www.mongodb.com Open in urlscan Pro
2600:9000:2490:c00:7:7859:3840:93a1  Public Scan

Form analysis
1 forms found in the DOM

GET https://www.mongodb.com/search

<form role="search" method="GET" action="https://www.mongodb.com/search" class="css-1c69emu">
  <div class="css-87svlz">
    <div class="css-36i4c2"><input type="text" placeholder="Search products, whitepapers, &amp; more..." value="" class="css-etrcff"></div>
    <div class="css-v2nqhr">
      <div class="css-aef77t"><button role="button" type="button" class="css-14k7wrz"><span data-testid="selected-value" class="css-6k4l2y">General Information</span>
          <div class="css-109dpaz"><svg data-testid="icon" width="16" height="9" viewBox="0 0 16 9" fill="none" xmlns="http://www.w3.org/2000/svg" class="css-1yzkxhp">
              <path d="M1.06689 0.799988L8.00023 7.73332L14.9336 0.799988" stroke-linecap="round" stroke-linejoin="round" class="css-1tlq8q9"></path>
            </svg></div>
        </button>
        <div class="css-hn9qqo">
          <ul data-testid="options" role="listbox" class="css-ac9zo2">
            <li role="option" tabindex="0" class="css-11dtrvq">General Information</li>
            <li role="option" tabindex="0" class="css-11dtrvq">Documentation</li>
            <li role="option" tabindex="0" class="css-11dtrvq">Developer Articles &amp; Topics</li>
            <li role="option" tabindex="0" class="css-11dtrvq">Community Forums</li>
            <li role="option" tabindex="0" class="css-11dtrvq">Blog</li>
            <li role="option" tabindex="0" class="css-11dtrvq">University</li>
          </ul>
        </div>
      </div><input type="hidden" id="addsearch" name="addsearch" value=""><span class="css-1myrko"><button type="submit" tabindex="0" data-track="true" class=" css-13l1z36"><img alt="search icon"
            src="https://webimages.mongodb.com/_com_assets/cms/krc3hljsdwdfd2w5d-web-actions-search.svg?auto=format%252Ccompress" width="18" height="18" class="css-r9fohf"></button></span>
    </div>
  </div>
</form>

Text Content

BLOGAtlas Vector Search voted most loved vector database in 2024 Retool State of
AI report — Read more >>
Blog

Atlas Vector Search voted most loved vector database in 2024 Retool State of AI
report Read more >>

Case Study

Learn how Okta automates natural language queries with MongoDB Atlas Vector
Search. Read more >>

Blog

Announced at MongoDB.local NYC 2024: A recap of all announcements and updates —
Read more >>



General Information

 * General Information
 * Documentation
 * Developer Articles & Topics
 * Community Forums
 * Blog
 * University

 * Products
   Platform
   AtlasBuild on a developer data platform
   Platform Services
   DatabaseDeploy a multi-cloud databaseSearchDeliver engaging search
   experiencesVector SearchDesign intelligent apps with gen AIStream
   ProcessingUnify data in motion and data at rest
   Self Managed
   Enterprise AdvancedRun and manage MongoDB yourselfCommunity EditionDevelop
   locally with MongoDB
   Tools
   CompassWork with MongoDB data in a GUIIntegrationsIntegrations with
   third-party servicesRelational MigratorMigrate to MongoDB with confidence
   View All ProductsExplore our full developer suitearrow-right
   Build with MongoDB Atlas
   Get started for free in minutes
   Sign Up
   Test Enterprise Advanced
   Develop with MongoDB on-premises
   Download
   Try Community Edition
   Explore the latest version of MongoDB
   Download
 * Resources
   Documentation
   Atlas DocumentationGet started using AtlasServer DocumentationLearn to use
   MongoDBStart With GuidesGet step-by-step guidance for key tasks
   
