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devcenter
https://www.mongodb.com/developer/languages/rust/rust-quickstart-aggregation
created
# Getting Started with Aggregation Pipelines in Rust MongoDB's aggregation pipelines are one of its most powerful features. They allow you to write expressions, broken down into a series of stages, which perform operations including aggregation, transformations, and joins on the data in your MongoDB databases. T...
md
{ "tags": [ "Rust", "MongoDB" ], "pageDescription": "Query, group, and join data in MongoDB using aggregation pipelines with Rust.", "contentType": "Quickstart" }
Getting Started with Aggregation Pipelines in Rust
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/email-password-authentication-react
created
# Implement Email/Password Authentication in React > **Note:** GraphQL is deprecated. Learn more. Welcome back to our journey building a full stack web application with MongoDB Atlas App Services, GraphQL, and React! In the first part of the series, we configured the email/password authentication provider in our bac...
md
{ "tags": [ "Atlas", "JavaScript", "React" ], "pageDescription": "Configuring signup and login authentication is a common step for nearly every web application. Learn how to set up email/password authentication in React using MongoDB Atlas App Services.", "contentType": "Tutorial" }
Implement Email/Password Authentication in React
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/python/flask-app-ufo-tracking
created
You must submit {{message}}.
md
{ "tags": [ "Python", "Flask" ], "pageDescription": "Learn step-by-step how to build a full-stack web application to track reports of unidentified flying objects (UFOs) in your area.", "contentType": "Tutorial" }
Build an App With Python, Flask, and MongoDB to Track UFOs
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/slowly-changing-dimensions-application-mongodb
created
# Slowly Changing Dimensions and Their Application in MongoDB The concept of “slowly changing dimensions” (usually abbreviated as SCD) has been around for a long time and is a staple in SQL-based data warehousing. The fundamental idea is to track all changes to data in the data warehouse over time. The “slowly changin...
md
{ "tags": [ "Atlas" ], "pageDescription": "This article describes how to implement the concept of “slowly changing dimensions” (SCD) in the MongoDB document model and how to efficiently query them.", "contentType": "Article" }
Slowly Changing Dimensions and Their Application in MongoDB
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/johns-hopkins-university-covid-19-data-atlas
created
# How to work with Johns Hopkins University COVID-19 Data in MongoDB Atlas ## TL;DR Our MongoDB Cluster is running in version 7.0.3. You can connect to it using MongoDB Compass, the Mongo Shell, SQL or any MongoDB driver supporting at least MongoDB 7.0 with the following URI: ``` none mongodb+srv://readonly:readonl...
md
{ "tags": [ "Atlas" ], "pageDescription": "Making the Johns Hopkins University COVID-19 Data open and accessible to all with MongoDB", "contentType": "Article" }
How to work with Johns Hopkins University COVID-19 Data in MongoDB Atlas
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/mongodb-orms-odms-libraries
created
# MongoDB ORMs, ODMs, and Libraries Though developers have always been capable of manually writing complex queries to interact with a database, this approach can be tedious and error-prone. Object-Relational Mappers (or ORMs) improve the developer experience, as they accomplish multiple meaningful tasks: * Facilitati...
md
{ "tags": [ "MongoDB", "Ruby", "Python", "Java" ], "pageDescription": "MongoDB has a number of ORMs, ODMs, and Libraries that simplify the interaction between your application and your MongoDB cluster. Build faster with the best database for Ruby, Python, Java, Node.js, and PHP using these librari...
MongoDB ORMs, ODMs, and Libraries
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/realm/source-generated-classes-nullability-realm
created
# Source Generated Classes and Nullability in Realm .NET The latest releases of Realm .NET have included some interesting updates that we would love to share — in particular, source generated classes and support for nullability annotation. ## Source generated classes Realm 10.18.0 introduced `Realm.SourceGenerator`...
md
{ "tags": [ "Realm", ".NET" ], "pageDescription": "The latest releases of Realm .NET have included some interesting updates that we would love to share — in particular, source generated classes and support for nullability annotation.", "contentType": "Article" }
Source Generated Classes and Nullability in Realm .NET
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/swift/swift-single-collection-pattern
created
# Working with the MongoDB Single-Collection Pattern in Swift It's a MongoDB axiom that you get the best performance and scalability by storing together the data that's most commonly accessed together. The simplest and most obvious approach to achieve this is to embed all related data into a single document. This wor...
md
{ "tags": [ "Swift", "MongoDB" ], "pageDescription": "You can improve application performance by storing together data that’s accessed together. This can be done through embedding sub-documents, or by storing related documents in the same collection — even when they have different shapes. This post explai...
