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Submission: On July 28 via manual from GB — Scanned from GB
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Event {Event} Save 50% on registration to MongoDB.local London with code WEB50! Learn more > General Information * General Information * All Documentation * Realm Documentation * Developer Articles & Topics * Community Forums * Blog * University * Products Atlas→ Developer data platform -------------------------------------------------------------------------------- Enterprise Advanced→ Enterprise software and support -------------------------------------------------------------------------------- Community Edition→ Free software used by millions -------------------------------------------------------------------------------- * Database→ * Search→ * Vector Search→ * Stream Processing→ * Data Lake (Preview)→ * Charts→ * Device Sync→ * APIs, Triggers, Functions→ * Enterprise Server→ * Ops Manager→ * Enterprise Kubernetes Operator→ * Community Server→ * Cloud Manager→ * Community Kubernetes Operator→ Tools→ Build faster -------------------------------------------------------------------------------- * Compass→ * Shell→ * VS Code Plugin→ * Atlas CLI→ * Database Connectors→ * Cluster-to-Cluster Sync→ * Mongoose ODM Support→ * Relational Migrator→ * Solutions By Industry -------------------------------------------------------------------------------- By Use Case -------------------------------------------------------------------------------- * Financial Services→ * Telecom→ * Healthcare→ * Retail→ * Public Sector→ * Manufacturing→ * All Industries→ * Analytics→ * Artificial Intelligence→ * Internet of Things→ * Mobile→ * Payments→ * Serverless Development→ * All Use Cases→ Developer Data Platform Innovate fast at scale with a unified developer experience Learn More -------------------------------------------------------------------------------- White Papers & Presentations Webinars, white papers, datasheets and more View All * Resources Documentation→ -------------------------------------------------------------------------------- * Atlas→ * Server→ * Drivers→ * Develop Applications→ * Launch and Manage MongoDB→ * View and Analyze→ * Start with Guides→ Community -------------------------------------------------------------------------------- Education -------------------------------------------------------------------------------- * Developer Center→ * Events & Webinars→ * Forums→ * Champions→ * Find a User Group→ * University→ * Certification→ * Academia→ * Intro to MongoDB Course→ * Browse All Courses→ * Company About -------------------------------------------------------------------------------- Services -------------------------------------------------------------------------------- Partnerships -------------------------------------------------------------------------------- * Who We Are→ * Customer Stories→ * Blog→ * Careers→ * Pressroom→ * Leadership→ * Investors→ * MongoDB Ventures→ * Consulting→ * Training→ * Customer Support→ * Customer Success→ * Partner Ecosystem→ * MongoDB for Startups→ * Pricing Sign In Try Free General InformationAll DocumentationRealm DocumentationDeveloper Articles & TopicsCommunity ForumsBlogUniversity Search MONGODB ATLAS For the next generation of intelligent applications. Build applications on the industry's first developer data platform. From AI-powered and event-driven apps to edge use cases and search, build fast and at the scale users demand. Start Free Learn More 43k+ Customers → 110+ Regions across AWS, Azure, and GCP → 140k+ Developers join every month → #1 Most used modern database → Connecting to: mongodb+srv://cluster0.ab123.mongodb.net/myFirstDatabase Using MongoDB: 6.0 # Confirm vector embeddings were added to movie data # Return three documents in movieEmbeddings collection BUILD THE NEXT BIG THING IN AI WITH MONGODB Our AI Innovators Program enables innovation and showcases cutting-edge AI solutions from startups, customers, and partners. Learn More Events near you MONGODB UNIVERSITY The new learning experience makes picking up knowledge, developing a fundamental MongoDB skill set, and getting certified both quick and easy. Explore Now WORKING WITH DATA DOESN’T NEED TO BE HARD Our guiding principle is to help developers solve their