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Powering Graphs at Scale
3.9
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 01
2
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 01
3
Ukraine
Jörg Schad, PhD
Prev
● Suki.ai
● Mesosphere
● Architect @SAP Hana
● PhD Distributed DB
Systems
● Twitter: @joerg_schad
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
5
Scalable
Graph
Technology
Kube-Arango
Kubernetes
Integration
Managed
Service
Oasis
Document
Data Model
Key-Value
Data Model
Graph
Data Model
Iterative
Graph
Processing
Pregel
Graph ML
and Analytics
ArangoML
Full-Text
ArangoSearch
AQL
Unified Engine &
Queries
▸ Single Source of
Truth
▸ Developer
Knowledge
▸ Less Maintenance
▸ Faster Performance
ArangoDB
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
ArangoDB 3.9
6
https://www.arangodb.com/docs/3.9/release-notes-new-features39.html
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
7
Hybrid SmartGraphs*
● We are working on naming ;-)
Copyright © ArangoDB Inc., 2022 8
SmartGraph
What are SmartGraphs?
▸Scale-out Graphs
▸Smart Cluster Sharding
▸Query Optimized Distribution
▸Utilizes existing subgraphs
▸Near-local query computation in a cluster
▸Enterprise Feature
Copyright © ArangoDB Inc., 2022 9
Smart shard distribution turns a graph into a SmartGraph
Copyright © ArangoDB Inc., 2022 13
SmartGraph
Types
▸Standard SmartGraph
▸Disjoint SmartGraph
▸ No edges between different
smartGraphAttribute values
▸Hybrid & Hybrid Disjoint SmartGraphs
▸ New in ArangoDB 3.9
SmartGraph
Disjoint SmartGraph
Hybrid SmartGraph
Copyright © ArangoDB Inc., 2022 14
Satellite Collections
Copyright © ArangoDB Inc., 2022 15
Hybrid SmartGraphs
Copyright © ArangoDB Inc., 2022 16
Overview
▸SmartGraph that can include Satellite Collections
▸Satellite collections don’t
require smartGraphAttribute
▸Localizes more of the traversal
Hybrid SmartGraphs
Hybrid SmartGraphs
Copyright © ArangoDB Inc., 2022 17
Hybrid SmartGraphs Tutorial
https://colab.research.google.com/github/arangodb/interactive_tutorials/blob/master/note
books/HybridSmartGraphs.ipynb
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
1
8
Search Analyzer
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 19
ArangoSearch Flow
https://www.arangodb.com/community-server/technical-details/
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 20
New Analyzer Types
● Segmentation Analyzer tokenizes text in a
language-agnostic manner as per Unicode
Standard Annex #29
● Collation Analyzer converts the text into a
set of language-specific tokens.
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
2
1
AQL Functions
Copyright © ArangoDB Inc., 2022 - Confidential
AQL Functions
2
2
Decay functions
▸ DECAY_EXP()
▸ DECAY_LINEAR()
▸ DECAY_GAUSS()
Vector Functions
▸ Cosine similarity (COSINE_SIMILARITY)
▸ Manhattan distance (named L1_DISTANCE)
▸ Euclidean distance (named L2_DISTANCE)
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
2
3
Miscellaneous
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
ArangoDB 3.9
24
https://www.arangodb.com/docs/3.9/release-notes-new-features39.html
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
Upgrading
2
5
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
Upgrading
26
https://www.arangodb.com/docs/stable/upgrading.html
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
Upgrade
27
https://www.arangodb.com/docs/3.9/release-notes-upgrading-changes39.html
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
Driver Developers
28
https://www.arangodb.com/docs/3.9/release-notes-api-changes39.html
Copyright © ArangoDB Inc., 2022 - Confidential
2
9
Reminder: Supported Versions
https://www.arangodb.com/subscriptions/end-of-life-notice/
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
3
0
Roadmap
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 31
Roadmap
3.10 Beyond
DX/UX User Interface, Documentation, Metrics continuous improvements
Data Model SearchIndex
Query Capabilities ● Enterprise Graph ● GQL
● Pregel 2.0
● Trigger
● Changefeed
Cluster ● Optimized replication
● Read Replicas
● Auto Rebalance & Resharding
● Cluster 4.0
● Distributed Transactions
● V8 Infrastructure
Ecosystem ARM support Bi-Directional Kafka Connector,,
Kafka 2.0,
ArangoML Graph Library 2.0
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 01
3
W
What are you looking for in
3.10, 4.0, …..
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 01
3
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
2021 Review
34
Copyright © ArangoDB Inc., 2022 - Confidential
3
5
What to expect in ‘22?
