Download as PDF, PPTX
![MongoDB
Features
• NoSQL database
• Document datamodel
• JSON-like documents (BSON)
• Flexible data model
• Horizontal scalability (sharding)
• Complex queries
{
"session": {
"title": "12 Years of Spring: An Open Source Journey",
"abstract": "Spring emerged as a core open source project in early 2003 and
evolved to a broad portfolio of open source projects up until 2015."
},
"topics": [
"keynote",
"spring"
],
"room": "Auditorium",
"timeslot": "Wed 29th, 09:30-10:30",
"speaker": {
"name": "Juergen Hoeller",
"bio": "Juergen Hoeller is co-founder of the Spring Framework open source
project.",
"twitter": "https://twitter.com/springjuergen",
"picture": "http://www.springio.net/wp-content/uploads/2014/11/
juergen_hoeller-220x220.jpeg"
}
}](https://image.slidesharecdn.com/mongowebinar6-160707212008/85/Polyglot-Persistence-with-MongoDB-and-Neo4j-12-320.jpg)
![MongoDB
Use Cases
• Product catalog
• User profiles
• Metadata
• Content
• Events
• Analytics
{
"session": {
"title": "12 Years of Spring: An Open Source Journey",
"abstract": "Spring emerged as a core open source project in early 2003 and
evolved to a broad portfolio of open source projects up until 2015."
},
"topics": [
"keynote",
"spring"
],
"room": "Auditorium",
"timeslot": "Wed 29th, 09:30-10:30",
"speaker": {
"name": "Juergen Hoeller",
"bio": "Juergen Hoeller is co-founder of the Spring Framework open source
project.",
"twitter": "https://twitter.com/springjuergen",
"picture": "http://www.springio.net/wp-content/uploads/2014/11/
juergen_hoeller-220x220.jpeg"
}
}
https://www.mongodb.com/use-cases/](https://image.slidesharecdn.com/mongowebinar6-160707212008/85/Polyglot-Persistence-with-MongoDB-and-Neo4j-13-320.jpg)
![MongoDB
Use Cases
• Product catalog
• User profiles
• Metadata
• Content
• Events
• Analytics
{
"session": {
"title": "12 Years of Spring: An Open Source Journey",
"abstract": "Spring emerged as a core open source project in early 2003 and
evolved to a broad portfolio of open source projects up until 2015."
},
"topics": [
"keynote",
"spring"
],
"room": "Auditorium",
"timeslot": "Wed 29th, 09:30-10:30",
"speaker": {
"name": "Juergen Hoeller",
"bio": "Juergen Hoeller is co-founder of the Spring Framework open source
project.",
"twitter": "https://twitter.com/springjuergen",
"picture": "http://www.springio.net/wp-content/uploads/2014/11/
juergen_hoeller-220x220.jpeg"
}
}
https://www.mongodb.com/use-cases/](https://image.slidesharecdn.com/mongowebinar6-160707212008/85/Polyglot-Persistence-with-MongoDB-and-Neo4j-14-320.jpg)
![Cypher: SQL for graphs
CREATE (:Person { name:“Dan”} ) -[:LOVES]-> (:Person { name:“Ann”} )
LOVES
Dan Ann
LABEL PROPERTY
NODE NODE
LABEL PROPERTY](https://image.slidesharecdn.com/mongowebinar6-160707212008/85/Polyglot-Persistence-with-MongoDB-and-Neo4j-17-320.jpg)
![Document to property graph
{
"session": {
"title": "12 Years of Spring: An Open Source Journey",
"abstract": "Spring emerged as a core open source
project in early 2003 and evolved to a broad portfolio of
open source projects up until 2015."
},
"topics": [
"keynote",
"spring"
],
"room": "Auditorium",
"timeslot": "Wed 29th, 09:30-10:30",
"speaker": {
"name": "Juergen Hoeller",
"bio": "Juergen Hoeller is co-founder of the Spring
Framework open source project.",
"twitter": "https://twitter.com/springjuergen",
"picture": "http://www.springio.net/wp-content/
uploads/2014/11/juergen_hoeller-220x220.jpeg"
}
}](https://image.slidesharecdn.com/mongowebinar6-160707212008/85/Polyglot-Persistence-with-MongoDB-and-Neo4j-78-320.jpg)
![{
"session": {
"title": "12 Years of Spring: An Open Source Journey",
"abstract": "Spring emerged as a core open source
project in early 2003 and evolved to a broad portfolio of
open source projects up until 2015."