data challenges. Here’s what you can do with MongoDB. BUILD FASTER Ship and iterate 3–5x faster with our flexible document data model and a unified query interface for any use case. SCALE FURTHER Whether it’s your first customer or 20 million users around the world, meet your performance SLAs in any environment. SLEEP BETTER Easily ensure high availability, protect data integrity, and meet the security and compliance standards for your mission-critical workloads. FULLY MANAGED IN THE CLOUD Start in seconds and scale to millions with our cloud services ATLAS MULTI-CLOUD DEVELOPER DATA PLATFORM An integrated suite of cloud database services that allow you to address a wide variety of use cases, from transactional to analytical, from search to data visualizations. Learn more MOBILE REAL-TIME DATA AT THE EDGE Launch secure mobile apps with native, edge-to-cloud sync and automatic conflict resolution. Learn more SELF-MANAGED IN ANY ENVIRONMENT Run MongoDB anywhere, from your laptop to your data center COMMUNITY EDITION DATABASE SOFTWARE USED BY MILLIONS Our distributed document database is where it all began. Free forever with seamless migration to Atlas. Learn more ENTERPRISE ADVANCED ENTERPRISE SOFTWARE AND SUPPORT The best way to run MongoDB yourself. Drive operational efficiency and security. Learn more Built by developers, for developers The document data model maps to how you think and code. Model Escape from rigid, tabular data structures with flexible documents that map directly to objects in code. Incorporate nested objects, vector embeddings, geospatial and time-series measurements into a data model optimized for performance, compute cost, and productivity. Query Use an expressive, developer-native query API to work with data anyway your application needs. Retrieve and modify documents. Prompt LLMs with semantic search across vectors. Aggregate, transform and analyze your data in place, without having to ETL it to another system Optimize Optimize queries, react instantly to database changes, and generate materialized views on-demand. MongoDB makes it easy to receive and process millions of requests per day with no change in performance. 1-to-1 1-to-Many Many-to-Many 0 # Option 1: Model one-to-many 1 # relationships with embedded documents 2 3 Order={ 4 "_id": "2934f", 5 "salesDate": "2022-05-02", 6 "customer":{ 7 "name": "Jack Beanstalk", 8 "gender": "M", 9 "rewardsMember": "True" 10 }, 11 "items": [ { 12 "name": "Monstera", 13 "price":{ 14 "$numberdecimal": "8.00" 15 }, 16 "quantity":{ 17 "$numberInt": "1" 18 } 19 }, 20 { 21 "name": "Pothos", 22 "price":{ 23 "$numberdecimal": "8.00" 24 }, 25 "quantity":{ 26 "$numberInt": "2" 27 } 28 } ] 29 } 30 31 # Option 2: Model one-to-many 32 # relationships with document references 33 34 Order={ 35 "_id": "2934f", 36 "salesDate": "2022-05-02", 37 "customer": { 38 "name": "Jack Beanstalk", 39 "gender": "M", 40 "rewardsMember": "True" 41 }, 42 "items": [ "12", "35", "86"] 43 } 44 Documentation Docs Reference manuals, articles, and code samples — all the technical documentation you need to deploy, configure, and run MongoDB. Documentation Developer Center The latest MongoDB tutorials, videos, and code examples shown in the language of your choice. Start Building Community Forum Join 140K+ developers on our Community Forums to get advice, learn tips and tricks, and share your projects and experience. Join the Community Don’t just take our word for it Find out why MongoDB is the industry’s most used modern database for the 5th year in a row. “The granular updates you can perform on nested @MongoDB data is pretty amazing.” Charlie Lu @theCHARlister Software Engineer; Typescript “MongoDB is my favorite. Atlas is an amazing product and service” John Hanley @NeoPrimeAWS Enterprise Architect and SWE; PHP, Python, C# and Swift "Finally achieved my MongoDB Certification from @MongoDB. The courses are amazingly interactive. Loved every second of it💪🥇” Steven Oketch @iSteve_zion Web Developer; MERN Stack MongoDB Atlas Learn about the platform The developer data platform for any use case. Learn about the platform Vector SearchStream ProcessingOperationalTransactionalText SearchAnalyticalMobileGraphGeospatial Vector Search Use Cases Integrate your operational database and vector store in a single, unified platform