--- title: ArangoDB Blog | Willi Goesgens description: Willi is part of ArangoDB Core team. He primarily works on performance tuning, the release process of ArangoDB and helping the community with his broad experience. --- ArangoDB 3.12 Product Release Announcement! Read the blog for details. [Read Blog](https://arangodb.com/2024/03/arangodb-3-12-performance-for-all-your-data-models/) [![logo](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/logo.png?width=301&height=50&name=logo.png "logo")](https://arango.ai) ### Why Graph [The Rise of Graph](https://arangodb.com/the-rise-of-graph/) [The Graph ML Gamechanger](https://arangodb.com/the-graph-ml-gamechanger/) [Consolidate to Graph](https://arangodb.com/graph-vs-relational/) [Graph DB Basics](https://arangodb.com/graph-database/) ### Products [Managed Graph DB](https://arangodb.com/arangograph-managedgraphdb/) [Self-Managed Graph DB](https://arangodb.com/arangograph-selfmanaged/) [Managed Graph ML](https://arangodb.com/managed-ml-graph/) [Community Edition](https://arangodb.com/community-server/) [Compare Products](https://arangodb.com/subscriptions/) ### Solutions Use Cases Industries Solution Accelerators - [Cyber/Threat Mgmt](https://arangodb.com/solutions/use-cases/cyber-threat-management/) - [Fraud Detection](https://arangodb.com/solutions/use-cases/fraud-detections/) - [Supply Chain](https://arangodb.com/solutions/use-cases/supply-chain/) - [Network Asset Management](https://arangodb.com/solutions/use-cases/network-asset-management/) - [Customer & Patient 360](https://blog.arangodb.com/solutions/use-case/customer-and-patient-360/) - [Recommendations](https://arangodb.com/solutions/use-cases/recommendations/) - [Case Management](https://blog.arangodb.com/solutions/use-case/case-management/) - [Geospatial Analysis](https://arangodb.com/solutions/use-cases/geospatial/) - [Master Data Mgmt](https://arangodb.com/solutions/use-cases/master-data-management/) - [Software & Technology](https://arangodb.com/arangodb-for-software-tech/) - [Financial Services](https://arangodb.com/arangodb-for-financial-services/) - [Tele Communication](https://arangodb.com/telecommunications-and-network/) - [E-commerce](https://arangodb.com/arangodb-for-e-commerce/) - [Healthcare](https://arangodb.com/arangodb-for-healthcare/) - [Government](https://arangodb.com/arangodb-for-government/) - [Aerospace & Defence](https://arangodb.com/arangodb-for-aerospace-defense/) - [Manufacturing](https://arangodb.com/arangodb-for-manufacturing/) - [Enterprise Knowledge Graphs](https://arangodb.com/resources/white-papers/enterprise-knowledge-graphs/) - [Entity Resolution](https://arangodb.com/entity-resolution/) - [Traceability/Lineage](https://arangodb.com/traceability-and-lineage/) - [Contexual Relevance](https://arangodb.com/contextual-relevance/) ### Developers Capabilities Integrations Differentiators - [Graph Traversals](https://arangodb.com/graph-traversals/) - [Multi-Model DB](https://arangodb.com/multi-model-db/) - [LLM + Knowledge Graph](https://arangodb.com/llm-knowledge-graph/) - [Graph ML](https://arangodb.com/managed-ml-graph/) - [Advanced Geospatial](https://arangodb.com/advanced-geospatial/) - [Document Store](https://arangodb.com/document-store/) - [Search Engine](https://arangodb.com/full-text-search-engine/) - [Security & Compliance](https://arangodb.com/security/) - [Data Masking](https://arangodb.com/Data-masking/) - [Key/Value DB](https://arangodb.com/integrated-key-value-support/) - [Clients / Languages](https://arangodb.com/clients-languages/) - [BI Tools](https://arangodb.com/bi-tools-support/) - [Containers](https://arangodb.com/container-support/) - [Community driven](https://arangodb.com/community-driven/) - [Model