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Graph Talk
München
Holger Temme
Area Director Central + Southern Europe
Node
Relationship
complexity = f(size, semi-structure, connectedness)
The Real Complexity
Connectedness in data
Lots of normalized
relationships between
the different entities,
forces developers to do
• Deep joins
• Recursive joins
• Pathfinding operations
• “open-ended” queries
What are graphs good for?
Complex querying
of
big volumes
of
connected data
So what is a graph database?
• Neo4j is a OLTP database - capable of handling
very complex analytical queries in real time
• Model, store, manage data as a graph
Logistics
Logistics
Neo Technology,Inc Confidential
Background
•One of the world’s largest logistics carriers
•Projected to outgrow capacity of old system
•New parcel routing system
•Single source of truth for entire network
•B2C& B2Bparcel tracking
•Real-time routing:up to 5M parcelsper day
Business problem
•24x7 availability,year round
•Peak loads of 2500+ parcels per second
•Complex and diverse software stack
•Need predictable performance & linear
scalability
•Daily changes to logistics network:route from
any point,to any point
Solution & Benefits
•Neo4j provides the ideal domain fit:
•a logistics network is a graph
•Extreme availability & performance with Neo4j
clustering
•Hugely simplified queries,vs.relational for
complex routing
•Flexible data model can reflect real-world data
variance much better than relational
•“Whiteboard friendly” model easy to understand
Industry: Logistics
Use case: Parcel Routing
Logistics
Neo Technology,Inc Confidential
Background
•One of the world’s largest logistics carriers
•Projected to outgrow capacity of old system
•New parcel routing system
•Single source of truth for entire network
•B2C& B2Bparcel tracking
•Real-time routing:up to 5M parcelsper day
Business problem
•24x7 availability,year round
•Peak loads of 2500+ parcels per second
•Complex and diverse software stack
•Need predictable performance & linear
scalability
•Daily changes to logistics network:route from
any point,to any point
Solution & Benefits
•Neo4j provides the ideal domain fit:
•a logistics network is a graph
•Extreme availability & performance with Neo4j
clustering
•Hugely simplified queries,vs.relational for
complex routing
•Flexible data model can reflect real-world data
variance much better than relational
•“Whiteboard friendly” model easy to understand
Industry: Logistics
Use case: Parcel Routing
Fraud Analysis
Traditional Approaches
Gartner’s Layered Fraud Prevention Approach (4)
(4): Gartner at http://www.gartner.com/newsroom/id/1695014
Discrete Data Analysis Connected Analysis
(4): Gartner at http://www.gartner.com/newsroom/id/1695014
Gartner’s Layered Fraud Prevention Approach (4)
Access Control
Network Impact Analysis
Social Network
Recommendations
Operational efficiency
• Minutes to millisecond performance for
specific query patterns
– Savings on HW/SW costs!
– Graph locality = predictability
• Enterprise-ready software
– Proven technology: in production for >10y

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GraphTalk München - Einführung in Graphdatenbanken

  • 1. Graph Talk München Holger Temme Area Director Central + Southern Europe
  • 2.
  • 4. complexity = f(size, semi-structure, connectedness) The Real Complexity
  • 5. Connectedness in data Lots of normalized relationships between the different entities, forces developers to do • Deep joins • Recursive joins • Pathfinding operations • “open-ended” queries
  • 6. What are graphs good for? Complex querying of big volumes of connected data
  • 7. So what is a graph database? • Neo4j is a OLTP database - capable of handling very complex analytical queries in real time • Model, store, manage data as a graph
  • 9. Logistics Neo Technology,Inc Confidential Background •One of the world’s largest logistics carriers •Projected to outgrow capacity of old system •New parcel routing system •Single source of truth for entire network •B2C& B2Bparcel tracking •Real-time routing:up to 5M parcelsper day Business problem •24x7 availability,year round •Peak loads of 2500+ parcels per second •Complex and diverse software stack •Need predictable performance & linear scalability •Daily changes to logistics network:route from any point,to any point Solution & Benefits •Neo4j provides the ideal domain fit: •a logistics network is a graph •Extreme availability & performance with Neo4j clustering •Hugely simplified queries,vs.relational for complex routing •Flexible data model can reflect real-world data variance much better than relational •“Whiteboard friendly” model easy to understand Industry: Logistics Use case: Parcel Routing
  • 10. Logistics Neo Technology,Inc Confidential Background •One of the world’s largest logistics carriers •Projected to outgrow capacity of old system •New parcel routing system •Single source of truth for entire network •B2C& B2Bparcel tracking •Real-time routing:up to 5M parcelsper day Business problem •24x7 availability,year round •Peak loads of 2500+ parcels per second •Complex and diverse software stack •Need predictable performance & linear scalability •Daily changes to logistics network:route from any point,to any point Solution & Benefits •Neo4j provides the ideal domain fit: •a logistics network is a graph •Extreme availability & performance with Neo4j clustering •Hugely simplified queries,vs.relational for complex routing •Flexible data model can reflect real-world data variance much better than relational •“Whiteboard friendly” model easy to understand Industry: Logistics Use case: Parcel Routing
  • 12. Traditional Approaches Gartner’s Layered Fraud Prevention Approach (4) (4): Gartner at http://www.gartner.com/newsroom/id/1695014
  • 13. Discrete Data Analysis Connected Analysis (4): Gartner at http://www.gartner.com/newsroom/id/1695014 Gartner’s Layered Fraud Prevention Approach (4)
  • 18. Operational efficiency • Minutes to millisecond performance for specific query patterns – Savings on HW/SW costs! – Graph locality = predictability • Enterprise-ready software – Proven technology: in production for >10y

Notes de l'éditeur

  1. Logistics: What’s the most efficient route for delivering a parcel – either the quickest or the cheapest?
  2. Logistics: What’s the most efficient route for delivering a parcel – either the quickest or the cheapest?
  3. Logistics: What’s the most efficient route for delivering a parcel – either the quickest or the cheapest?
  4. Who – based on their recent actions – is likely to be fraudulently manipulating the system?
  5. Which files and folders, or shares, or products, policies or agreements can I access and administer? And conversely, given this particular agreement, who can modify it on my behalf?
  6. Given this important customer, which parts of our network do they depend upon? Which applications, service, machines, datacenters, switches, routers, fiber, do they depend upon? And conversely, given this particular network element – this switch or router – which customers will I impact if it fails or if I have to replace or repair it?
  7. Which friends and colleagues do we have in common?
  8. Based on my previous purchases, and the purchases of people who have bought similar things, what else do you recommend I buy?