Working with the MongoDB Single-Collection Pattern in Swift
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/atlas-search-soccer
created
# Atlas Search is a Game Changer! Every four years, for the sake of blending in, I pretend to know soccer (football, for my non-American friends). I smile. I cheer. I pretend to understand what "offsides" means. But what do I know about soccer, anyway? My soccer knowledge is solely defined by my status as a former soc...
md
{ "tags": [ "Atlas" ], "pageDescription": "Atlas Search is truly a game changer to quickly build fine-grained search functionality into your applications. See how with this Atlas Search Soccer demo app.", "contentType": "Article" }
Atlas Search is a Game Changer!
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/csharp/interact-aws-lambda-function-csharp
created
# Interact with MongoDB Atlas in an AWS Lambda Function Using C# # Interact with MongoDB Atlas in an AWS Lambda Function Using C# AWS Lambda is an excellent choice for C# developers looking for a solid serverless solution with many integration options with the rest of the AWS ecosystem. When a database is required, r...
md
{ "tags": [ "C#", "MongoDB", ".NET", "AWS" ], "pageDescription": "In this tutorial, we'll see how to create a serverless function using the C# programming language and that function will connect to and query MongoDB Atlas in an efficient manner.", "contentType": "Tutorial" }
Interact with MongoDB Atlas in an AWS Lambda Function Using C#
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/schema-design-anti-pattern-separating-data
created
# Separating Data That is Accessed Together We're breezing through the MongoDB schema design anti-patterns. So far in this series, we've discussed four of the six anti-patterns: - Massive arrays - Massive number of collections - Unnecessary indexes - Bloated documents Normalizing data and splitting it into d...
md
{ "tags": [ "MongoDB" ], "pageDescription": "Don't fall into the trap of this MongoDB Schema Design Anti-Pattern: Separating Data That is Accessed Together", "contentType": "Article" }
Separating Data That is Accessed Together
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/atlas-data-api-aws-lambda
created
# Creating an API with the AWS API Lambda and the Atlas Data API ## Introduction This article will walk through creating an API using the Amazon API Gateway in front of the MongoDB Atlas Data API. When integrating with the Amazon API Gateway, it is possible but undesirable to use a driver, as drivers are designed ...
md
{ "tags": [ "Atlas", "JavaScript", "AWS" ], "pageDescription": "In this article we look at how the Atlas Data API is a great choice for accessing MongoDB Atlas from AWS Lambda Functions by creating a custom API with the AWS API Gateway. ", "contentType": "Tutorial" }
Creating an API with the AWS API Lambda and the Atlas Data API
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/realm/end-to-end-test-realm-serverless-apps
created
# How to Write End-to-End Tests for MongoDB Realm Serverless Apps As of June 2022, the functionality previously known as MongoDB Realm is now named Atlas App Services. Atlas App Services refers to the cloud services that simplify building applications with Atlas – Atlas Data API, Atlas GraphQL API, Atlas Triggers, and...
md
{ "tags": [ "Realm", "Serverless" ], "pageDescription": "Learn how to write end-to-end tests for MongoDB Realm Serverless Apps.", "contentType": "Tutorial" }
How to Write End-to-End Tests for MongoDB Realm Serverless Apps
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/performance-tuning-tips
created
# MongoDB Performance Tuning Questions Most of the challenges related to keeping a MongoDB cluster running at top speed can be addressed by asking a small number of fundamental questions and then using a few crucial metrics to answer them. By keeping an eye on the metrics related to query performance, database perfor...
md
{ "tags": [ "MongoDB" ], "pageDescription": "Early detection of problems allows you to stay ahead of the game, resolving issues before they affect performance.", "contentType": "Article" }
MongoDB Performance Tuning Questions
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/javascript/getting-started-with-mongodb-and-mongoose
created
# Getting Started with MongoDB & Mongoose In this article, we’ll learn how Mongoose, a third-party library for MongoDB, can help you to structure and access your data with ease. ## What is Mongoose? Many who learn MongoDB get introduced to it through the very popular library, Mongoose. Mongoose is described as “eleg...
md
{ "tags": [ "JavaScript", "MongoDB" ], "pageDescription": "In this article, we’ll learn how Mongoose, a library for MongoDB, can help you to structure and access your data with ease. Many who learn MongoDB get introduced to it through the very popular library, Mongoose. Mongoose is described as “elegant M...
