--- title: Dockerizing a Bloom-based Nonces Service in 10 Minutes - ArangoDB description: In this article I want to explain how to setup a nonce-microservice using docker. Nonce are one-time tokens that are used to ensure that an action can only be taken once. In a project, we needed to ensure that a pay button is only pressed once. Note that nonces are not used to sign requests… --- 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) # Dockerizing a Bloom-based Nonces Service in 10 Minutes June 26, 2015 Tags: [Foxx](https://blog.arangodb.com/blog/topic/foxx), [Documentation](https://blog.arangodb.com/blog/topic/documentation), [Tutorial](https://blog.arangodb.com/blog/topic/tutorial) [Twitter](https://twitter.com/intent/tweet?url=https://blog.arangodb.com/blog/2015/06/dockerizing-a-bloom-based-nonces-service-in-10-minutes) [LinkedIn](http://www.linkedin.com/shareArticle?mini=true&url=https://blog.arangodb.com/blog/2015/06/dockerizing-a-bloom-based-nonces-service-in-10-minutes) [Reddit](https://www.reddit.com/share?url=https://blog.arangodb.com/blog/2015/06/dockerizing-a-bloom-based-nonces-service-in-10-minutes) [Yahoo](https://plus.google.com/share?url=https://blog.arangodb.com/blog/2015/06/dockerizing-a-bloom-based-nonces-service-in-10-minutes%3Futm_medium%3Dsocial%26utm_source%3Dgoogle_plus) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 5 minutes In this article I want to explain how to setup a nonce-microservice using docker. Nonce are one-time tokens that are used to ensure that an action can only be taken once. In a project, we needed to ensure that a **pay** button is only pressed once. Note that nonces are not used to sign requests or identify a user. This is a separate mechanism. ArangoDB contains a nonce implementation which is a variation of Bloom-filters. It allows to store nearly unlimited nonces within a limited amount of memory. Nonce are allowed to age, that is after an hour they might expire. If there is sufficient interest, I will explain the algorithm implemented in a separate blog post. ### The Crypto Functions The functions provided by ArangoDB are **createNonce** and **checkAndMarkNonce**. The first creates a new nonce, while the latter will check and mark the nonce as used, it will return **true** if it was not yet used. ``` arangosh [_system]> var crypto = require("org/arangodb/crypto"); arangosh [_system]> crypto.createNonce() VY0hJ2E118sktanp arangosh [_system]> crypto.checkAndMarkNonce("VY0hJ2E118sktanp") true arangosh [_system]> crypto.checkAndMarkNonce("VY0hJ2E118sktanp") false ``` In order to use these functions from our node.js application, I have created two endpoints using the Foxx framework available in ArangoDB. ``` POST /nonce ``` will create a new nonce and return it in the form of a JSON object with a single string attribute **nonce**. ``` PUT /nonce/THE_NONCE_STRING ``` checks the nonce and marks it as used, it will return **true** or **false**. The Foxx application is straightforward and consists of a small controller file, which wraps the two crypto functions. ``` controller.post('/', function (req, res) { res.json({ nonce: crypto.createNonce() }); }); ``` and ``` controller.put('/:id', function (req, res) { res.json(crypto.checkAndMarkNonce(req.urlParameters.id)); }) .pathParam('id', nonceIdSchema) .errorResponse(ArangoError, 404, 'The nonce could not be found'); ``` The complete source code can be found on [github](https://github.com/arangodb/foxx-nonce). ### Testing it locally First of all, let’s test our shiny new application locally. Startup an ArangoDB and use the frontend to install the nonce service from github [![FOXX1](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/FOXX1-900x421.png?width=300&height=140&name=FOXX1-900x421.png "FOXX1")](https://blog.arangodb.com/hubfs/Imported_Blog_Media/FOXX1.png) We can now tests the service using the interactive documentation. Using