Flexibility](https://arangodb.com/model-flexibility/) - [Graph Scalability](https://arangodb.com/graph-scalability/) - [Performance at Scale](https://arangodb.com/performance-at-scale/) - [Highest Availability](https://arangodb.com/highest-availability/) - [Unified Query Language](https://arangodb.com/unified-query-languageaql/) - [Graph + Native Document](https://arangodb.com/graph-document/) - [Graph + Native Search](https://arangodb.com/graph-search/) - [Cost Effective](https://arangodb.com/cost-effective-development-operation/) - [Full Geospatial](https://arangodb.com/full-geospatial/) ### Customers [All Case Studies](https://arangodb.com/solutions/solutions-customers/#all) [Government & Cyber](https://arangodb.com/solutions/solutions-customers/#Government-Cyber) [Manufacturing & Supply Chain](https://arangodb.com/solutions/solutions-customers/#Manufacturing-Supply-Chain) [Healthcare & Science](https://arangodb.com/solutions/solutions-customers/#Healthcare-Science) [Retail & Commerce](https://arangodb.com/solutions/solutions-customers/#Retail-Commerce) [Technology](https://arangodb.com/solutions/solutions-customers/#Technology) [Education](https://arangodb.com/solutions/solutions-customers/#Education) [Telco](https://arangodb.com/solutions/solutions-customers/#Telco) [Financial Services](https://arangodb.com/solutions/solutions-customers/#Financial-Services) ### Learn [Documentation](https://docs.arangodb.com/stable/) [Developer Hub](https://developer.arangodb.com/) [ArangoDB University](https://university.arangodb.com/) [Blog](https://arangodb.com/blog/) [Certification](https://arangodb.com/learn/certification/) [Community](https://arangodb.com/community/) [Events](https://arangodb.com/events/) [Resources](https://arangodb.com/resources/) [Training Center](https://arangodb.com/learn/) ### Company [About Us](https://arangodb.com/about-us/) [Team](https://arangodb.com/about-arangodb/) [Partners](https://arangodb.com/partners/) [News](https://arangodb.com/news/) [Careers](https://arangodb.applytojob.com/apply) ### Pricing - Why Graph - [The Rise of Graph](https://arangodb.com/the-rise-of-graph/) - [The Graph ML Gamechanger](https://arangodb.com/the-graph-ml-gamechanger/) - [Consolidate to Graph](https://arangodb.com/graph-vs-relational/) - [Graph DB Basics](https://arangodb.com/graph-database/) - Products - [Managed Graph DB](https://arangodb.com/arangograph-managedgraphdb/) - [Self-Managed Graph DB](https://arangodb.com/arangograph-selfmanaged/) - [Managed Graph ML](https://arangodb.com/managed-ml-graph/) - [Community Edition](https://arangodb.com/community-server/) - [Compare Products](https://arangodb.com/subscriptions/) - Solutions - Use Cases - [Cyber/Threat Mgmt](https://arangodb.com/solutions/use-cases/cyber-threat-management/) - [Fraud Detection](https://arangodb.com/solutions/use-cases/fraud-detections/) - [Supply Chain](https://arangodb.com/solutions/use-cases/supply-chain/) - [Network Asset Management](https://arangodb.com/solutions/use-cases/network-asset-management/) - [Customer & Patient 360](https://arangodb.com/solutions/use-cases/customer-and-patient-360/) - [Recommendations](https://arangodb.com/solutions/use-cases/recommendations/) - [Case Management](https://arangodb.com/solutions/use-cases/case-management/) - [Geospatial Analysis](https://arangodb.com/solutions/use-cases/geospatial/) - [Master Data Mgmt](https://arangodb.com/solutions/use-cases/master-data-management/) - Industries - [Software & Technology](https://arangodb.com/arangodb-for-software-tech/) - [Financial Services](https://arangodb.com/arangodb-for-financial-services/) - [Tele