   Tools and ConnectorsLearn how to connect to MongoDBMongoDB DriversUse drivers
   and libraries for MongoDB
   Resources HubGet help building the next big thing with MongoDBarrow-right
   Connect
   Developer CenterExplore a wide range of developer resourcesCommunityJoin a
   global community of developersCourses and CertificationLearn for free from
   MongoDBWebinars and EventsFind a webinar or event near you
 * Solutions
   Use cases
   Artificial IntelligenceEdge ComputingInternet of
   ThingsMobilePaymentsServerless Development
   Industries
   Financial ServicesTelecommunicationsHealthcareRetailPublic
   SectorManufacturing
   Solutions LibraryOrganized and tailored solutions to kick-start
   projectsarrow-right
   Developer Data Platform
   Accelerate innovation at scale
   Learn morearrow-right
   Startups and AI Innovators
   For world-changing ideas and AI pioneers
   Learn morearrow-right
   Customer Case Studies
   Hear directly from our users
   See Storiesarrow-right
 * Company
   CareersStart your next adventureBlogRead articles and
   announcementsNewsroomRead press releases and news stories
   PartnersLearn about our partner ecosystemLeadershipMeet our executive
   teamCompanyLearn more about who we are
   Contact Us
   Reach out to MongoDB
   Let’s chatarrow-right
   Investors
   Visit our investor portal
   Learn morearrow-right
 * Pricing

Eng
SupportSign InTry Free
menu-vertical


MONGODB ATLAS

Loved by developers. Built for

Time Series Data

You don't need a separate database to support transactions, rich search, or gen
AI. The world's most popular document database is now the world's most versatile
developer data platform.

Try Atlas Free
Learn More

Deploy your way
Atlas CLI Community Edition Enterprise Advanced
47k+
Customers →
118
Regions across AWS, Azure, and Google Cloud →
175K+
Developers join every month →
#1
Most used modern database →







THE MOST LOVED VECTOR DATABASE, ONCE AGAIN!

For the second year, MongoDB Atlas Vector Search was voted #1 in the latest
Retool State of AI global survey.

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.

Javascript
Python
Java
C#
0
// Query on embedded documents
1

2
const cursor = db.collection('orders').aggregate([{
3
"$vectorSearch": {
4
"index" :"default",
5
"path" :"name_embedding",
6
"queryVector" : query_embedding,
7
"numCandidates" :150,
8
"limit" :10
9
}
10
}]);
11

12
// Process multiple documents and return
13
// computed results with aggregation operations
14

15
db.customers.aggregate([
16
//Stage 1: Vector Search for Jack Beanstalk
17
{
18
"$vectorSearch": {
19
"index": "default",
20
"path": "name_embedding",
21
"queryVector": query_embedding,
22
"numCandidates": 150,
23
"limit": 10,
24
"customer.name": "Jack Beanstalk"
25
},
26
//Stage 2: Unwind items array
27
{
28
'$unwind': '$items'
29
},
30
//Stage 3: Group remaining documents by item name and sum
31
{
32
'$group': {
33
'_id':'$items.name',
34
'totalOrders': {
35
'$sum': '$items.quantity'
36
}
37
}
38
}
39
])
40

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 175K+ 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
SearchAnalyticalEdgeGraphGeospatial
Vector Search Stream Processing Operational Transactional Text Search Analytical
Edge Graph
Vector Search
Vector Search
Stream Processing
Operational
Transactional
Text Search
Analytical
Edge
Graph

Vector Search Use Cases

MongoDB Atlas integrates operational and vector databases in a single, unified
platform. Use vector representations of your data to perform semantic search,
build recommendation engines, design Q&A systems, detect anomalies, or provide
context for gen AI Apps.

Learn More
Documentation




LOVED BY DEVELOPERS, TRUSTED BY ENTERPRISES

View all customer stories


10 MINUTES

to generate reports instead of 12 weeks

50%

of the world's insulin production
Read Case Study


HEALTHCARE

“We’ve reduced the time taken to create Clinical Study Reports from 12 weeks to
10 minutes, with higher quality outputs and a fraction of the team. In terms of
value, each day sooner a medicine gets to market can add around $15 million in
revenue to the company.”

