
ACCOUNT
HOLDER 3
CREDIT
CARD
BANK
ACCOUNT
BANK
ACCOUNT
BANK
ACCOUNT
ADDRESS
PHONE
NUMBER
PHONE
NUMBER
SSN 2
UNSECURED
LOAN
SSN 2
UNSECURED
LOAN
MORE FRAUD SCENARIOS
Insurance Fraud Whiplash for Cash
Paper Collisions
Insurance scammers invent automobile

accidents complete with fake drivers,

passengers and witnesses
Whiplash for Cash Example
Accidents
Cars
Doctor Attorney
People
Drives
Is Passenger
Drivers

Passengers

Witnesses
Online payment fraud originates at IP1
eCommerce Fraud – Online Payments
IP1 IP2 IP3 IP4 IP5 IP6 IP7 IP8 IP9
CC
1
CC
2
CC
3
CC
4
CC
5
CC
6
CC
7
CC
8
CC
9
U1 U2 U3 U4 U5 U6 U7 U8 U9
A1 A2 A3 A4 A5 A6 A7 A8 A9
IP addresses
Credit cards
UserIDs
Delivery

addresses
USING NEO4j FOR REAL-TIME
CONNECTED ANALYSIS
• Today’s fraudsters are organized and highly sophisticated
• Legacy technology does not detect fraud sufficiently and in real-time
• Graph-databases enable you to discover fraudulent patterns in real-
time
• Augment your current fraud detection infrastructure with connected
analysis
KEY TAKE AWAYS
The graph datamodel is the
richest way to express a
highly connected domain
To get performance, in real
time, from a dataset that is
highly interconnected – you
need a graph database!
Social networks RetailHR &
Recruiting
Manufacturing
& Logistics
Health Care Telco
Today we see graph-projects in virtually every industry
Finance
THANK YOU!
Rik Van Bruggen
Regional Vice-President
@rvanbruggen
rik@neotechnology.com

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