Communication](https://arangodb.com/telecommunications-and-network/) - [E-commerce](https://arangodb.com/arangodb-for-e-commerce/) - [Healthcare](https://arangodb.com/arangodb-for-healthcare/) - [Government](https://arangodb.com/arangodb-for-government/) - [Aerospace & Defence](https://arangodb.com/arangodb-for-aerospace-defense/) - [Manufacturing](https://arangodb.com/arangodb-for-manufacturing/) - Solution Accelerators - [Enterprise Knowledge Graphs](https://arangodb.com/resources/white-papers/enterprise-knowledge-graphs/) - [Entity Resolution](https://arangodb.com/entity-resolution/) - [Traceability/Lineage](https://arangodb.com/traceability-and-lineage/) - [Contexual Relevance](https://arangodb.com/contextual-relevance/) - Customers - [All Case Studies](https://arangodb.com/solutions/solutions-customers/#all) - [Government & Cyber](https://arangodb.com/solutions/solutions-customers/#Government-Cyber) - [Manufacturing & Supply Chain](https://arangodb.com/solutions/solutions-customers/#Manufacturing-Supply-Chain) - [Healthcare & Science](https://arangodb.com/solutions/solutions-customers/#Healthcare-Science) - [Retail & Commerce](https://arangodb.com/solutions/solutions-customers/#Retail-Commerce) - [Technology](https://arangodb.com/solutions/solutions-customers/#Technology) - [Education](https://arangodb.com/solutions/solutions-customers/#Education) - [Telco](https://arangodb.com/solutions/solutions-customers/#Telco) - [Financial Services](https://arangodb.com/solutions/solutions-customers/#Financial-Services) - Learn - [Documentation](https://docs.arangodb.com/stable/) - [Developer Hub](https://developer.arangodb.com/) - [ArangoDB University](https://university.arangodb.com/) - [Blog](https://arangodb.com/blog/) - [Certification](https://arangodb.com/learn/certification/) - [Community](https://arangodb.com/community/) - [Events](https://arangodb.com/events/) - [Resources](https://arangodb.com/resources/) - [Training Center](https://arangodb.com/learn/) - Company - [About Us](https://arangodb.com/about-us/) - [Team](https://arangodb.com/about-arangodb/) - [Partners](https://arangodb.com/partners/) - [News](https://arangodb.com/news/) - [Careers](https://arangodb.applytojob.com/apply) - [Pricing](https://arangodb.com/download-major/pricing/) [**Start Free** ArangoGraph Cloud](https://dashboard.arangodb.cloud/signup?acceptedTermsAndConditions=1) [**Download Now** ArangoDB Enterprise](https://arangodb.com/download-arangodb-enterprise/) ![Vector-5](https://blog.arangodb.com/hubfs/Imported_Blog_Media/search.svg) ## [Steps to reduce ArangoDB’s resource footprint](https://blog.arangodb.com/blog/2019/03/small-steps-reduce-arangodb-resource-footprint) March 21, 2019 Tags: [Performance](https://blog.arangodb.com/blog/topic/performance), [General](https://blog.arangodb.com/blog/topic/general) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 9 minutes This is an update of the 2016 blog post [How to put ArangoDB to Spartan-Mode](https://blog.arangodb.com/2016/03/put-arangodb-spartan-mode/). [(more…)](https://blog.arangodb.com/blog/2019/03/small-steps-reduce-arangodb-resource-footprint) ## [Using The Linux Kernel and Cgroups to Simulate Starvation](https://blog.arangodb.com/blog/2019/01/using-the-linux-kernel-and-cgroups-to-simulate-starvation) January 11, 2019 Tags: [Performance](https://blog.arangodb.com/blog/topic/performance), [General](https://blog.arangodb.com/blog/topic/general) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 4 minutes When using a database like ArangoDB it is also important to explore how it behaves once it reaches system bottlenecks, or which KPIs (Key Performance Indicators) it can achieve in your benchmarks under certain limitations. One can achieve this by torturing the system by effectively saturating the resources using random