with Atlas. Support integrations into large language models (LLMs) enable providing long-term memory to generative AI applications like chatbots and content generation applications. Deliver advanced semantic search for hyper-personalized experiences. Learn More Documentation LOVED BY DEVELOPERS, TRUSTED BY ENTERPRISES View all customer stories 100K+ developers on the platform 45+ pre-trained AI APIs Listen to the Podcast ARTIFICIAL INTELLIGENCE “All of the business logic of our platform needs to make decisions very fast. It’s all running on Atlas, which allows us to move faster because we don’t have to worry about deploying or scaling. Whenever we need to add more fields, more queries, more steps in the business logic, Atlas just works. We don’t have to think about it.” Listen to the Podcast MongoDB for Artificial Intelligence 90% time savings 10M documents searched in 15ms Read Case Study INSURANCE “Atlas Search is blazing fast! We can surface relevant results from data sets with tens of millions of documents in around 15ms.” Read Case Study MongoDB for Insurance 40% cost savings 4 use cases, 1 query interface Read Case Study RETAIL “Cost, speed, reliability and access to the data. From our perspective, we will have realized a 40% cost saving by the time we've finished our migration. That's huge.”“Cost, speed, reliability and access to the data. From our perspective, we will have realized a 40% cost saving by the time we've finished our migration. That's huge.” Read Case Study MongoDB for Retail 65M+ daily events processed 40% more resource efficient Read Case Study MANUFACTURING “We expect to process 20 times as many events in just two years’ time – that’s two billion per day and Atlas is well placed to handle that massive increase without a problem.” Read Case Study MongoDB for Manufacturing 32 applications migrated in 30 days 2M+ customers supported Read Case Study FINANCIAL SERVICES “The fact that MongoDB Atlas supported the three major hyperscalers [Google Cloud, AWS, Azure] helped with portability and supports a multi-cloud future for us. It made it really easy for us to choose MongoDB because we didn’t have to then hedge our bets on a particular cloud provider or a particular process — we could be flexible.” Read Case Study MongoDB for Financial Services FINANCIAL SERVICES DE-RISK YOUR MODERNIZATION JOURNEY Iterative modernization enables financial firms to innovate while modernizing — with immediate gains and less risk. Learn More USE CASES From legacy modernization to IOT data to single view, learn how you can use MongoDB. View all use cases INDUSTRIES MongoDB helps remove barriers to innovation for organizations in any industry. View our solutions WORKS SEAMLESSLY WITH YOUR TECH STACK MongoDB integrates with 100+ of your favorite technologies Explore our ecosystem Choose your path START HERE Build the next big thing Create the applications of tomorrow with less complexity than ever before. Start Free more information The Developer Data Platform Documentation Pricing Contact Us English * English * Português * Español * 한국어 * 日本語 * Italiano * Deutsch * Français * 简体中文 © 2023 MongoDB, Inc. About * Careers * Investor Relations * Legal Notices * Privacy Notices * Security Information * Trust Center Support * Contact Us * Customer Portal * Atlas Status * Customer Support Social * GitHub * Stack Overflow * LinkedIn * YouTube * Twitter * Twitch * Facebook © 2023 MongoDB, Inc. Contact Us CONNECT WITH MONGODB Let us know how we can help and one of our product specialists will get back to you as soon as possible. Contact Us CHAT WITH SALES Talk to us for more information about features, sizing, support plans, and consulting. HELP & SUPPORT Visit our Support Portal to take advantage of our free resources, online courses, and community forums. PRIVACY PREFERENCE CENTER "Cookies" are small files that enable us to store information while you visit one of our websites. When you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences or your device and is mostly used to make the site work as you expect it to. The information does not usually directly identify you, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not to allow some types of cookies, but essential cookies are always enabled. 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