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Road to NODES 2023: Graphing Relational Databases
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Ghlen Nagels Road to NODES 2023 https://dev.neo4j.com/NODES2023
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Neo4j
Open Source NOSQL Graph Database à Neo4j
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Road to NODES 2023: Graphing Relational Databases
1.
© 2023 Neo4j,
Inc. All rights reserved. © 2023 Neo4j, Inc. All rights reserved. 1 Graphing Relational Databases Ghlen Nagels (https://nagels.tech, @GhlenNagels) Freelance Consultant @ Neo4j, aRes Travel Inc, NTC & more
2.
© 2023 Neo4j,
Inc. All rights reserved. Plan Introduction When To Migrate Example Project In-Depth Cases 2
3.
© 2023 Neo4j,
Inc. All rights reserved. 3 Introduction 3
4.
© 2023 Neo4j,
Inc. All rights reserved. Introduction: Experience Telecommunications Life sciences - Provided Multiple Migration Services - PHP Driver Author & Maintainer - Authored much material on this - Mapped ORM/Query Builder from Relational to Graph - Provided Multiple Tutorials / Workshops 4
5.
© 2023 Neo4j,
Inc. All rights reserved. Introduction: Requirement Essentials Telecommunications Life sciences - Understanding of basic SQL principles - Understanding of basic Cypher/CQL query language 5
6.
© 2023 Neo4j,
Inc. All rights reserved. Introduction: How to get the most out of this Telecommunications Life sciences - Experience with migrating schemas, data and systems - Have Docker installed - Understand cursors and the impact on memory - Have experience in PHP 6
7.
© 2023 Neo4j,
Inc. All rights reserved. Introduction: Frustration Telecommunications Life sciences 7
8.
© 2023 Neo4j,
Inc. All rights reserved. 8 The promised Land [LMW][AN]M[PJT]+ → [LMW][AN][MG][PJT]+ 8 https://www.youtube.com/watch?v=dFgkXxoSwWo
9.
© 2023 Neo4j,
Inc. All rights reserved. 9 9 Ecosystem
10.
© 2023 Neo4j,
Inc. All rights reserved. Path To The Promised Land: Option 1 Telecommunications Life sciences 10
11.
© 2023 Neo4j,
Inc. All rights reserved. Path To The Promised Land: Option 2 Telecommunications Life sciences 11
12.
© 2023 Neo4j,
Inc. All rights reserved. Path to the promised land: Telecommunications Life sciences 12 The ecosystem does not necessarily help you get there Proper planning and understanding your data model does
13.
© 2023 Neo4j,
Inc. All rights reserved. Introduction: Mindset Telecommunications Life sciences 13 - Confidence: Relational Database Models can be Directly translated to Graphs - Understanding: The real challenge is understanding you own Data Model - Patterns: Every DB pattern has a solution on how to translate it to Graphs (we’ll see 4 patterns today)
14.
© 2023 Neo4j,
Inc. All rights reserved. 14 When to Migrate 14
15.
© 2023 Neo4j,
Inc. All rights reserved. When to Migrate Telecommunications Life sciences 15 - Holistic Problem - Always complicated - Risk versus Reward A collection of indicators help decide
16.
© 2023 Neo4j,
Inc. All rights reserved. Migration Indicator: Slow join operations Telecommunications Life sciences 16 - Relationships are not a first class-citizen in Relational Databases - Recursive joins and big datasets put a chokehold on Your Applications - Almost all other Indicators are actually Sub-optimal solutions to this
17.
© 2023 Neo4j,
Inc. All rights reserved. Migration Indicator: Caches for everything Telecommunications Life sciences 17 - A cache is a great tool to optimise performance - Premature optimisation is the root of all evil - Caching introduces data duplication - Cache flushing is a horrible problem to have especially in complex server topologies
18.
© 2023 Neo4j,
Inc. All rights reserved. Migration Indicator: Esoteric Solutions (for simple problems) Telecommunications Life sciences 18 - Ever come up with your own indexing system? - Polymorphism (see later) - Materialised views - Database triggers - Dynamic queries without parameters - Verrrryyy lazy loading - …
19.
© 2023 Neo4j,
Inc. All rights reserved. Migration Indicator: Non Normalised Tables Telecommunications Life sciences 19 - They actually taught me this in college - Willfully introduces data duplicity to improve performance
20.
© 2023 Neo4j,
Inc. All rights reserved. Migration Indicator: Lots of DB Migrations Telecommunications Life sciences 20 - Constantly changing data models - Are being hampered by a system with forced schemas - Changing, moving and splitting tables are expensive - Complicates CI
21.