Getting Started with MongoDB & Mongoose
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/php/php-error-handling
created
# Handling MongoDB PHP Errors Welcome to this article about MongoDB error handling in PHP. Code samples and tutorials abound on the web , but for clarity's sake, they often don't show what to do with potential errors. Our goal here is to show you common mechanisms to deal with potential issues like connection loss, te...
md
{ "tags": [ "PHP", "MongoDB" ], "pageDescription": "This article shows you common mechanisms to deal with potential PHP Errors and Exceptions triggered by connection loss, temporary inability to read/write, initialization failures, and more.\n", "contentType": "Article" }
Handling MongoDB PHP Errors
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/secure-data-access-views
created
# How to Secure MongoDB Data Access with Views ## Introduction Sometimes, MongoDB collections contain sensitive information that require access control. Using the Role-Based Access Control (RBAC) provided by MongoDB, it's easy to restrict access to this collection. But what if you want to share your collection to a w...
md
{ "tags": [ "MongoDB" ], "pageDescription": "In this blog post, you will learn how to share a MongoDB collection to a wider audience without exposing sensitive fields in your documents.", "contentType": "Article" }
How to Secure MongoDB Data Access with Views
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/build-totally-serverless-rest-api-mongodb-atlas
created
# Build a Totally Serverless REST API with MongoDB Atlas So you want to build a REST API, but you don't want to worry about the management burden when it comes to scaling it to meet the demand of your users. Or maybe you know your API will experience more burst usage than constant demand and you'd like to reduce your ...
md
{ "tags": [ "Atlas", "JavaScript", "Serverless" ], "pageDescription": "Learn how to go totally serverless in both the database and application by using MongoDB Atlas serverless instances and the MongoDB Atlas App Services.", "contentType": "Tutorial" }
Build a Totally Serverless REST API with MongoDB Atlas
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/atlas-cluster-automation-using-scheduled-triggers
created
# Atlas Cluster Automation Using Scheduled Triggers # Atlas Cluster Automation Using Scheduled Triggers Every action you can take in the Atlas user interface is backed by a corresponding Administration API, which allows you to easily bring automation to your Atlas deployments. Some of the more common forms of Atlas a...
md
{ "tags": [ "Atlas", "JavaScript" ], "pageDescription": "In this article I will show you how a Scheduled Trigger can be used to easily incorporate automation into your environment. In addition to pausing and unpausing a cluster, I’ll similarly show how cluster scale up and down events could also be placed...
Atlas Cluster Automation Using Scheduled Triggers
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/sharding-optimization-defragmentation
created
# Optimizing Sharded Collections in MongoDB with Defragmentation ## Table of Contents * Introduction * Background * What is sharded collection fragmentation? * What is sharded collection defragmentation? * When should I defragment my sharded collection? * Defragmentation process overview * How do I defragment my shar...
md
{ "tags": [ "MongoDB" ], "pageDescription": "Learn how to optimize your MongoDB sharded cluster with defragmentation.", "contentType": "Article" }
Optimizing Sharded Collections in MongoDB with Defragmentation
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/kotlin/spring-boot3-kotlin-mongodb
created
# Getting Started with Backend Development in Kotlin Using Spring Boot 3 & MongoDB > This is an introduction article on how to build a RESTful application in Kotlin using Spring Boot 3 and MongoDB Atlas. ## Introduction Today, we are going to build a basic RESTful application that does a little more than a CRUD oper...