processes. This however will drown your system effectively – it may hinder you from capturing statistics, do debugging, and all other sorts of things you’re used to from a normally running system. The more clever way is to tell your system to limit the available resources for.. [(more…)](https://blog.arangodb.com/blog/2019/01/using-the-linux-kernel-and-cgroups-to-simulate-starvation) ## [Using the ArangoDB Swagger.io Interactive API Documentation](https://blog.arangodb.com/blog/2018/03/using-arangodb-swaggerio-interactive-api-documentation) March 22, 2018 Tags: [API](https://blog.arangodb.com/blog/topic/api), [General](https://blog.arangodb.com/blog/topic/general) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 4 minutes ArangoDB bundles its [regular API Documentation](https://www.arangodb.com/docs/stable/http/) also in [Swagger.IO](https://swagger.io/) API description format. You can browse and explore it interactively via the ArangoDB Webinterface. [(more…)](https://blog.arangodb.com/blog/2018/03/using-arangodb-swaggerio-interactive-api-documentation) ## [Performance analysis with pyArango: Part III Measuring possible capacity with usage Scenarios](https://blog.arangodb.com/blog/2017/10/performance-analysis-pyarango-usage-scenarios) October 26, 2017 Tags: [Community](https://blog.arangodb.com/blog/topic/community), [Performance](https://blog.arangodb.com/blog/topic/performance), [how to](https://blog.arangodb.com/blog/topic/how-to), [General](https://blog.arangodb.com/blog/topic/general), [monitoring](https://blog.arangodb.com/blog/topic/monitoring), [python](https://blog.arangodb.com/blog/topic/python), [testing](https://blog.arangodb.com/blog/topic/testing), [Tutorial](https://blog.arangodb.com/blog/topic/tutorial) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 14 minutes So you measured and tuned your system like described in the [Part I](https://blog.arangodb.com/blog/2017/09/performance-analysis-using-pyarango) and [Part II](https://blog.arangodb.com/blog/2017/09/performance-analysis-pyarango-inspecting-transactions) of these blog post series. Now you want to get some figures how many end users your system will be able to serve. Therefore you define “scenarios” which will be typical for what your users do. One such a user scenario could i.e. be: [(more…)](https://blog.arangodb.com/blog/2017/10/performance-analysis-pyarango-usage-scenarios) ## [Performance analysis with pyArango: Part II Inspecting transactions](https://blog.arangodb.com/blog/2017/09/performance-analysis-pyarango-inspecting-transactions) September 28, 2017 Tags: [Community](https://blog.arangodb.com/blog/topic/community), [Performance](https://blog.arangodb.com/blog/topic/performance), [General](https://blog.arangodb.com/blog/topic/general), [python](https://blog.arangodb.com/blog/topic/python), [Tutorial](https://blog.arangodb.com/blog/topic/tutorial) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 3 minutes Following the [previous blog post](https://blog.arangodb.com/blog/2017/09/performance-analysis-using-pyarango) on performance analysis with pyArango, where we had a look at graphing using statsd for simple queries, we will now dig deeper into inspecting transactions. At first, we split the initialization code and the test code. [(more…)](https://blog.arangodb.com/blog/2017/09/performance-analysis-pyarango-inspecting-transactions) ## [Performance analysis using pyArango Part I](https://blog.arangodb.com/blog/2017/09/performance-analysis-using-pyarango) September 21, 2017 Tags: [Community](https://blog.arangodb.com/blog/topic/community), [Performance](https://blog.arangodb.com/blog/topic/performance), [python](https://blog.arangodb.com/blog/topic/python), [Tutorial](https://blog.arangodb.com/blog/topic/tutorial) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 