--- title: How an open-source competitive benchmark helped to improve databases - ArangoDB description: "TL;DR: Our initial benchmark has raised a lot of interest. Initially we wanted to show that multi-model can compete with other solutions. Due to the open and competitive way we have conducted the benchmark, the discussions around it have lead to improvements in all products, better algorithms, faster drivers and better ways to use the…" --- 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) # How an open-source competitive benchmark helped to improve databases June 25, 2015 Tags: [Benchmark](https://blog.arangodb.com/blog/topic/benchmark), [Performance](https://blog.arangodb.com/blog/topic/performance), [General](https://blog.arangodb.com/blog/topic/general), [open-source](https://blog.arangodb.com/blog/topic/open-source) [Twitter](https://twitter.com/intent/tweet?url=https://blog.arangodb.com/blog/2015/06/how-an-open-source-competitive-benchmark-helped-to-improve-databases) [LinkedIn](http://www.linkedin.com/shareArticle?mini=true&url=https://blog.arangodb.com/blog/2015/06/how-an-open-source-competitive-benchmark-helped-to-improve-databases) [Reddit](https://www.reddit.com/share?url=https://blog.arangodb.com/blog/2015/06/how-an-open-source-competitive-benchmark-helped-to-improve-databases) [Yahoo](https://plus.google.com/share?url=https://blog.arangodb.com/blog/2015/06/how-an-open-source-competitive-benchmark-helped-to-improve-databases%3Futm_medium%3Dsocial%26utm_source%3Dgoogle_plus) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 5 minutes **TL;DR**: Our [initial benchmark](https://blog.arangodb.com/blog/2015/06/multi-model-benchmark) has raised a lot of interest. Initially we wanted to show that multi-model can compete with other solutions. Due to the open and competitive way we have conducted the benchmark, the discussions around it have lead to improvements in all products, better algorithms, faster drivers and better ways to use the databases. The latest edition of the NoSQL Performance Benchmark (2018) has been released. Please click [here](https://blog.arangodb.com/blog/2018/02/nosql-performance-benchmark-2018-mongodb-postgresql-orientdb-neo4j-arangodb) ### General Setup From the outset we published all code and data and asked the vendors of all tested products as well as the general public, not only to run the tests on their own machines, but also to suggest improvements in the data models, test code, database configuration, driver usage and server configuration. This lead to a lively discussion, lots of pull requests and even to the release of improved versions of the database products themselves! This process exceeded all our expectations and is yet another great example of community collaboration not only for fact finding but also for product improvements. Obviously, the same benchmark code will always show slightly different results when run on different hardware, operating systems, network setups and with more or less RAM. Therefore, a reliable result of a benchmark can essentially only be achieved by allowing everybody to run it on their own machines. The technical setup is described in the above [blog post](https://blog.arangodb.com/blog/2015/06/multi-model-benchmark). Let me briefly repeat the key facts. We wanted to test a client/server setup, where the client is implemented in node.js. The server and the client run on different machines. We took realistic data from a social network that allowed to do document based as well as graph queries. For more details, see [here](https://blog.arangodb.com/blog/2015/06/multi-model-benchmark/#Appendix). For some databases it is possible to define a schema on the profile data set. As we want to test the schema-less implementation of the database engines, we have not defined a schema – with the exception of **\_key** which is defined as string and contains a unique hash index for fast lookup. The test-cases assume that there is enough main memory available. The test machine has 60GB of memory. If you do the tests on a machine with only a few GBs of RAM, the result will look differently. But that is not the test-case we had in mind, because in a productive environment, you normally want to avoid swapping at all costs. That is why we also measured the memory usage. ### Contributing We’ve got many requests asking to test a particular database. The testing framework is open-source and available on GITHUB at [https://github.com/weinberger/nosql-tests](https://github.com/weinberger/nosql-tests) If you have a database **DatabaseDB** that you want to test, please create a directory called **databasedb** and within this directory provide a **description.js** file, which implements the database calls used in the tests. If possible, create an **import.sh** to generate the database – for example, see the script **import.sh** in **neo4j**. Then issue a pull request and we will run the tests on the GCE used for the initial tests. ### New Products / Versions New versions of Neo4J and OrientDB are available. Therefore we reran the tests. Michael Hunger has pointed out, that the **single write** test compares apple and oranges as Neo4J guaranties durability. We have therefore split this test into two use cases **single write** and **single write sync**. The latter waits until the write has synced to disk. ### Changes in the OrientDB Test A new version 2.1 RC 4 of OrientDB