md
{ "tags": [ "Kotlin", "MongoDB", "Spring" ], "pageDescription": "This is an introductory article on how to build a RESTful application in Kotlin using Spring Boot 3 and MongoDB Atlas.", "contentType": "Tutorial" }
Getting Started with Backend Development in Kotlin Using Spring Boot 3 & MongoDB
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/realm/realm-migrate-from-core-data-swiftui
created
# Migrating a SwiftUI iOS App from Core Data to Realm Porting an app that's using Core Data to Realm is very simple. If you have an app that already uses Core Data, and have been considering the move to Realm, this step-by-step guide is for you! The way that your code interacts with Core Data and Realm is very differe...
md
{ "tags": [ "Realm", "Swift", "iOS" ], "pageDescription": "A guide to porting a SwiftUI iOS app from Core Data to MongoDB.", "contentType": "Tutorial" }
Migrating a SwiftUI iOS App from Core Data to Realm
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/advanced-data-api-with-atlas-cli
created
# Mastering the Advanced Features of the Data API with Atlas CLI The MongoDB Atlas Data API allows you to easily access and manipulate your data stored in Atlas using standard HTTPS requests. To utilize the Data API, all you need is an HTTPS client (like curl or Postman) and a valid API key. In addition to the standar...
md
{ "tags": [ "Atlas" ], "pageDescription": "This article delves into the advanced features of the Data API, such as authentication and custom endpoints.", "contentType": "Tutorial" }
Mastering the Advanced Features of the Data API with Atlas CLI
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/java/java-single-collection-springpart1
created
# Single-Collection Designs in MongoDB with Spring Data (Part 1) Modern document-based NoSQL databases such as MongoDB offer advantages over traditional relational databases for many types of applications. One of the key benefits is data models that avoid the need for normalized data spread across multiple tables requ...
md
{ "tags": [ "Java" ], "pageDescription": "Learn how to avoid joins in MongoDB by using Single Collection design patterns, and access those patterns using Spring Data in Java applications.", "contentType": "Tutorial" }
Single-Collection Designs in MongoDB with Spring Data (Part 1)
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/customer-success-ruby-tablecheck
created
# TableCheck: Empowering Restaurants with Best-in-Class Booking Tools Powered by MongoDB TableCheck is the world’s premiere booking and guest platform. Headquartered in Tokyo, they empower restaurants with tools to elevate their guest experience and create guests for life with features like booking forms, surveys, mar...
md
{ "tags": [ "MongoDB", "Ruby" ], "pageDescription": "TableCheck's CTO Johnny Shields discusses their development experience working with the MongoDB Ruby ODM (mongoid) and how they accelerated and streamlined their development processes with these tools.", "contentType": "Article" }
TableCheck: Empowering Restaurants with Best-in-Class Booking Tools Powered by MongoDB
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/csharp/saving-data-in-unity3d-using-playerprefs
created
# Saving Data in Unity3D Using PlayerPrefs *(Part 1 of the Persistence Comparison Series)* Persisting data is an important part of most games. Unity offers only a limited set of solutions, which means we have to look around for other options as well. In this tutorial series, we will explore the options given to us b...
md
{ "tags": [ "C#", "Realm", "Unity" ], "pageDescription": "Persisting data is an important part of most games. Unity offers only a limited set of solutions, which means we have to look around for other options as well.\n\nIn this tutorial series, we will explore the options given to us by Unity and thi...
Saving Data in Unity3D Using PlayerPrefs
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/realm/introducing-sync-geospatial-data
created
# Introducing Sync for Geospatial Data Geospatial queries have been one of the most requested features in the Atlas Device SDKs and Realm for a long time. As of today, we have added support in Kotlin, JS, and .NET with the rest to follow soon. Geospatial queries unlock a powerful set of location-based applications, an...
md
{ "tags": [ "Realm" ], "pageDescription": "Sync your data based on geospatial constraints using Atlas Device Sync in your applications.", "contentType": "News & Announcements" }
Introducing Sync for Geospatial Data
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/add-us-postal-abbreviations-atlas-search
created
# Add US Postal Abbreviations to Your Atlas Search in 5 Minutes There are cases when it helps to have synonyms set up to work with your Atlas Search index. For example, if the search in your application needs to work with addresses, it might help to set up a list of common synonyms for postal abbreviations, so one cou...