6 minutes This is Part I of Performance analysis using pyArango blog series. Please refer here for: [Part II](https://blog.arangodb.com/2017/09/performance-analysis-pyarango-inspecting-transactions/) (cluster) and [Part III](https://blog.arangodb.com/2017/10/performance-analysis-pyarango-usage-scenarios/) (measuring system capacity). Usually, your application will persist of a set of queries on ArangoDB for one scenario (i.e. displaying your user’s account information etc.) When you want to make your application scale, you’d fire requests on it, and see how it behaves. Depending on internal processes execution times of these scenarios vary a bit. We will take intervals of 10 seconds, and graph the values we will get there: - average – all times measured during the interval,.. [(more…)](https://blog.arangodb.com/blog/2017/09/performance-analysis-using-pyarango) ## [Introducing ArangoDB snapcraft.io Packages](https://blog.arangodb.com/blog/2016/12/arangodb-snapcraft-packaging) December 01, 2016 Tags: [Community](https://blog.arangodb.com/blog/topic/community), [General](https://blog.arangodb.com/blog/topic/general) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 4 minutes ### ArangoDB Packaging With ArangoDB 3.0 we reworked the build process to be based completely on [cmake](https://cmake.org). The packaging was partly done using cpack (Windows, Mac), for the rest regular packaging scripts on the SuSE OBS were used. With ArangoDB 3.1 we reworked all packaging to be included in the ArangoDB Source code and use [CPack](https://gitlab.kitware.com/cmake/community/-/wikis/doc/cpack/Packaging-With-CPack). Users can now easily use that to build their own Packages from the source, as we do with Jenkins. Community member **Artur Janke** ([@servusoft](https://github.com/servusoft)) contributed the new ubuntu snap packaging assisted by **Michael Hall** ([@mhall119](https://twitter.com/mhall119)). Big thanks for that! [Download packages](https://www.arangodb.com/download/) for Snap.. [(more…)](https://blog.arangodb.com/blog/2016/12/arangodb-snapcraft-packaging) ## [Using Public Key infrastructure with Debian / Ubuntu repositories](https://blog.arangodb.com/blog/2015/06/public-key-infrastructure-debian-ubuntu) June 06, 2015 Tags: [General](https://blog.arangodb.com/blog/topic/general), [Tutorial](https://blog.arangodb.com/blog/topic/tutorial) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 2 minutes We want to have a full chain of trust for our debian packages. Therefore the Suse [Open Build Service (OBS)](http://openbuildservice.org/) service signs them. We publish the key alongside the repository. However, one can do better and do the validation right on `apt-get install arangodb`. Here’s how: [(more…)](https://blog.arangodb.com/blog/2015/06/public-key-infrastructure-debian-ubuntu) ## [Running ArangoDB Cluster on Debian and the Merii Hummingbird A80 Optimus – Part 1](https://blog.arangodb.com/blog/2015/05/merii-hummingbird-a80-optimus-cluster) May 29, 2015 Tags: [ARM: Raspberry + Co.](https://blog.arangodb.com/blog/topic/arm-raspberry-co-), [Cluster](https://blog.arangodb.com/blog/topic/cluster) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 6 minutes For running ArangoDB in clusters doing performance tests we wanted to have a non virtualized set of descent hardware with fast ethernet connection, enough RAM (since thats what Arango needs) and multicore CPU. Since you need a bunch of them, cheap ARM devel boards come to mind. The original **Raspberry PI** (we have those) is out of the game due to V8 is not supporting it anymore. The now available **PI 2** doesn’t