Read Case Study
MongoDB for Healthcare


70+

countries served

100M+

items in product catalog
Read Case Study


ARTIFICIAL INTELLIGENCE

“We needed to move to an up-to-second real-time recommendations system, and that
is what MongoDB Atlas Vector Search enabled us to do.”

Read Case Study
MongoDB for Artificial Intelligence


30%

reduction in operating costs

18K+

global customers
Read Case Study


SOFTWARE

“Atlas Vector Search was the solution to our problems. It simplifies a lot of
the work that goes into making Okta Inbox super user friendly for customers.”

Read Case Study
MongoDB for Artificial Intelligence


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

Solutions Library

Pricing

Contact Us

English

 * English
 * Português
 * Español
 * 한국어
 * 日本語
 * Italiano
 * Deutsch
 * Français
 * 简体中文

© 2024 MongoDB, Inc.

About

 * Careers
 * Investor Relations
 * Legal
 * GitHub
 * Security Information
 * Trust Center
 * Connect with Us

Support

 * Contact Us
 * Customer Portal
 * Atlas Status
 * Customer Support

Deployment Options

 * MongoDB Atlas
 * Enterprise Advanced
 * Community Edition

© 2024 MongoDB, Inc.
Contact Us

CHAT WITH SALES

Talk to us for more information about features, sizing, support plans, and
consulting.

Chat Now

PRODUCT SUPPORT

Having trouble logging in? Looking to report a bug? We are here to help.

Chat With Support


By clicking "Accept All Cookies", you agree to the storing of cookies on your
device to enhance site navigation, analyze site usage, and assist in our
marketing efforts. You can enable and disable optional cookies as desired.Read
our Privacy Policy
Manage Cookies Accept All Cookies



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. Click on the different
category headings to find out more and change our default settings. However,
blocking some types of cookies may impact your experience of the site and the
services we are able to offer.
MongoDB Privacy Policy
Allow All


MANAGE CONSENT PREFERENCES

STRICTLY NECESSARY COOKIES

Always Active

These cookies are necessary for the website to function and cannot be switched
off in our systems. They are usually only set in response to actions made by you
which amount to a request for services, such as setting your privacy
preferences, logging in or filling in forms. You can set your browser to block
or alert you about these cookies, but some parts of the site will not then work.
These cookies do not store any personally identifiable information.

PERFORMANCE COOKIES

Performance Cookies

These cookies allow us to count visits and traffic sources so we can measure and
improve the performance of our site. They help us to know which pages are the
most and least popular and see how visitors move around the site. All
information these cookies collect is aggregated and therefore anonymous. If you
do not allow these cookies we will not know when you have visited our site, and
will not be able to monitor its performance.

FUNCTIONAL COOKIES

Functional Cookies

These cookies enable the website to provide enhanced functionality and
personalisation. They may be set by us or by third party providers whose
services we have added to our pages. If you do not allow these cookies then some
or all of these services may not function properly.

TARGETING COOKIES

Targeting Cookies

These cookies may be set through our site by our advertising partners. They may
be used by those companies to build a profile of your interests and show you
relevant adverts on other sites. They do not store directly personal
information, but are based on uniquely identifying your browser and internet
device. If you do not allow these cookies, you will experience less targeted
advertising.

SOCIAL MEDIA COOKIES

Social Media Cookies

These cookies are set by a range of social media services that we have added to
the site to enable you to share our content with your friends and networks. They
are capable of tracking your browser across other sites and building up a
profile of your interests. This may impact the content and messages you see on
other websites you visit. If you do not allow these cookies you may not be able
to use or see these sharing tools.

Back Button


COOKIE LIST



Search Icon
Filter Icon

Clear
checkbox label label
Apply Cancel
Consent Leg.Interest
checkbox label label
checkbox label label
checkbox label label

Confirm My Choices