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© 2022 Neo4j, Inc. All rights reserved.
© 2022 Neo4j, Inc. All rights reserved.
1
The Art Of The
Possible With Graph
Technology
Emil Eifrém
Founder & CEO, Neo4j
© 2023 Neo4j, Inc. All rights reserved.
2
Image showing case study goes here
Placeholder
PFIZER
Readiness for
billions
of vaccinations was
an unprecedented
supply chain and
logistics challenge
for Pfizer.
© 2022 Neo4j, Inc. All rights reserved.
3
LUND
City of 92,000. In
the province of
Skåne, Sweden.
The birthplace of
Neo4j.
© 2022 Neo4j, Inc. All rights reserved.
© 2022 Neo4j, Inc. All rights reserved.
© 2022 Neo4j, Inc. All rights reserved.
© 2022 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved.
8
Image showing case study goes here
Placeholder
BACK TO PFIZER
Rolled out billions
of vaccinations
worldwide at record
speed thanks to
optimized
manufacturing,
supply chain and
distribution.
© 2023 Neo4j, Inc. All rights reserved.
9
At the heart of every enterprise challenge
is an explosion of data complexity
© 2023 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved.
10 © 2023 Neo4j, Inc. All rights reserved.
DATA GROWTH IS ACCELERATING.
EVERYONE IS CONNECTED TO EVERYTHING
200+
Zettabytes
In cloud data storage
by 2025
65
Average number of
enterprise SaaS apps
41B
Connected IoT
devices by 2025
© 2023 Neo4j, Inc. All rights reserved.
11
Organizations are drowning in data
but lacking in insights
© 2023 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved.
12
80% of business leaders
say data is critical in
decision-making, yet
41% cite a lack of
understanding of data
because it is too
complex or not
accessible enough
© 2023 Neo4j, Inc. All rights reserved.
- Salesforce Global Survey, 2023
© 2023 Neo4j, Inc. All rights reserved.
13 © 2023 Neo4j, Inc. All rights reserved.
Data silos
hide valuable
context
THE CHALLENGE
© 2023 Neo4j, Inc. All rights reserved.
14
TODAY’S REALITY
Connections
in data are as
valuable as the
data itself
© 2023 Neo4j, Inc. All rights reserved.
15 © 2023 Neo4j, Inc. All rights reserved.
CONNECTION COMPLEXITY
How do you navigate this data
explosion at scale?
© 2023 Neo4j, Inc. All rights reserved.
16
Legacy
systems
can’t keep up
“Relational” Databases
don’t handle relationships well
NoSQL Databases
don’t handle relationships at all
© 2023 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved.
17
A fundamentally new approach is needed
© 2023 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved.
Remember this?
Graph creates a
more intuitive and
connected view of
data relationships,
unlocking deeper
insights and context
© 2023 Neo4j, Inc. All rights reserved.
19
THE PROPERTY GRAPH: SIMPLY POWERFUL
Employee City
Company
Nodes represent
objects (nouns)
Relationships are directional
Relationships connect nodes are
represent actions (verbs)
Relationships can have
properties (name/value pairs)
Nodes can have
properties (name/value
pairs)
name: Amy Peters
date_of_birth: 1984-03-01
employee_ID: 1
:HAS_CEO
start_date: 2008-01-20
:LOCATED_IN
© 2023 Neo4j, Inc. All rights reserved.
INDEX-FREE ADJACENCY: FAST, FLEXIBLE, SCALABLE
20 © 2023 Neo4j, Inc. All rights reserved.
Relational Database
Person Person-Friend Friend
Native Graph Database
At write time
Data is .connected.
as it is stored
At read time
.Lightning-fast. retrieval of data and
relationships via pointer chasing
© 2023 Neo4j, Inc. All rights reserved.
QUERY PERFORMANCE AS # OF JOINS INCREASE
21 © 2023 Neo4j, Inc. All rights reserved.
Connectedness and Size of Data Set
Response
Time
Relational and
other NoSQL
databases
Native Graph Database
1000x Advantage
Minutes to milliseconds
5+ hops
3+ degrees
Thousands of connections
0 to 2 hops
0 to 3 degrees
Few connections
© 2023 Neo4j, Inc. All rights reserved.
22
Graph enables organizations to quickly and easily
uncover hidden relationships and patterns
across billions of data connections
Powering applications that are
impossible with other technologies
© 2023 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved. 23
Fraud Detection
Real-Time
Recommendations
Network & IT
Management
Supply Chain
Management
Digital Twin
Identity & Access
Management
x360
23
Cyber Security
Expanding Realm of Graph Use Cases
© 2022 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved.