cut it, since its ethernet NIC is connected via USB (as on the original PI). The **Odroid** series only have one of both: Fast ethernet or enough RAM. The **Cubieboard 4** wasn’t available yet,.. [(more…)](https://blog.arangodb.com/blog/2015/05/merii-hummingbird-a80-optimus-cluster) ## [String Comparison Performance](https://blog.arangodb.com/blog/2015/05/string-comparison-performance) May 05, 2015 Tags: [Performance](https://blog.arangodb.com/blog/topic/performance) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 2 minutes We’ve been using [Callgrind](http://valgrind.org/docs/manual/cl-manual.html) with its [powerful frontend KCachegrind](http://kcachegrind.sourceforge.net/html/Home.html) for quiet some time to analyse where the hot spots can be found inside of ArangoDB. One thing always accounting for a huge chunk of the resource usage was string comparison. Yes, string comparison isn’t as cheap as one may think, but its been even a bit more than one would expect. And since much of the business of a database is string comparison, its used a lot. ArangoDB and V8 use the [ICU Library](http://site.icu-project.org) for these purposes (with no alternatives on the market) – so basically we heavily rely on the performance of the ICU library... [(more…)](https://blog.arangodb.com/blog/2015/05/string-comparison-performance) « [1](https://blog.arangodb.com/blog/author/willi-goesgens/page/1) [2](https://blog.arangodb.com/blog/author/willi-goesgens/page/2) [»](https://blog.arangodb.com/blog/author/willi-goesgens/page/2) Get the latest tutorials, blog posts and news: Tags - [General](https://blog.arangodb.com/blog/topic/general) - [Release](https://blog.arangodb.com/blog/topic/release) - [Community](https://blog.arangodb.com/blog/topic/community) - [Releases](https://blog.arangodb.com/blog/topic/releases) - [Performance](https://blog.arangodb.com/blog/topic/performance) - [Tutorial](https://blog.arangodb.com/blog/topic/tutorial) - [Foxx](https://blog.arangodb.com/blog/topic/foxx) - [AQL](https://blog.arangodb.com/blog/topic/aql) - [API](https://blog.arangodb.com/blog/topic/api) - [Newsletter](https://blog.arangodb.com/blog/topic/newsletter) - [Cluster](https://blog.arangodb.com/blog/topic/cluster) - [Graph](https://blog.arangodb.com/blog/topic/graph) - [Graphs](https://blog.arangodb.com/blog/topic/graphs) - [Documentation](https://blog.arangodb.com/blog/topic/documentation) - [Javascript](https://blog.arangodb.com/blog/topic/javascript) - [Query Language](https://blog.arangodb.com/blog/topic/query-language) - [Architecture](https://blog.arangodb.com/blog/topic/architecture) - [NoSQL](https://blog.arangodb.com/blog/topic/nosql) - [Enterprise](https://blog.arangodb.com/blog/topic/enterprise) - [Ruby](https://blog.arangodb.com/blog/topic/ruby) - [RocksDB](https://blog.arangodb.com/blog/topic/rocksdb) - [testing](https://blog.arangodb.com/blog/topic/testing) - [ArangoML](https://blog.arangodb.com/blog/topic/arangoml) - [Machine Learning](https://blog.arangodb.com/blog/topic/machine-learning) - [Benchmark](https://blog.arangodb.com/blog/topic/benchmark) - [Java](https://blog.arangodb.com/blog/topic/java) - [driver](https://blog.arangodb.com/blog/topic/driver) - [multi-model](https://blog.arangodb.com/blog/topic/multi-model) - [geo](https://blog.arangodb.com/blog/topic/geo) - [how to](https://blog.arangodb.com/blog/topic/how-to) - [Drivers](https://blog.arangodb.com/blog/topic/drivers) - [PHP](https://blog.arangodb.com/blog/topic/php) - [Security](https://blog.arangodb.com/blog/topic/security) - [nodejs](https://blog.arangodb.com/blog/topic/nodejs) - [python](https://blog.arangodb.com/blog/topic/python) - [ArangoSearch](https://blog.arangodb.com/blog/topic/arangosearch) - [Kubernetes](https://blog.arangodb.com/blog/topic/kubernetes) - [Presentation](https://blog.arangodb.com/blog/topic/presentation) - [open-source](https://blog.arangodb.com/blog/topic/open-source) - [Future-of-nosql](https://blog.arangodb.com/blog/topic/future-of-nosql) - [GitHub](https://blog.arangodb.com/blog/topic/github) - [ARM: Raspberry + Co.](https://blog.arangodb.com/blog/topic/arm-raspberry-co-) - [Fraud Detection](https://blog.arangodb.com/blog/topic/fraud-detection) - [Managed Service](https://blog.arangodb.com/blog/topic/managed-service) - [arangosh](https://blog.arangodb.com/blog/topic/arangosh) - [C++](https://blog.arangodb.com/blog/topic/c) - [Cloud](https://blog.arangodb.com/blog/topic/cloud) - [Conferences](https://blog.arangodb.com/blog/topic/conferences) - [Data Science](https://blog.arangodb.com/blog/topic/data-science) - [HTTP](https://blog.arangodb.com/blog/topic/http) - [ML](https://blog.arangodb.com/blog/topic/ml) - [Pregel](https://blog.arangodb.com/blog/topic/pregel) - [Replication](https://blog.arangodb.com/blog/topic/replication) - [WebUI](https://blog.arangodb.com/blog/topic/webui) - [graph database](https://blog.arangodb.com/blog/topic/graph-database) - [monitoring](https://blog.arangodb.com/blog/topic/monitoring) - [pytorch](https://blog.arangodb.com/blog/topic/pytorch) - [Application Server](https://blog.arangodb.com/blog/topic/application-server) - [ArangoGraphML](https://blog.arangodb.com/blog/topic/arangographml) - [Community Edition](https://blog.arangodb.com/blog/topic/community-edition) - [Compliance](https://blog.arangodb.com/blog/topic/compliance) - [Linux](https://blog.arangodb.com/blog/topic/linux) - [Publication](https://blog.arangodb.com/blog/topic/publication) - [Relational Database](https://blog.arangodb.com/blog/topic/relational-database) - [SOC 2](https://blog.arangodb.com/blog/topic/soc-2) - [Windows](https://blog.arangodb.com/blog/topic/windows) - [licensing](https://blog.arangodb.com/blog/topic/licensing) - [networkx](https://blog.arangodb.com/blog/topic/networkx) - [storage](https://blog.arangodb.com/blog/topic/storage) - [ARM](https://blog.arangodb.com/blog/topic/arm) - [Alliances](https://blog.arangodb.com/blog/topic/alliances) - [ArangoDB Cloud](https://blog.arangodb.com/blog/topic/arangodb-cloud) - [ArangoSync](https://blog.arangodb.com/blog/topic/arangosync) - [Arangograph](https://blog.arangodb.com/blog/topic/arangograph) - [CNFC](https://blog.arangodb.com/blog/topic/cnfc) - [DC/OS](https://blog.arangodb.com/blog/topic/dc-os) - [DGL Adaptor](https://blog.arangodb.com/blog/topic/dgl-adaptor) - [Data Loader](https://blog.arangodb.com/blog/topic/data-loader) - [Dev Days 2021](https://blog.arangodb.com/blog/topic/dev-days-2021) - [Developer Hub](https://blog.arangodb.com/blog/topic/developer-hub) - [Funding Announcement](https://blog.arangodb.com/blog/topic/funding-announcement) - [GO](https://blog.arangodb.com/blog/topic/go) - [GenAI](https://blog.arangodb.com/blog/topic/genai) - [Graph DB](https://blog.arangodb.com/blog/topic/graph-db) - [Graph DBs](https://blog.arangodb.com/blog/topic/graph-dbs) - [Graph Databases](https://blog.arangodb.com/blog/topic/graph-databases) - [Graph Neural Networks](https://blog.arangodb.com/blog/topic/graph-neural-networks) - [GraphDB](https://blog.arangodb.com/blog/topic/graphdb) - [Inside ArangoDB](https://blog.arangodb.com/blog/topic/inside-arangodb) - [Intel](https://blog.arangodb.com/blog/topic/intel) - [Intel PyG](https://blog.arangodb.com/blog/topic/intel-pyg) - [Intel Xeon CPU](https://blog.arangodb.com/blog/topic/intel-xeon-cpu) - [KG](https://blog.arangodb.com/blog/topic/kg) - [Knowledge Graphs](https://blog.arangodb.com/blog/topic/knowledge-graphs) - [LLM](https://blog.arangodb.com/blog/topic/llm) - [Large