md
{ "tags": [ "Atlas" ], "pageDescription": "This tutorial will show you how to set up your Atlas Search index to recognize US postal abbreviations. ", "contentType": "Tutorial" }
Add US Postal Abbreviations to Your Atlas Search in 5 Minutes
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/python/atlas-flask-and-azure-app-service
created
# Scaling for Demand: Deploying Python Applications Using MongoDB Atlas on Azure App Service Managing large amounts of data locally can prove to be a challenge, especially as the amount of saved data grows. Fortunately, there is an efficient solution available. By utilizing the features of Flask, MongoDB Atlas, and Az...
md
{ "tags": [ "Python", "MongoDB", "Azure" ], "pageDescription": "This tutorial will show you how to create a functional Flask application that connects to a MongoDB Atlas database and is hosted on Azure App Service.", "contentType": "Tutorial" }
Scaling for Demand: Deploying Python Applications Using MongoDB Atlas on Azure App Service
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/java/java-single-collection-springpart2
created
# Single-Collection Designs in MongoDB with Spring Data (Part 2) In Part 1 of this two-part series, we discussed single-collection design patterns in MongoDB and how they can be used to avoid the need for computationally expensive joins across collections. In this second part of the series, we will provide examples of...
md
{ "tags": [ "Java", "MongoDB", "Spring" ], "pageDescription": "In the second part of the series, we will provide examples of how the single-collection pattern can be utilized in Java applications using Spring Data MongoDB.", "contentType": "Tutorial" }
Single-Collection Designs in MongoDB with Spring Data (Part 2)
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/easy-migration-relational-database-mongodb-relational-migrator
created
# Easy Migration: From Relational Database to MongoDB with MongoDB Relational Migrator Defining the process of data migration from a relational database to MongoDB has always been a complex task. Some have opted for a custom approach, adopting custom solutions such as scripts, whereas others have preferred to use thir...
md
{ "tags": [ "MongoDB" ], "pageDescription": "Learn how to migrate from a relational database management system (RDBMS) to the Document Model of MongoDB using the MongoDB Relational Migrator utility.", "contentType": "Tutorial" }
Easy Migration: From Relational Database to MongoDB with MongoDB Relational Migrator
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/build-smart-applications-atlas-vector-search-google-vertex-ai
created
# Build Smart Applications With Atlas Vector Search and Google Vertex AI The application development landscape is evolving very rapidly. Today, users crave intuitive, context-aware experiences that understand their intent and deliver relevant results even when queries aren't perfectly phrased, putting an end to the ke...
md
{ "tags": [ "Atlas", "Python", "Google Cloud" ], "pageDescription": "Learn how to leverage MongoDB Atlas Vector Search to perform semantic search, Google Vertex AI for AI capabilities, and LangChain for seamless integration to build smart applications.", "contentType": "Tutorial" }
Build Smart Applications With Atlas Vector Search and Google Vertex AI
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/johns-hopkins-university-covid-19-rest-api
created
# A Free REST API for Johns Hopkins University COVID-19 dataset ## TL;DR > Here is the REST API Documentation in Postman. ## News ### November 15th, 2023 - John Hopkins University (JHU) has stopped collecting data as of March 10th, 2023. - Here is JHU's GitHub repository. - First data entry is 2020-01-22, last one...
md
{ "tags": [ "Atlas", "Serverless", "Postman API" ], "pageDescription": "Making the Johns Hopkins University COVID-19 Data open and accessible to all, with MongoDB, through a simple REST API.", "contentType": "Article" }
A Free REST API for Johns Hopkins University COVID-19 dataset
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/wordle-solving-mongodb-query-api-operators
created
# Wordle Solving Using MongoDB Query API Operators This article details one of my MongoDB Atlas learning journeys. I joined MongoDB in the fall of 2022 as a Developer Advocate for Atlas Search. With a couple of decades of Lucene experience, I know search, but I had little experience with MongoDB itself. As part of my ...
md
{ "tags": [ "MongoDB" ], "pageDescription": "Let’s learn a few MongoDB Query API operators while solving Wordle", "contentType": "Article" }
Wordle Solving Using MongoDB Query API Operators
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/media-storage-integrating-azure-blob-storage-mongodb-spring-boot
created
# Seamless Media Storage: Integrating Azure Blob Storage and MongoDB with Spring Boot From social media to streaming services, many applications require a mixture of different types of data. If you are designing an application that requires storing images or videos, a good idea is to store your media using a service s...