},
"topics": [
"keynote",
"spring"
],
"room": "Auditorium",
"timeslot": "Wed 29th, 09:30-10:30",
"speaker": {
"name": "Juergen Hoeller",
"bio": "Juergen Hoeller is co-founder of the Spring
Framework open source project.",
"twitter": "https://twitter.com/springjuergen",
"picture": "http://www.springio.net/wp-content/
uploads/2014/11/juergen_hoeller-220x220.jpeg"
}
}
Document to property graph](https://image.slidesharecdn.com/mongowebinar6-160707212008/85/Polyglot-Persistence-with-MongoDB-and-Neo4j-79-320.jpg)
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- 11.
- 12. MongoDB Features • NoSQL database •Document datamodel • JSON-like documents (BSON) • Flexible data model • Horizontal scalability (sharding) • Complex queries { "session": { "title": "12 Years of Spring: An Open Source Journey", "abstract": "Spring emerged as a core open source project in early 2003 and evolved to a broad portfolio of open source projects up until 2015." }, "topics": [ "keynote", "spring" ], "room": "Auditorium", "timeslot": "Wed 29th, 09:30-10:30", "speaker": { "name": "Juergen Hoeller", "bio": "Juergen Hoeller is co-founder of the Spring Framework open source project.", "twitter": "https://twitter.com/springjuergen", "picture": "http://www.springio.net/wp-content/uploads/2014/11/ juergen_hoeller-220x220.jpeg" } }
- 13. MongoDB Use Cases • Productcatalog • User profiles • Metadata • Content • Events • Analytics { "session": { "title": "12 Years of Spring: An Open Source Journey", "abstract": "Spring emerged as a core open source project in early 2003 and evolved to a broad portfolio of open source projects up until 2015." }, "topics": [ "keynote", "spring" ], "room": "Auditorium", "timeslot": "Wed 29th, 09:30-10:30", "speaker": { "name": "Juergen Hoeller", "bio": "Juergen Hoeller is co-founder of the Spring Framework open source project.", "twitter": "https://twitter.com/springjuergen", "picture": "http://www.springio.net/wp-content/uploads/2014/11/ juergen_hoeller-220x220.jpeg" } } https://www.mongodb.com/use-cases/
- 14. MongoDB Use Cases • Productcatalog • User profiles • Metadata • Content • Events • Analytics { "session": { "title": "12 Years of Spring: An Open Source Journey", "abstract": "Spring emerged as a core open source project in early 2003 and evolved to a broad portfolio of open source projects up until 2015." }, "topics": [ "keynote", "spring" ], "room": "Auditorium", "timeslot": "Wed 29th, 09:30-10:30", "speaker": { "name": "Juergen Hoeller", "bio": "Juergen Hoeller is co-founder of the Spring Framework open source project.", "twitter": "https://twitter.com/springjuergen", "picture": "http://www.springio.net/wp-content/uploads/2014/11/ juergen_hoeller-220x220.jpeg" } } https://www.mongodb.com/use-cases/
- 15. Neo4j Graph Database • Propertygraph data model • Nodes and relationships • Native graph processing • Cypher query language
- 16. Property Graph ModelComponents Nodes • The objects in the graph • Can have name-value properties • Can be labeled Relationships • Relate nodes by type and direction • Can have name-value properties CAR DRIVES name: “Dan” born: May 29, 1970 twitter: “@dan” name: “Ann” born: Dec 5, 1975 since: Jan 10, 2011 brand: “Volvo” model: “V70” LOVES LOVES LIVES WITH OW NS PERSON PERSON
- 17. Cypher: SQL forgraphs CREATE (:Person { name:“Dan”} ) -[:LOVES]-> (:Person { name:“Ann”} ) LOVES Dan Ann LABEL PROPERTY NODE NODE LABEL PROPERTY
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- 21. NEO4J USE CASES RealTime Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search Network & IT-Operations GRAPH THINKING: Fraud Detection O PENED_ACCO UNT HAS IS_ISSUED HAS LIVES LIVES IS_ISSUED OPENED_ACCOUNT
- 22. GRAPH THINKING: Graph BasedSearch NEO4J USE CASES Real Time Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search Network & IT-Operations PUBLISH INCLUDE INCLUDE CREATE CAPTURE IN IN SOURCE USES USES IN IN USES SOURCE SOURCE
- 23. NEO4J USE CASES RealTime Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search Network & IT-Operations BROWSES CONNECTS BRIDGES ROUTES POWERS ROUTES POWERS POWERS HOSTS QUERIES GRAPH THINKING: Network & IT-Operations
- 24. GRAPH THINKING: Identity AndAccess Management NEO4J USE CASES Real Time Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search Network & IT-Operations TRUSTS TRUSTS ID ID AUTHENTICATES AUTHENTICATES O W NS OWNS CAN_READ
- 26.