24 © 2023 Neo4j, Inc. All rights reserved.
20 / 20
Top US banks
3 / 5
Top Aircraft Manufacturers
7 / 10
Top Telcos
3 / 5
Top Hotel Groups
8 / 10
Top Insurance Companies
10 /10
Top Automakers
7 / 10
Top Retailers
5 / 5
Top Pharmaceuticals
Trusted by
75 of the
© 2023 Neo4j, Inc. All rights reserved.
25 © 2023 Neo4j, Inc. All rights reserved.
NEO4J
The first-ever
graph database
Creator of the
market category
Continued market
leader
The Forrester WaveTM
For Graph Data Platforms
© 2023 Neo4j, Inc. All rights reserved.
HUGE INTEREST IN GRAPH FUELED BY AI & ML
26 © 2023 Neo4j, Inc. All rights reserved.
“50% of Gartner
inquiries on the topic
of AI involve discussion
of the use of graph
technology.”
35x increase in AI research papers
featuring Graph over the past decade
Source: Dimensions Knowledge System
365
13,040
© 2023 Neo4j, Inc. All rights reserved.
GRAPH DATA SCIENCE:
MAKE SENSE OF DATA RELATIONSHIPS
27 © 2023 Neo4j, Inc. All rights reserved.
Machine Learning Pipeline
Explore the hidden patterns and features in your data
What’s important? What’s unusual? What’s next?
© 2023 Neo4j, Inc. All rights reserved.
BETTER PREDICTIONS
WITH THE DATA YOU ALREADY HAVE
28 © 2023 Neo4j, Inc. All rights reserved.
Machine Learning Pipeline
• Traditional ML ignores network structure
• Graphs use relationships to unlock otherwise unattainable predictions
• Add graph-computed data to ML pipelines to increase predictive accuracy
© 2023 Neo4j, Inc. All rights reserved.
29
GRAPH DATA SCIENCE MATURITY MODEL
Find the patterns you’re
looking for in connected data
Identify associations,
anomalies, and trends using
unsupervised machine learning
Learn features in your graph
that you don’t even know
are important yet
© 2022 Neo4j, Inc. All rights reserved.
30
“By 2025, context-driven [i.e. graph]
analytics and AI models will replace
60% of existing models built on
traditional data.”
Top 10 Tech Trends in Data and Analytics 2022, 11 Mar 2022, Afraz Jaffri, et al.
© 2023 Neo4j, Inc. All rights reserved.
NEO4J: GRAPH DATABASE & ANALYTICS
31 © 2023 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved.
32
LOVED BY CUSTOMERS
Easy implementation
“Best in a class, easy to
implement, and greatly
beneficial for our
business.”
- Director, $3B-10B company
“Most human-friendly
Cypher dev language
with one of the best
integration capabilities”
Developer friendly Speed to insight
“What used to take
weeks or months, we now
get answers to in minutes
or even seconds.” –
Jonathan L.
Community
© 2022 Neo4j, Inc. All rights reserved.
33
Exponential Growth in Connected Data
Connected data use-
cases are exploding in
numbers and in depth
Data models the real
world. Therefore data is
becoming increasingly
connected.
The world Is
becoming
increasingly
connected
© 2023 Neo4j, Inc. All rights reserved.
34
By 2025, graph will be
used in 80% of data and
analytics innovations
© 2023 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved.
© 2023 Neo4j, Inc. All rights reserved.
35
© 2022 Neo4j, Inc. All rights reserved.
Engineering Expertise
>800 person-years of dev investment
First mover advantage
Maturity, Most enterprise deployments
Largest community
Largest & Fastest Growing
Transactional
+
Analytics
Workloads
Native Graph
Architecture
+
ACID
+
Schema
Flexible
In-Memory
Graph
Processing
for
Algorithms
and ML
Rich and
Powerful
Tools and
Integrations
Robust
Enterprise-
Grade
Security
Runs
Anywhere
NEO4J: THE BEST OF BREED, FULL GRAPH STACK

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Neo4j GraphSummit London March 2023 Emil Eifrem Keynote.pptx

  • 1. © 2022 Neo4j, Inc. All rights reserved. © 2022 Neo4j, Inc. All rights reserved. 1 The Art Of The Possible With Graph Technology Emil Eifrém Founder & CEO, Neo4j
  • 2. © 2023 Neo4j, Inc. All rights reserved. 2 Image showing case study goes here Placeholder PFIZER Readiness for billions of vaccinations was an unprecedented supply chain and logistics challenge for Pfizer.