the “POST” route, we create a new nonce. [![FOXX2](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/FOXX2-900x713.png?width=300&height=238&name=FOXX2-900x713.png "FOXX2")](https://blog.arangodb.com/hubfs/Imported_Blog_Media/FOXX2.png) The first time we validate it, the validation succeeds. [![FOXX3](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/FOXX3-900x169.png?width=300&height=56&name=FOXX3-900x169.png "FOXX3")](https://blog.arangodb.com/hubfs/Imported_Blog_Media/FOXX3-1.png) After that, the token is used [![FOXX4](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/FOXX4-1.png?width=300&height=56&name=FOXX4-1.png "FOXX4")](https://blog.arangodb.com/hubfs/Imported_Blog_Media/FOXX4.png) ### Create a Docker Container For easy deployment, I’m going to create a docker container. A Dockerfile for a vanilla installation of ArangoDB is available at ``` https://github.com/arangodb/arangodb-docker ``` I’ll go for version 2.6 ``` shell> git clone -b 2.6 https://github.com/arangodb/arangodb-docker.git shell> cd arangodb-docker ``` The standard Dockerfile comes without any installed foxxes. It is, however, easily possible to create mounted foxxes during initialization. Create a file **foxxes/mounts.json** with your mount points. ``` shell> cat foxxes/mounts.json [ { "app": "nonce.zip", "mount": "/service" } ] ``` You also need to copy the Foxx zip of the nonce application into the directory foxxes. The zip can either be downloaded from the local installation via the download button or created from the repository on GITHUB. ``` shell> wget https://github.com/arangodb/foxx-nonce/archive/master.zip shell> mv master.zip foxxes/nonce.zip ``` The access to ArangoDB is password protected by default. However, we want to access the service without a password. ``` shell> cat local-config/arangod.conf.local [server] authenticate-system-only = true ``` This will waive the password restriction for any installed foxx, while keeping the administration interface and the standard API protected. That’s it. Create a Docker container and be happy. ``` shell> docker build --tag=nonce . shell> docker run -p 8529:8529 nonce ``` You can now test the service using CURL ``` shell> curl -s -L -X POST --data '' "http://192.168.59.103:8529/service/nonce" | json_pp { "nonce" : "VY0509IwliaiD--T" } shell> curl -s -L -X PUT --data '' "http://192.168.59.103:8529/service/nonce/VY0509IwliaiD--T" | json_pp true shell> curl -s -L -X PUT --data '' "http://192.168.59.103:8529/service/nonce/VY0509IwliaiD--T" | json_pp false ``` ### Final remarks This was easy, wasn’t it? Please note that we have already prepared foxx apps in our **ArangoDB store** that deal with [oauth3 authentication](https://github.com/arangodb/foxx-oauth3), [session service](https://github.com/arangodb/foxx-sessions) (for a complete worked example see [sessions-example](https://github.com/arangodb/foxx-sessions-example)) and the like. The installation and deployment work equally simple and completely analogously to the above. Microservices are the future. With this technology it can arrive even faster than anticipated anyway. [Twitter](https://twitter.com/intent/tweet?url=https://blog.arangodb.com/blog/2015/06/dockerizing-a-bloom-based-nonces-service-in-10-minutes) [LinkedIn](http://www.linkedin.com/shareArticle?mini=true&url=https://blog.arangodb.com/blog/2015/06/dockerizing-a-bloom-based-nonces-service-in-10-minutes) [Reddit](https://www.reddit.com/share?url=https://blog.arangodb.com/blog/2015/06/dockerizing-a-bloom-based-nonces-service-in-10-minutes) [Yahoo](https://plus.google.com/share?url=https://blog.arangodb.com/blog/2015/06/dockerizing-a-bloom-based-nonces-service-in-10-minutes%3Futm_medium%3Dsocial%26utm_source%3Dgoogle_plus) ![Picture of Frank Celler](https://blog.arangodb.com/hubfs/Imported_Blog_Media/Authors/Author-avatar.png) June 26, 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)