Language Models](https://blog.arangodb.com/blog/topic/large-language-models) - [Migrate to Graph](https://blog.arangodb.com/blog/topic/migrate-to-graph) - [NetworkX Adaptor](https://blog.arangodb.com/blog/topic/networkx-adaptor) - [Oasis](https://blog.arangodb.com/blog/topic/oasis) - [Partners](https://blog.arangodb.com/blog/topic/partners) - [PyG](https://blog.arangodb.com/blog/topic/pyg) - [PyTorch Geometric](https://blog.arangodb.com/blog/topic/pytorch-geometric) - [RDF](https://blog.arangodb.com/blog/topic/rdf) - [Series B](https://blog.arangodb.com/blog/topic/series-b) - [adapter](https://blog.arangodb.com/blog/topic/adapter) - [analytics](https://blog.arangodb.com/blog/topic/analytics) - [analyzers](https://blog.arangodb.com/blog/topic/analyzers) - [arangopipe](https://blog.arangodb.com/blog/topic/arangopipe) - [atomics](https://blog.arangodb.com/blog/topic/atomics) - [aws](https://blog.arangodb.com/blog/topic/aws) - [collaboration](https://blog.arangodb.com/blog/topic/collaboration) - [concurrency](https://blog.arangodb.com/blog/topic/concurrency) - [dev days](https://blog.arangodb.com/blog/topic/dev-days) - [fuzzy search](https://blog.arangodb.com/blog/topic/fuzzy-search) - [graphsage](https://blog.arangodb.com/blog/topic/graphsage) - [licence](https://blog.arangodb.com/blog/topic/licence) - [memory model](https://blog.arangodb.com/blog/topic/memory-model) - [plugin](https://blog.arangodb.com/blog/topic/plugin) - [preprocessing](https://blog.arangodb.com/blog/topic/preprocessing) - [recommendation](https://blog.arangodb.com/blog/topic/recommendation) - [resource description framework](https://blog.arangodb.com/blog/topic/resource-description-framework) - [semantic web](https://blog.arangodb.com/blog/topic/semantic-web) - [torch](https://blog.arangodb.com/blog/topic/torch) - [turtle](https://blog.arangodb.com/blog/topic/turtle) - [x86](https://blog.arangodb.com/blog/topic/x86) - [— Relational Database](https://blog.arangodb.com/blog/topic/-relational-database) [![logo](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/logo.png?width=301&height=50&name=logo.png "logo")](https://arango.ai) ArangoGraph Insights Platform Accelerate application innovation and performance with our next-generation graph data and analytics platform. - - - - - #### Quick Links - [Quick Start](https://docs.arangodb.com/3.11/) - [Roadmap](https://arangodb.com/roadmap/) - [Language Drivers](https://docs.arangodb.com/3.11/develop/drivers/) - [Case Studies](https://arangodb.com/solutions/solutions-customers/#all) - [BI Connectors](https://arangodb.com/community-driven/bi-connector-arangodb/) - [Certification Exam](https://arangodb.com/learn/certification/) #### Info - [Community](https://arangodb.com/community/) - [Events](https://arangodb.com/events) - [Online Meetup](https://www.meetup.com/online-ArangoDB-meetup/) - [Logo/Resources](https://arangodb.com/resources/logos/) - [Stackoverflow](https://stackoverflow.com/questions/tagged/arangodb) - [Slack](https://join.slack.com/t/arangodb-community/shared_invite/zt-2d4p43cma-flyf72j9a9wq4A2OtuMFkA) #### About Us - [About Us](https://arangodb.com/about-us/) - [Jobs](https://arangodb.applytojob.com/apply) - [Imprint](https://arangodb.com/imprint/) - [Contact Us](https://arangodb.com/contact/) - [News](https://arangodb.com/news/) - [Google Groups](https://groups.google.com/g/arangodb) #### Stay In Touch Keep up with the latest news from the ArangoDB ©2023 ArangoDB. All Rights Reserved. [Terms & Conditions](https://cloud.arangodb.com/terms-and-conditions)|[Our Privacy Policy](https://cloud.arangodb.com/privacy-policy) ![](https://www.facebook.com/tr?id=336858843477853&ev=PageView&noscript=1)