md
{ "tags": [ "Atlas", "Java", "Spring", "Azure" ], "pageDescription": "This tutorial describes how to build a Spring Boot Application to upload your media files into Azure Blob Storage, while storing associated metadata in MongoDB.", "contentType": "Tutorial" }
Seamless Media Storage: Integrating Azure Blob Storage and MongoDB with Spring Boot
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/azure-functions-mongodb-atlas-java
created
# How to Use Azure Functions with MongoDB Atlas in Java Cloud computing is one of the most discussed topics in the tech industry. Having the ability to scale your infrastructure up and down instantly is just one of the many benefits associated with serverless apps. In this article, we are going write the function as a...
md
{ "tags": [ "Atlas", "Java", "Azure" ], "pageDescription": "In this article, you'll learn how to use MongoDB Atlas, a cloud database, when you're getting started with Azure functions in Java.", "contentType": "Tutorial" }
How to Use Azure Functions with MongoDB Atlas in Java
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/langchain-vector-search
created
# Introduction to LangChain and MongoDB Atlas Vector Search In this tutorial, we will leverage the power of LangChain, MongoDB, and OpenAI to ingest and process data created after ChatGPT-3.5. Follow along to create your own chatbot that can read lengthy documents and provide insightful answers to complex queries! ##...
md
{ "tags": [ "MongoDB" ], "pageDescription": "This comprehensive tutorial takes you through how to integrate LangChain with MongoDB Atlas Vector Search.", "contentType": "Tutorial" }
Introduction to LangChain and MongoDB Atlas Vector Search
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/gaming-startups-2023
created
# MongoDB Atlas for Gaming, Startups to Watch in 2023 In the early days, and up until a decade ago, games were mostly about graphics prowess and fun game play that keep players coming back, wanting for more. And that's still the case today, but modern games have proven that data is also a crucial part of video games. ...
md
{ "tags": [ "Atlas" ], "pageDescription": "This article highlights startups in the games industry that use MongoDB as a backend. Their teams describe why they chose MongoDB Atlas and how it makes their development more productive.", "contentType": "Article" }
MongoDB Atlas for Gaming, Startups to Watch in 2023
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/javascript/introducing-realm-flipper-plugin
created
# Technical Preview of a Realm Flipper Plugin React Native is a framework built by many components, and often, there are multiple ways to do the same thing. Debugging is an example of that. React Native exposes the Chrome DevTools Protocol, and you are able to debug mobile apps using the Chrome browser. Moreover, if y...
md
{ "tags": [ "JavaScript", "Realm", "React Native" ], "pageDescription": "Click here for a brief introduction to the Realm Flipper plugin for React Native developers.", "contentType": "Article" }
Technical Preview of a Realm Flipper Plugin
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/atlas-data-federation-setup
created
# MongoDB Data Federation Setup As an avid traveler, you have a love for staying at Airbnbs and have been keeping detailed notes about each one you’ve stayed in over the years. These notes are spread out across different storage locations, like MongoDB Atlas and AWS S3, making it a challenge to search for a specific A...
md
{ "tags": [ "Atlas", "AWS" ], "pageDescription": "This tutorial will guide you through exactly how to combine your Airbnb data together for easier query-ability. ", "contentType": "Tutorial" }
MongoDB Data Federation Setup
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/atlas-search-java
created
# Using Atlas Search from Java Dear fellow developer, welcome! Atlas Search is a full-text search engine embedded in MongoDB Atlas that gives you a seamless, scalable experience for building relevance-based app features. Built on Apache Lucene, Atlas Search eliminates the need to run a separate search system along...
md
{ "tags": [ "Atlas", "Java" ], "pageDescription": "This article delves into using the Atlas Search support built into the MongoDB Java driver", "contentType": "Article" }
Using Atlas Search from Java
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/amazon-sagemaker-and-mongodb-vector-search-part-1
created
# Part #1: Build Your Own Vector Search with MongoDB Atlas and Amazon SageMaker Have you heard about machine learning, models, and AI but don't quite know where to start? Do you want to search your data semantically? Are you interested in using vector search in your application? Then you’ve come to the right place! ...
md
{ "tags": [ "Atlas", "Python", "AI", "Serverless", "AWS" ], "pageDescription": "In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.", "contentType": "Tutorial" }
Part #1: Build Your Own Vector Search with MongoDB Atlas and Amazon SageMaker
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/searching-nearby-points-interest-mapbox
created
# Searching for Nearby Points of Interest with MongoDB and Mapbox When it comes to location data, MongoDB's ability to work with GeoJSON through geospatial queries is often under-appreciated. Being able to query for intersecting or nearby coordinates while maintaining performance is functionality a lot of organization...