is available. This version implements the shortest path algorithm in a two-sided way ([look at the remark](https://blog.arangodb.com/blog/2015/06/performance-comparison-between-arangodb-mongodb-neo4j-and-orientdb)). Another major change is a different data-model. OrientDB provides so-called lightweight edges, which need to be turned on when creating the database, as you can [see in their documentation](https://orientdb.org/docs/3.0.x/). It is possible to use **ALTER DATABASE** to enable lightweight edges, but this will not change existing edges. Unfortunately, that meant we had to recreate the database from scratch – which took a while. Therefore we have created a new database dump using lightweight edges for your convenience, if you want to rerun the tests yourself. You can find the [dump on S3](https://s3.amazonaws.com/nosql-sample-data/orientdb-community-2.1.rc4.tar.bz2). An official node.js driver **orientjs** is available. It is a fork of the **oriento** driver with minor changes, [look here](https://github.com/orientechnologies/orientdb/issues/4354) for details. There is also a new version of the **oriento** driver. Both drivers show the same performance, therefore we have now switched to the official fork. It is possible to define a schema. As mentioned above, we wanted to tests the schema-less implementation in all databases. Therefore we have not enabled a fixed schema in OrientDB for the final tests. Defining a schema in OrientDB reduces the average resident memory from 18GB to 15GB and speeds up the aggregation, but on the other hand slows down the single reads and neighbors. ### Changes in Neo4J A new version Enterprise 2.3 SNAPSHOT of Neo4J is available. We have upgraded to this version. Michael Hunger has provided a much better warmup phase. This is now used in the tests and it has improved the shortest path dramatically. We have switched from **node-neo4j** to **neo4j** for the node.js driver as [suggested here](https://groups.google.com/forum/#!topic/neo4j/E5LsTfwROb8). As mentioned in [the blog](https://blog.arangodb.com/blog/2015/06/multi-model-benchmark), we have observed some glitches in the driver when doing a lot of single reads and writes in parallel. Following Michael Hunger’s suggestions we have used the **async** library to limit the outstanding requests issued to 32 concurrent requests for Neo4j. However, doing a direct test with Apache Bench shows a much higher throughput. Therefore we assume that there still are some improvements possible within the driver. The dbms.pagecache.memory parameter has been set to 10GB. We have also created a [new database dump for the 2.3 version](https://s3.amazonaws.com/nosql-sample-data/neo4j-enterprise-2.3.tar.bz2) ### Changes in ArangoDB It is possible to configure the durability on a per-collection or per-write-request basis. For the **durable-write** test, the durability has been enabled on a collection basis. ### Changes in MongoDB It is possible to wait after a write-request until the data has been saved to the journal file, [see under **journaled**](https://docs.mongodb.org/manual/core/write-concern/). This options is used for the **durable-write** test. ### The Hard Path As mentioned in the original blog post, we originally started with 20 pairs – one, however, blew up the tests. We are proud to report that now OrientDB and Neo4J are capable of finishing the search for the missing path – maybe thanks to our tests: - **ArangoDB**: 4ms - **Neo4J**: 254ms - **OrientDB**: 282.233 ms ### Updated Results The throughput measurements on the test machine for ArangoDB define the baseline (100%) for the comparisons. Lower percentages point to higher throughput and accordingly, higher percentages indicate lower throughput. ![updated_bench1](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/updated_bench1.png?width=640&height=193&name=updated_bench1.png) Overall test results: ![updated_bench3](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/updated_bench2-1.png?width=640&height=360&name=updated_bench2-1.png) For our tests we run the workloads 5 times (from scratch), averaging the results. For details about the hardware see the original blog post. [Twitter](https://twitter.com/intent/tweet?url=https://blog.arangodb.com/blog/2015/06/how-an-open-source-competitive-benchmark-helped-to-improve-databases) [LinkedIn](http://www.linkedin.com/shareArticle?mini=true&url=https://blog.arangodb.com/blog/2015/06/how-an-open-source-competitive-benchmark-helped-to-improve-databases) [Reddit](https://www.reddit.com/share?url=https://blog.arangodb.com/blog/2015/06/how-an-open-source-competitive-benchmark-helped-to-improve-databases) [Yahoo](https://plus.google.com/share?url=https://blog.arangodb.com/blog/2015/06/how-an-open-source-competitive-benchmark-helped-to-improve-databases%3Futm_medium%3Dsocial%26utm_source%3Dgoogle_plus) ![Picture of Frank Celler](https://blog.arangodb.com/hubfs/Imported_Blog_Media/Authors/Author-avatar.png) June 25, 2015 , [Frank Celler](https://blog.arangodb.com/blog/author/frank-celler) Frank is both entrepreneur and backend developer, developing mostly memory databases for two decades. He is the CTO and co-founder of ArangoDB. Try to challenge Frank asking him questions on C, C++ and MRuby. Besides Frank organizes Cologne’s NoSQL group & is an active member of NoSQL community. ### Leave a Comment 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)