--- title: ArangoDB Blog | geo description: geo | --- 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/) - 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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) ## [ArangoBnB: Data Preparation Case Study](https://blog.arangodb.com/blog/2021/06/arangobnb-data-preparation-case-study) June 01, 2021 Tags: [Community](https://blog.arangodb.com/blog/topic/community), [ArangoSearch](https://blog.arangodb.com/blog/topic/arangosearch), [geo](https://blog.arangodb.com/blog/topic/geo), [Javascript](https://blog.arangodb.com/blog/topic/javascript), [General](https://blog.arangodb.com/blog/topic/general), [multi-model](https://blog.arangodb.com/blog/topic/multi-model) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 20 minutes Estimated reading time: 18 minutes This case study covers a data exploration and analysis scenario about modeling data when migrating to ArangoDB. The topics covered in this case study include: - Importing data into ArangoDB - Developing Application Requirements before modeling - Data Analysis and Exploration with AQL This case study can hopefully be used as a guide as it shows step-by-step instructions and discusses the motivations in exploring and transforming data in preparation for a real-world application.The information contained in this case study is derived from the development of the.. [(more…)](https://blog.arangodb.com/blog/2021/06/arangobnb-data-preparation-case-study) ## [ArangoDB 3.4 GA Full-text Search, GeoJSON, Streaming & More](https://blog.arangodb.com/blog/2018/12/arangodb-3-4-full-text-search-geojson) December 06, 2018 Tags: [ArangoSearch](https://blog.arangodb.com/blog/topic/arangosearch), [Cluster](https://blog.arangodb.com/blog/topic/cluster), [Releases](https://blog.arangodb.com/blog/topic/releases), [geo](https://blog.arangodb.com/blog/topic/geo), [General](https://blog.arangodb.com/blog/topic/general), [RocksDB](https://blog.arangodb.com/blog/topic/rocksdb) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 7 minutes The ability to see your data from various perspectives is the idea of a multi-model database. Having the freedom to combine these perspectives into a single query is the idea behind *native* multi-model in ArangoDB. Extending this freedom is the main thought behind the release of ArangoDB 3.4. We’re always excited to put a new version of ArangoDB out there, but this time it’s something special. This new release includes two huge features: a C++ based full-text search and ranking engine called *ArangoSearch*; and largely extended capabilities for geospatial queries by integrating Google™ S2.. [(more…)](https://blog.arangodb.com/blog/2018/12/arangodb-3-4-full-text-search-geojson) ## [RC1 ArangoDB 3.4 – What’s new?](https://blog.arangodb.com/blog/2018/09/rc1-arangodb-3-4-whats-new) September 06, 2018 Tags: [ArangoSearch](https://blog.arangodb.com/blog/topic/arangosearch), [Cluster](https://blog.arangodb.com/blog/topic/cluster), [Releases](https://blog.arangodb.com/blog/topic/releases), [geo](https://blog.arangodb.com/blog/topic/geo), [General](https://blog.arangodb.com/blog/topic/general), [Release](https://blog.arangodb.com/blog/topic/release) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 7 minutes For ArangoDB 3.4 we already added 100,000 lines of code, happily deleted 50,000 lines and changed over 13,000 files until today. We merged countless PRs, invested months of problem solving, hacking, testing, hacking and testing again and are super excited to share the feature complete RC1 of ArangoDB 3.4 with you today. Download the technical preview package for your OS: [RC1 3.4 Community](https://arangodb.com/download-major/) and [RC1 3.4 Enterprise](https://arangodb.com/download-arangodb-enterprise/). The team implemented over 40 new features, improvements and optimizations. In this short post, we will highlight just a few of them. You can find a full list in the [release notes](https://www.arangodb.com/docs/stable/release-notes-new-features34.html) and.. [(more…)](https://blog.arangodb.com/blog/2018/09/rc1-arangodb-3-4-whats-new) ## [Index types and how indexes are used in ArangoDB: Part II](https://blog.arangodb.com/blog/2018/03/index-types-indexes-used-arangodb-part-2) March 01, 2018 Tags: [Performance](https://blog.arangodb.com/blog/topic/performance), [geo](https://blog.arangodb.com/blog/topic/geo), [General](https://blog.arangodb.com/blog/topic/general), [RocksDB](https://blog.arangodb.com/blog/topic/rocksdb) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 9 minutes In the first part of this article we dived deep into what indexes are currently available in ArangoDB (3.2 and 3.3), also briefly looking at what improvements are coming with ArangoDB 3.4. [Read Part I here](https://blog.arangodb.com/blog/2018/02/indexes-types-arangodb-part-1). In this Part