- 27. The Traditional ApproachTowards Data
- 28.
- 29.
- 30. HR-tools Supply PaymentsLogistics CRM Support TRADITIONAL DATA STRUCTURE RDBMS RDBMS RDBMSRDBMS RDBMS RDBMS
- 31. SHIFT TOWARDS SYSTEMSOF ENGAGEMENT
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- 33. SHIFT TOWARDS SYSTEMSOF ENGAGEMENT You are here! Data volume
- 34. SYSTEMS OF RECORD RelationalDatabase Model Structured Pre-computed Based on rigid rules SYSTEMS OF ENGAGEMENT NoSQL Database Model Highly Flexible Real-Time Queries Highly Contextual
- 35.
- 37.
- 38. Polyglot Persistence • Differenttypes of data in different ways • Take advantage of strengths of different databases http://martinfowler.com/bliki/PolyglotPersistence.html
- 39. Polyglot Persistence Functionality Databasetype Shopping Cart Rapid session reads / writes Key-value store Orders / Product Catalog Frequent reads Document Customer social graph Recommendation Graph http://www.jamesserra.com/archive/2015/07/what-is-polyglot-persistence/
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- 43.
- 46. Course Catalog Browse &Search • Good use-case for a document database
- 48.
- 49. Course Catalog Browse &Search • Good use-case for a document database
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- 53.
- 54.
- 56.
- 57. Option 1: APOCProcedures
- 58.
- 59. Java Stored Procedures User-definedprocedures are written in Java, deployed into the database, and called from Cypher. http://neo4j.com/docs/developer-manual/current/#procedures
- 60.
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- 67.
- 68.
- 75. Option 2: Neo4jDoc Manager
- 76. Neo4j Doc Manager •Automatically sync documents from MongoDB to Neo4j • Convert documents into graph model http://neo4j.com/developer/mongodb/
- 77. Neo4j Doc Manager Automaticallysync documents from MongoDB to Neo4j
- 78. Document to propertygraph { "session": { "title": "12 Years of Spring: An Open Source Journey", "abstract": "Spring emerged as a core open source project in early 2003 and evolved to a broad portfolio of open source projects up until 2015." }, "topics": [ "keynote", "spring" ], "room": "Auditorium", "timeslot": "Wed 29th, 09:30-10:30", "speaker": { "name": "Juergen Hoeller", "bio": "Juergen Hoeller is co-founder of the Spring Framework open source project.", "twitter": "https://twitter.com/springjuergen", "picture": "http://www.springio.net/wp-content/ uploads/2014/11/juergen_hoeller-220x220.jpeg" } }
- 79. { "session": { "title": "12Years of Spring: An Open Source Journey", "abstract": "Spring emerged as a core open source project in early 2003 and evolved to a broad portfolio of open source projects up until 2015." }, "topics": [ "keynote", "spring" ], "room": "Auditorium", "timeslot": "Wed 29th, 09:30-10:30", "speaker": { "name": "Juergen Hoeller", "bio": "Juergen Hoeller is co-founder of the Spring Framework open source project.", "twitter": "https://twitter.com/springjuergen", "picture": "http://www.springio.net/wp-content/ uploads/2014/11/juergen_hoeller-220x220.jpeg" } } Document to property graph
- 80.
- 81.
- 82. Using Data Relationshipsfor Recommendations Content-based filtering Recommend items based on what users have liked in the past Collaborative filtering Predict what users like based on the similarity of their behaviors, activities and preferences to others Movie Person Person RATED SIMILARITY rating: 7 value: .92
- 87.
- 88.
- 89. https://hub.docker.com/_/neo4j/ docker pull neo4j OfficialNeo4j Docker Image
- 90.
- 91.
- 93.
- 94.
- 95.
- 96. Neo4j Integrations http://neo4j.com/developer/integration/ Neo4j+ MongoDB http://neo4j.com/developer/mongodb/ Neo4j Doc Manager https://github.com/neo4j-contrib/neo4j_doc_manager
- 97.