  • 3. © 2022 Neo4j, Inc. All rights reserved. 3 LUND City of 92,000. In the province of Skåne, Sweden. The birthplace of Neo4j.
  • 4. © 2022 Neo4j, Inc. All rights reserved.
  • 5. © 2022 Neo4j, Inc. All rights reserved.
  • 6. © 2022 Neo4j, Inc. All rights reserved.
  • 7. © 2022 Neo4j, Inc. All rights reserved.
  • 8. © 2023 Neo4j, Inc. All rights reserved. 8 Image showing case study goes here Placeholder BACK TO PFIZER Rolled out billions of vaccinations worldwide at record speed thanks to optimized manufacturing, supply chain and distribution.
  • 9. © 2023 Neo4j, Inc. All rights reserved. 9 At the heart of every enterprise challenge is an explosion of data complexity © 2023 Neo4j, Inc. All rights reserved.
  • 10. © 2023 Neo4j, Inc. All rights reserved. 10 © 2023 Neo4j, Inc. All rights reserved. DATA GROWTH IS ACCELERATING. EVERYONE IS CONNECTED TO EVERYTHING 200+ Zettabytes In cloud data storage by 2025 65 Average number of enterprise SaaS apps 41B Connected IoT devices by 2025
  • 11. © 2023 Neo4j, Inc. All rights reserved. 11 Organizations are drowning in data but lacking in insights © 2023 Neo4j, Inc. All rights reserved.
  • 12. © 2023 Neo4j, Inc. All rights reserved. 12 80% of business leaders say data is critical in decision-making, yet 41% cite a lack of understanding of data because it is too complex or not accessible enough © 2023 Neo4j, Inc. All rights reserved. - Salesforce Global Survey, 2023
  • 13. © 2023 Neo4j, Inc. All rights reserved. 13 © 2023 Neo4j, Inc. All rights reserved. Data silos hide valuable context THE CHALLENGE
  • 14. © 2023 Neo4j, Inc. All rights reserved. 14 TODAY’S REALITY Connections in data are as valuable as the data itself
  • 15. © 2023 Neo4j, Inc. All rights reserved. 15 © 2023 Neo4j, Inc. All rights reserved. CONNECTION COMPLEXITY How do you navigate this data explosion at scale?
  • 16. © 2023 Neo4j, Inc. All rights reserved. 16 Legacy systems can’t keep up “Relational” Databases don’t handle relationships well NoSQL Databases don’t handle relationships at all © 2023 Neo4j, Inc. All rights reserved.
  • 17. © 2023 Neo4j, Inc. All rights reserved. 17 A fundamentally new approach is needed © 2023 Neo4j, Inc. All rights reserved.
  • 18. © 2023 Neo4j, Inc. All rights reserved. Remember this? Graph creates a more intuitive and connected view of data relationships, unlocking deeper insights and context
  • 19. © 2023 Neo4j, Inc. All rights reserved. 19 THE PROPERTY GRAPH: SIMPLY POWERFUL Employee City Company Nodes represent objects (nouns) Relationships are directional Relationships connect nodes are represent actions (verbs) Relationships can have properties (name/value pairs) Nodes can have properties (name/value pairs) name: Amy Peters date_of_birth: 1984-03-01 employee_ID: 1 :HAS_CEO start_date: 2008-01-20 :LOCATED_IN
  • 20. © 2023 Neo4j, Inc. All rights reserved. INDEX-FREE ADJACENCY: FAST, FLEXIBLE, SCALABLE 20 © 2023 Neo4j, Inc. All rights reserved. Relational Database Person Person-Friend Friend Native Graph Database At write time Data is .connected. as it is stored At read time .Lightning-fast. retrieval of data and relationships via pointer chasing
  • 21. © 2023 Neo4j, Inc. All rights reserved. QUERY PERFORMANCE AS # OF JOINS INCREASE 21 © 2023 Neo4j, Inc. All rights reserved. Connectedness and Size of Data Set Response Time Relational and other NoSQL databases Native Graph Database 1000x Advantage Minutes to milliseconds 5+ hops 3+ degrees Thousands of connections 0 to 2 hops 0 to 3 degrees Few connections
  • 22. © 2023 Neo4j, Inc. All rights reserved. 22 Graph enables organizations to quickly and easily uncover hidden relationships and patterns across billions of data connections Powering applications that are impossible with other technologies © 2023 Neo4j, Inc. All rights reserved.