II, we are going to focus on how to actually add indexes to a data model and speed up specific queries. ### Adding indexes to the data model The goal of adding an extra index to the data model is to speed up a certain query or even multiple queries. One of the first things that should be done during development of AQL queries should be to review the output of the `explain` command... [(more…)](https://blog.arangodb.com/blog/2018/03/index-types-indexes-used-arangodb-part-2) ## [Index types and how indexes are used in ArangoDB: Part I](https://blog.arangodb.com/blog/2018/02/indexes-types-arangodb-part-1) February 22, 2018 Tags: [Performance](https://blog.arangodb.com/blog/topic/performance), [geo](https://blog.arangodb.com/blog/topic/geo), [General](https://blog.arangodb.com/blog/topic/general), [RocksDB](https://blog.arangodb.com/blog/topic/rocksdb) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 10 minutes As in other database systems, indexes can be used in ArangoDB to speed up data retrieval queries, sometimes by many orders of magnitude. Getting the indexes set up the right way is essential for good query performance, so this is an important topic that affects most ArangoDB installations. [(more…)](https://blog.arangodb.com/blog/2018/02/indexes-types-arangodb-part-1) ## [An Introduction to Geo Indexes and their performance characteristics: Part II](https://blog.arangodb.com/blog/2018/01/introduction-geo-indexes-performance-characteristics-part-2) January 18, 2018 Tags: [Performance](https://blog.arangodb.com/blog/topic/performance), [geo](https://blog.arangodb.com/blog/topic/geo), [General](https://blog.arangodb.com/blog/topic/general) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 5 minutes ### Geo Index Implementation This section will cover the MMFiles based geo-index. The algorithm is optimized for in-memory accesses and optimal CPU cache utilization. The main goal for our geo queries is to reject as many distant possible result points as fast as possible. [(more…)](https://blog.arangodb.com/blog/2018/01/introduction-geo-indexes-performance-characteristics-part-2) ## [An Introduction to Geo Indexes and their performance characteristics: Part I](https://blog.arangodb.com/blog/2018/01/introduction-geo-indexes-performance-characteristics-part-1) January 04, 2018 Tags: [Architecture](https://blog.arangodb.com/blog/topic/architecture), [Performance](https://blog.arangodb.com/blog/topic/performance), [geo](https://blog.arangodb.com/blog/topic/geo), [General](https://blog.arangodb.com/blog/topic/general) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 8 minutes Starting with the mass-market availability of smartphones and continuing with IoT devices, self-driving cars ever more data is generated with geo information attached to it. Analyzing this data in real-time requires the use of clever indexing data-structures. Geo data in ArangoDB consists of 2 or more dimensions representing (x, y) coordinates on the earth surface. Searching on a single number is essentially a solved problem, but effectively searching on multi-dimensional data can be more difficult as standard indexing techniques cannot be used.There exist a variety of indexing techniques. In.. [(more…)](https://blog.arangodb.com/blog/2018/01/introduction-geo-indexes-performance-characteristics-part-1) ## [A geo demonstration using Foxx](https://blog.arangodb.com/blog/2017/09/geo-demonstration-using-foxx) September 14, 2017 Tags: [Foxx](https://blog.arangodb.com/blog/topic/foxx), [geo](https://blog.arangodb.com/blog/topic/geo) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 2 minutes Geo data is getting more and more important for today’s applications. The growing number of location-aware services, IoT applications and other solutions using latitude and longitude ask for precise and fast processing of geo data. Let me show you in this quick demonstration how you can use geo functions and visualize your data using Foxx and leaflet.js. [(more…)](https://blog.arangodb.com/blog/2017/09/geo-demonstration-using-foxx) ## [Using Hilbert curves and Polyhedrons for Geo-Indexing](https://blog.arangodb.com/blog/2012/03/using-hilbert-curves-and-polyhedrons-for-geo-indexing) March 31, 2012 Tags: [geo](https://blog.arangodb.com/blog/topic/geo), [General](https://blog.arangodb.com/blog/topic/general) ![](https://blog.arangodb.com/hubfs/ArangoDB-Blog/clock.svg)Estimated reading time: 0 minutes Cambridge mathematician Richard R. Parker presents a novel algorithm he has developed using a Hilbert curve and Polyhedrons to efficiently implement geo-indexing. [(more…)](https://blog.arangodb.com/blog/2012/03/using-hilbert-curves-and-polyhedrons-for-geo-indexing) « [1](https://blog.arangodb.com/blog/topic/geo/page/1) » 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) - 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