--- title: Performance comparison between ArangoDB, MongoDB, Neo4j and OrientDB - ArangoDB description: The latest edition of the NoSQL Performance Benchmark (2018) has been released. Please click here My recent blog post “Native multi-model can compete” has sparked considerable interest on HN and other channels. As expected, the community has immediately suggested improvements to the published code base and I have already published updated results several times (special… --- 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) # Performance comparison between ArangoDB, MongoDB, Neo4j and OrientDB June 11, 2015 Tags: [Benchmark](https://blog.arangodb.com/blog/topic/benchmark), [Performance](https://blog.arangodb.com/blog/topic/performance) [Twitter](https://twitter.com/intent/tweet?url=https://blog.arangodb.com/blog/2015/06/performance-comparison-between-arangodb-mongodb-neo4j-and-orientdb) [LinkedIn](http://www.linkedin.com/shareArticle?mini=true&url=https://blog.arangodb.com/blog/2015/06/performance-comparison-between-arangodb-mongodb-neo4j-and-orientdb) [Reddit](https://www.reddit.com/share?url=https://blog.arangodb.com/blog/2015/06/performance-comparison-between-arangodb-mongodb-neo4j-and-orientdb) [Yahoo](https://plus.google.com/share?url=https://blog.arangodb.com/blog/2015/06/performance-comparison-between-arangodb-mongodb-neo4j-and-orientdb%3Futm_medium%3Dsocial%26utm_source%3Dgoogle_plus) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 4 minutes 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) My recent blog post [“Native multi-model can compete”](https://blog.arangodb.com/blog/2015/06/multi-model-benchmark) has sparked considerable interest on HN and other channels. As expected, the community has immediately suggested improvements to the published code base and I have already published updated results several times (special thanks go to [Hans-Peter Grahsl](https://twitter.com/hpgrahsl), [Aseem Kishore](https://twitter.com/aseemk), [Chris Vest](https://twitter.com/chvest) and [Michael Hunger](https://twitter.com/mesirii)). Please note: An update is [available](https://blog.arangodb.com/blog/2015/06/how-an-open-source-competitive-benchmark-helped-to-improve-databases) (June ’15) and a [new performance test with PostgreSQL](https://blog.arangodb.com/blog/2015/10/benchmark-postgresql-mongodb-arangodb) added. Here are the latest figures and diagrams: ![chart performance r105](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/chart_performance_r105-900x506.jpg?width=640&height=360&name=chart_performance_r105-900x506.jpg "chart performance r105") The aim of the exercise was to show that a multi-model database can successfully compete with special players on their own turf with respect to performance and memory consumption. Therefore it is not surprising that quite a few interested readers have asked, whether I could include OrientDB, the other prominent native multi-model database. Eager to make our case for multi-model even stronger, my collegues and I immediately set out to give OrientDB a spin. There is an officially supported node.js driver [Oriento](https://github.com/codemix/oriento) using the fast binary protocol and OrientDB easily offers everything we need for the comparison at hand in its SQL dialect and due to its multi-model nature. To our great disappointment the results were not as good as expected. It seems obvious that there is something wrong in the way I am using OrientDB. So I have asked OrientDB users to check the implementation but they could not immediately spot the problem. Therefore I would love to see suggestions and will publish updated results as soon as they come in. ### Results Enough talk, here are the results, this time including OrientDB, as was suggested by many. ![chart performance r201](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/chart_performance_r201-900x506.jpg?width=640&height=360&name=chart_performance_r201-900x506.jpg "chart performance r201") ![table comparison r201](https://blog.arangodb.com/hs-fs/hubfs/Imported_Blog_Media/table_comparison_r201-900x299.jpg?width=640&height=212&name=table_comparison_r201-900x299.jpg "table comparison r201") Clearly something is wrong here. Any help to improving things would be much appreciated. [Discuss on HN](https://news.ycombinator.com/item?id=9699102). ### Details of how we use OrientDB For OrientDB, we import the profiles in one class and the relations in another, but they are also stored as direct links between nodes in the objects of the `Profile` class (“index free adjacency”). All queries are sent as SQL queries to the database. The Oriento driver uses promises in the usual node.js style. Single document queries and aggregations are native to SQL and therefore straightforward. For the neighbor queries we use OrientDB’s graph extensions that use the direct links. The second degree neighbors with unique results was a bit of a challenge but with some outside help we managed to find an SQL query that works. ShortestPath is also directly supported as a function call in SQL. Oriento currently only supports one connection to the database. In order to parallelize the requests, we used 25 instances of the driver – giving us 25 parallel connections to the server. This improved performance considerably. ### Some conjectures about reasons As mentioned above, we do not really understand what is going on here. We had a short look at the (open source version of the) code. It seems that OrientDB uses an implementation of Dijkstra’s algorithm for the ShortestPath that proceeds only from the source, contrary to ArangoDB and Neo4j. This essentially explains the bad performance in the shortest path test, since our social graph is typical in that it is highly connected and essentially shows an exponential growth of the neighborhood of each vertex with the distance. We can only repeat that any hints about how to improve this situation would be more than welcome, and that we will immediately update this post when new findings arise. We perform exactly [the same tests as before](https://blog.arangodb.com/blog/2015/06/multi-model-benchmark/#Appendix), please read the full description there. ### Resources and Contribution All code used in this test can be downloaded from my [Github repository](https://github.com/weinberger/nosql-tests) and all the data is published in a public *Amazon S3 bucket.* The tar file consists of two folders data (database) and import (source files). - [https://s3.amazonaws.com/nosql-sample-data/arangodb-2.6.tar.bz2](https://s3.amazonaws.com/nosql-sample-data/arangodb-2.6.tar.bz2) - [https://s3.amazonaws.com/nosql-sample-data/mongodb-3.0.3.tar.bz2](https://s3.amazonaws.com/nosql-sample-data/mongodb-3.0.3.tar.bz2) - https://s3.amazonaws.com/nosql-sample-data/neo4j-community-2.2.2.tar.bz2 - [https://s3.amazonaws.com/nosql-sample-data/orientdb-community-2.0.9.tar.bz2](https://s3.amazonaws.com/nosql-sample-data/orientdb-community-2.0.9.tar.bz2) Everybody is welcome to contribute by testing other databases and sharing the results. [Twitter](https://twitter.com/intent/tweet?url=https://blog.arangodb.com/blog/2015/06/performance-comparison-between-arangodb-mongodb-neo4j-and-orientdb) [LinkedIn](http://www.linkedin.com/shareArticle?mini=true&url=https://blog.arangodb.com/blog/2015/06/performance-comparison-between-arangodb-mongodb-neo4j-and-orientdb) [Reddit](https://www.reddit.com/share?url=https://blog.arangodb.com/blog/2015/06/performance-comparison-between-arangodb-mongodb-neo4j-and-orientdb) [Yahoo](https://plus.google.com/share?url=https://blog.arangodb.com/blog/2015/06/performance-comparison-between-arangodb-mongodb-neo4j-and-orientdb%3Futm_medium%3Dsocial%26utm_source%3Dgoogle_plus) ![Picture of admin](https://blog.arangodb.com/hubfs/Imported_Blog_Media/Authors/Author-avatar.png) June 11, 2015 , [admin](https://blog.arangodb.com/blog/author/admin) ### 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) - 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