(Some) Key Milestones
- ARM support
- New Cluster Replication
- Enterprise Graph
- Pregel/Custom Algorithms
- GQL
- ArangoSearch as Index
Copyright © ArangoDB Inc., 2022 - Confidential
3
6
Spark 2.0
Copyright © ArangoDB Inc., 2022 - Confidential
3
7
Dataloader
Copyright © ArangoDB Inc., 2022 - Confidential
3
8
ArangoDB 3.9
https://www.arangodb.com/2022/02/introducing-arangodb-3-9-further-powering-graph-at-scale/
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
3
9
Oasis
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
▸ Private network connections on Azure
▸ Disk autoscaler
▸ Disk performance options on AWS
▸ Per organization restrictions for authentication providers
Recently introduced
40
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
▸ Private network connections
▸ AWS, GCP
▸ Disk performance options on Azure & GCP
▸ Multi-region backups
▸ Easy data imports & migration
▸ Improved notification options
▸ SOC II compliance
To be introduced
41
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
4
2
Community
Copyright © ArangoDB Inc., 2022 - Confidential
4
3
ArangoDB Community
https://www.arangodb.com/community/
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
44
Community Pioneer Meetups
Previous Community Pioneer Meetups
▸ AQL in Portuguese
▸ Exploring Abstract Syntax Trees with
ArangoDB
▸ Fast Image Search using ArangoDB
▸ Why and How I Built my CMS on
ArangoDB and openresty
▸ Analyzing Political and Violent Risks with a
Knowledge Graphs
▸ Machine Learning + Immunology: How
ArangoDB Saved my Life
▸ RecallGraph: A Versioning Data Store for
Time-Variant Graphs Built on ArangoDB
▸ Seperate your Data Access Layer with
TypeScript Powered Microservices
Check out our Community Pioneer Playlist
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
45
Community Pioneer Meetups
Bluwr.Com: Using Blumycellium Automation
Tools with ArangoDB Backend
Abstract:
Bluwr.com is a text-based social publication
platform that aims at efficiently servicing
millions of users. Here we introduce how we
are using ArangoDB as the unique database for
the project and we will look at Blumycellium, a
lightweight library we developed for async
communication between processes that uses
ArangoDB as a back end. Blumycellium is one
of our main automation tools for Bluwr and will
be open-sourced from the get-go.
Join us on March 9th, 2022 3 PM PST
Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute
Interactive Tutorials
46
https://github.com/arangodb/interactive_tutorials
Copyright © ArangoDB Inc., 2022 - Confidential
4
7
Newsletter

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ArangoDB 3.9 - Further Powering Graphs at Scale

  • 2. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 01 2
  • 3. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 01 3 Ukraine
  • 4. Jörg Schad, PhD Prev ● Suki.ai ● Mesosphere ● Architect @SAP Hana ● PhD Distributed DB Systems ● Twitter: @joerg_schad
  • 5. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 5 Scalable Graph Technology Kube-Arango Kubernetes Integration Managed Service Oasis Document Data Model Key-Value Data Model Graph Data Model Iterative Graph Processing Pregel Graph ML and Analytics ArangoML Full-Text ArangoSearch AQL Unified Engine & Queries ▸ Single Source of Truth ▸ Developer Knowledge ▸ Less Maintenance ▸ Faster Performance ArangoDB
  • 6. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute ArangoDB 3.9 6 https://www.arangodb.com/docs/3.9/release-notes-new-features39.html
  • 7. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 7 Hybrid SmartGraphs* ● We are working on naming ;-)
  • 8. Copyright © ArangoDB Inc., 2022 8 SmartGraph What are SmartGraphs? ▸Scale-out Graphs ▸Smart Cluster Sharding ▸Query Optimized Distribution ▸Utilizes existing subgraphs ▸Near-local query computation in a cluster ▸Enterprise Feature
  • 9. Copyright © ArangoDB Inc., 2022 9 Smart shard distribution turns a graph into a SmartGraph
  • 10. Copyright © ArangoDB Inc., 2022 13 SmartGraph Types ▸Standard SmartGraph ▸Disjoint SmartGraph ▸ No edges between different smartGraphAttribute values ▸Hybrid & Hybrid Disjoint SmartGraphs ▸ New in ArangoDB 3.9 SmartGraph Disjoint SmartGraph Hybrid SmartGraph
  • 11. Copyright © ArangoDB Inc., 2022 14 Satellite Collections
  • 12. Copyright © ArangoDB Inc., 2022 15 Hybrid SmartGraphs
  • 13. Copyright © ArangoDB Inc., 2022 16 Overview ▸SmartGraph that can include Satellite Collections ▸Satellite collections don’t require smartGraphAttribute ▸Localizes more of the traversal Hybrid SmartGraphs Hybrid SmartGraphs
  • 14. Copyright © ArangoDB Inc., 2022 17 Hybrid SmartGraphs Tutorial https://colab.research.google.com/github/arangodb/interactive_tutorials/blob/master/note books/HybridSmartGraphs.ipynb
  • 15. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 1 8 Search Analyzer
  • 16. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 19 ArangoSearch Flow https://www.arangodb.com/community-server/technical-details/
  • 17. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 20 New Analyzer Types ● Segmentation Analyzer tokenizes text in a language-agnostic manner as per Unicode Standard Annex #29 ● Collation Analyzer converts the text into a set of language-specific tokens.