© 2023 Neo4j,
Inc. All rights reserved. Migration Indicator: Painful Data Science Stack Telecommunications Life sciences 21
22.
© 2023 Neo4j,
Inc. All rights reserved. 22 Example Project 22
23.
© 2023 Neo4j,
Inc. All rights reserved. Example Project: The Schema Telecommunications Life sciences 23
24.
© 2023 Neo4j,
Inc. All rights reserved. Example Project: Key Takeaways Telecommunications Life sciences 24 - Simple Join: Comments have one user - Self Join: Articles and Comments are hierarchical - Pivot Table: An Article may contain multiple Tags A Tag can tag multiple Articles - Polymorphism: Categories are all-encompassing
25.
© 2023 Neo4j,
Inc. All rights reserved. Example Project: Goals Telecommunications Life sciences 25 - Query Simplications - Speed upgrades - Easy Migration
26.
© 2023 Neo4j,
Inc. All rights reserved. Neo4j Workshop ⚡ Let’s get down to business 💻 26 https://github.com/transistive/book-example
27.
© 2023 Neo4j,
Inc. All rights reserved. Query Simplifications: Simple Join Telecommunications Life sciences 27
28.
© 2023 Neo4j,
Inc. All rights reserved. Query Simplifications: Self Join Telecommunications Life sciences 28
29.
© 2023 Neo4j,
Inc. All rights reserved. Query Simplifications: Pivot Table Telecommunications Life sciences 29
30.
© 2023 Neo4j,
Inc. All rights reserved. Query Simplifications: Polymorphism Telecommunications Life sciences 30
31.
© 2023 Neo4j,
Inc. All rights reserved. Query Simplifications: Polymorphism Telecommunications Life sciences 31
32.
© 2023 Neo4j,
Inc. All rights reserved. Query Simplifications: Key Insight 32 All four cases map to the same data solution
33.
© 2023 Neo4j,
Inc. All rights reserved. Query Simplifications: Another Unfair Example Telecommunications Life sciences 33 How to query the hierarchical structure of articles?
34.
© 2023 Neo4j,
Inc. All rights reserved. Query Simplifications: Another Unfair Example Telecommunications Life sciences 34
35.
© 2023 Neo4j,
Inc. All rights reserved. Query Simplifications: Another Unfair Example Telecommunications Life sciences 35
36.
© 2023 Neo4j,
Inc. All rights reserved. 36 In-Depth Cases 36
37.
© 2023 Neo4j,
Inc. All rights reserved. Overall Strategy Telecommunications Life sciences 37 - Identify what is a Node and a Relationship - Insert the Nodes with the original identification in the origin database - Connect the Relationships using the original identification in the original database. AKA the FINAL JOIN - Optional: Wipe original database identification
38.
© 2023 Neo4j,
Inc. All rights reserved. In-Depth Cases: Nodes Telecommunications Life sciences 38
39.
© 2023 Neo4j,
Inc. All rights reserved. In-Depth Cases: Simple joins & self joins Telecommunications Life sciences 39 - The connection information is in both pair of nodes - MERGE is your friend - Introduce a cartesian product with a where expression limiting the matches - Potentially optimise performance with Indexes (Congratulations, you just reinvented foreign keys in a graph database) - Use Limit + Result Summary to chunk the query if required
40.
© 2023 Neo4j,
Inc. All rights reserved. In-Depth Cases: Relationships Telecommunications Life sciences 40
41.
© 2023 Neo4j,
Inc. All rights reserved. In-Depth Cases: Pivot tables Telecommunications Life sciences 41 - The pivot table is the relationship - Use the identifying information to match a cartesian product, limited through a Where Expression - All other rules apply - Remove the Pivot Table Nodes
42.
© 2023 Neo4j,
Inc. All rights reserved. In-Depth Cases: Polymorphism Telecommunications Life sciences 42 - Treat the polymorphic table as a pivot table - Use application level logic to translate the table names to node labels
43.
© 2023 Neo4j,
Inc. All rights reserved. Neo4j Workshop ⚡ Let’s get down to business 💻 43 back to the same code
44.
© 2023 Neo4j,
Inc. All rights reserved. Let’s stay connected with the community dev.neo4j.com/chat
45.
© 2023 Neo4j,
Inc. All rights reserved. Let’s stay connected ghlen@nagels.tech Whatsapp +32 485 49 64 90
46.
© 2023 Neo4j,
Inc. All rights reserved. © 2023 Neo4j, Inc. All rights reserved. Thank You! Special thanks to: Martin O’Hanlon and Jennifer Reif Questions?