  • 23. © 2023 Neo4j, Inc. All rights reserved. 23 Fraud Detection Real-Time Recommendations Network & IT Management Supply Chain Management Digital Twin Identity & Access Management x360 23 Cyber Security Expanding Realm of Graph Use Cases © 2022 Neo4j, Inc. All rights reserved.
  • 24. © 2023 Neo4j, Inc. All rights reserved. 24 © 2023 Neo4j, Inc. All rights reserved. 20 / 20 Top US banks 3 / 5 Top Aircraft Manufacturers 7 / 10 Top Telcos 3 / 5 Top Hotel Groups 8 / 10 Top Insurance Companies 10 /10 Top Automakers 7 / 10 Top Retailers 5 / 5 Top Pharmaceuticals Trusted by 75 of the
  • 25. © 2023 Neo4j, Inc. All rights reserved. 25 © 2023 Neo4j, Inc. All rights reserved. NEO4J The first-ever graph database Creator of the market category Continued market leader The Forrester WaveTM For Graph Data Platforms
  • 26. © 2023 Neo4j, Inc. All rights reserved. HUGE INTEREST IN GRAPH FUELED BY AI & ML 26 © 2023 Neo4j, Inc. All rights reserved. “50% of Gartner inquiries on the topic of AI involve discussion of the use of graph technology.” 35x increase in AI research papers featuring Graph over the past decade Source: Dimensions Knowledge System 365 13,040
  • 27. © 2023 Neo4j, Inc. All rights reserved. GRAPH DATA SCIENCE: MAKE SENSE OF DATA RELATIONSHIPS 27 © 2023 Neo4j, Inc. All rights reserved. Machine Learning Pipeline Explore the hidden patterns and features in your data What’s important? What’s unusual? What’s next?
  • 28. © 2023 Neo4j, Inc. All rights reserved. BETTER PREDICTIONS WITH THE DATA YOU ALREADY HAVE 28 © 2023 Neo4j, Inc. All rights reserved. Machine Learning Pipeline • Traditional ML ignores network structure • Graphs use relationships to unlock otherwise unattainable predictions • Add graph-computed data to ML pipelines to increase predictive accuracy
  • 29. © 2023 Neo4j, Inc. All rights reserved. 29 GRAPH DATA SCIENCE MATURITY MODEL Find the patterns you’re looking for in connected data Identify associations, anomalies, and trends using unsupervised machine learning Learn features in your graph that you don’t even know are important yet
  • 30. © 2022 Neo4j, Inc. All rights reserved. 30 “By 2025, context-driven [i.e. graph] analytics and AI models will replace 60% of existing models built on traditional data.” Top 10 Tech Trends in Data and Analytics 2022, 11 Mar 2022, Afraz Jaffri, et al.
  • 31. © 2023 Neo4j, Inc. All rights reserved. NEO4J: GRAPH DATABASE & ANALYTICS 31 © 2023 Neo4j, Inc. All rights reserved.
  • 32. © 2023 Neo4j, Inc. All rights reserved. 32 LOVED BY CUSTOMERS Easy implementation “Best in a class, easy to implement, and greatly beneficial for our business.” - Director, $3B-10B company “Most human-friendly Cypher dev language with one of the best integration capabilities” Developer friendly Speed to insight “What used to take weeks or months, we now get answers to in minutes or even seconds.” – Jonathan L. Community
  • 33. © 2022 Neo4j, Inc. All rights reserved. 33 Exponential Growth in Connected Data Connected data use- cases are exploding in numbers and in depth Data models the real world. Therefore data is becoming increasingly connected. The world Is becoming increasingly connected
  • 34. © 2023 Neo4j, Inc. All rights reserved. 34 By 2025, graph will be used in 80% of data and analytics innovations © 2023 Neo4j, Inc. All rights reserved.
  • 35. © 2023 Neo4j, Inc. All rights reserved. © 2023 Neo4j, Inc. All rights reserved. 35
  • 36. © 2022 Neo4j, Inc. All rights reserved. Engineering Expertise >800 person-years of dev investment First mover advantage Maturity, Most enterprise deployments Largest community Largest & Fastest Growing Transactional + Analytics Workloads Native Graph Architecture + ACID + Schema Flexible In-Memory Graph Processing for Algorithms and ML Rich and Powerful Tools and Integrations Robust Enterprise- Grade Security Runs Anywhere NEO4J: THE BEST OF BREED, FULL GRAPH STACK