  • 18. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 2 1 AQL Functions
  • 19. Copyright © ArangoDB Inc., 2022 - Confidential AQL Functions 2 2 Decay functions ▸ DECAY_EXP() ▸ DECAY_LINEAR() ▸ DECAY_GAUSS() Vector Functions ▸ Cosine similarity (COSINE_SIMILARITY) ▸ Manhattan distance (named L1_DISTANCE) ▸ Euclidean distance (named L2_DISTANCE)
  • 20. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 2 3 Miscellaneous
  • 21. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute ArangoDB 3.9 24 https://www.arangodb.com/docs/3.9/release-notes-new-features39.html
  • 22. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute Upgrading 2 5
  • 23. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute Upgrading 26 https://www.arangodb.com/docs/stable/upgrading.html
  • 24. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute Upgrade 27 https://www.arangodb.com/docs/3.9/release-notes-upgrading-changes39.html
  • 25. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute Driver Developers 28 https://www.arangodb.com/docs/3.9/release-notes-api-changes39.html
  • 26. Copyright © ArangoDB Inc., 2022 - Confidential 2 9 Reminder: Supported Versions https://www.arangodb.com/subscriptions/end-of-life-notice/
  • 27. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 3 0 Roadmap
  • 28. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 31 Roadmap 3.10 Beyond DX/UX User Interface, Documentation, Metrics continuous improvements Data Model SearchIndex Query Capabilities ● Enterprise Graph ● GQL ● Pregel 2.0 ● Trigger ● Changefeed Cluster ● Optimized replication ● Read Replicas ● Auto Rebalance & Resharding ● Cluster 4.0 ● Distributed Transactions ● V8 Infrastructure Ecosystem ARM support Bi-Directional Kafka Connector,, Kafka 2.0, ArangoML Graph Library 2.0
  • 29. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 01 3 W What are you looking for in 3.10, 4.0, …..
  • 30. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 01 3
  • 31. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 2021 Review 34
  • 32. Copyright © ArangoDB Inc., 2022 - Confidential 3 5 What to expect in ‘22? (Some) Key Milestones - ARM support - New Cluster Replication - Enterprise Graph - Pregel/Custom Algorithms - GQL - ArangoSearch as Index
  • 33. Copyright © ArangoDB Inc., 2022 - Confidential 3 6 Spark 2.0
  • 34. Copyright © ArangoDB Inc., 2022 - Confidential 3 7 Dataloader
  • 35. Copyright © ArangoDB Inc., 2022 - Confidential 3 8 ArangoDB 3.9 https://www.arangodb.com/2022/02/introducing-arangodb-3-9-further-powering-graph-at-scale/
  • 36. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 3 9 Oasis
  • 37. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute ▸ Private network connections on Azure ▸ Disk autoscaler ▸ Disk performance options on AWS ▸ Per organization restrictions for authentication providers Recently introduced 40
  • 38. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute ▸ Private network connections ▸ AWS, GCP ▸ Disk performance options on Azure & GCP ▸ Multi-region backups ▸ Easy data imports & migration ▸ Improved notification options ▸ SOC II compliance To be introduced 41
  • 39. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 4 2 Community
  • 40. Copyright © ArangoDB Inc., 2022 - Confidential 4 3 ArangoDB Community https://www.arangodb.com/community/
  • 41. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 44 Community Pioneer Meetups Previous Community Pioneer Meetups ▸ AQL in Portuguese ▸ Exploring Abstract Syntax Trees with ArangoDB ▸ Fast Image Search using ArangoDB ▸ Why and How I Built my CMS on ArangoDB and openresty ▸ Analyzing Political and Violent Risks with a Knowledge Graphs ▸ Machine Learning + Immunology: How ArangoDB Saved my Life ▸ RecallGraph: A Versioning Data Store for Time-Variant Graphs Built on ArangoDB ▸ Seperate your Data Access Layer with TypeScript Powered Microservices Check out our Community Pioneer Playlist
  • 42. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute 45 Community Pioneer Meetups Bluwr.Com: Using Blumycellium Automation Tools with ArangoDB Backend Abstract: Bluwr.com is a text-based social publication platform that aims at efficiently servicing millions of users. Here we introduce how we are using ArangoDB as the unique database for the project and we will look at Blumycellium, a lightweight library we developed for async communication between processes that uses ArangoDB as a back end. Blumycellium is one of our main automation tools for Bluwr and will be open-sourced from the get-go. Join us on March 9th, 2022 3 PM PST
  • 43. Copyright © ArangoDB Inc., 2022 - Confidential - Do not redistribute Interactive Tutorials 46 https://github.com/arangodb/interactive_tutorials
  • 44. Copyright © ArangoDB Inc., 2022 - Confidential 4 7 Newsletter