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{ "tags": [ "MongoDB" ], "pageDescription": "Learn how to use the $near operator in a MongoDB geospatial query to find nearby points of interest.", "contentType": "Tutorial" }
Searching for Nearby Points of Interest with MongoDB and Mapbox
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/code-examples/bash/get-started-atlas-aws-cloudformation
created
# Get Started with MongoDB Atlas and AWS CloudFormation It's pretty amazing that we can now deploy and control massive systems in the cloud from our laptops and phones. And it's so easy to take for granted when it all works, but not so awesome when everything is broken after coming back on Monday morning after a long ...
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{ "tags": [ "Bash", "Atlas", "AWS" ], "pageDescription": "Learn how to get started with MongoDB Atlas and AWS CloudFormation.", "contentType": "Code Example" }
Get Started with MongoDB Atlas and AWS CloudFormation
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/hashicorp-vault-kmip-secrets-engine-mongodb
created
# How to Set Up HashiCorp Vault KMIP Secrets Engine with MongoDB CSFLE or Queryable Encryption Encryption is proven and trusted and has been around for close to 60 years, but there are gaps. So when we think about moving data (TLS encryption) and storing data (storage encryption), most databases have that covered. But...
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{ "tags": [ "Atlas", "Python" ], "pageDescription": "In this blog, learn how to use Hashicorp Vault KMIP Secrets Engine with CSFLE and Queryable Encryption to have a standardized way of managing encryption keys.", "contentType": "Tutorial" }
How to Set Up HashiCorp Vault KMIP Secrets Engine with MongoDB CSFLE or Queryable Encryption
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/how-seamlessly-use-mongodb-atlas-ibm-watsonx-ai-genai-applications
created
# How to Seamlessly Use MongoDB Atlas and IBM watsonx.ai LLMs in Your GenAI Applications One of the challenges of e-commerce applications is to provide relevant and personalized product recommendations to customers. Traditional keyword-based search methods often fail to capture the semantic meaning and intent of the u...
md
{ "tags": [ "Atlas", "Python", "AI" ], "pageDescription": "Learn how to build a RAG framework using MongoDB Atlas Vector Search and IBM watsonx LLMs.", "contentType": "Tutorial" }
How to Seamlessly Use MongoDB Atlas and IBM watsonx.ai LLMs in Your GenAI Applications
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/six-principles-building-robust-flexible-shared-data-applications
created
# The Six Principles for Building Robust Yet Flexible Shared Data Applications I've spent my seven years employed at MongoDB Inc. thinking about how organisations can better build fluid data-intensive applications. Over the years, in conversations with clients, I've tried to convey my opinions of how this can be achie...
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{ "tags": [ "MongoDB" ], "pageDescription": "Learn how to build robust yet flexible shared data applications which don't break when data model changes occur, to rapidly meet new business requirements.", "contentType": "Article" }
The Six Principles for Building Robust Yet Flexible Shared Data Applications
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/csharp/mongodb-classmaps-optimal-performance
created
# How to Set Up MongoDB Class Maps for C# for Optimal Query Performance and Storage Size > Starting out with MongoDB and C#? These tips will help you get your class maps right from the beginning to support your desired schema. When starting my first projects with MongoDB and C# several years ago, what captivated me t...
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{ "tags": [ "C#", ".NET" ], "pageDescription": "", "contentType": "Article" }
How to Set Up MongoDB Class Maps for C# for Optimal Query Performance and Storage Size
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/pymongoarrow-bigframes-using-python
created
# Orchestrating MongoDB & BigQuery for ML Excellence with PyMongoArrow and BigQuery Pandas Libraries In today's data-driven world, the ability to analyze and efficiently move data across different platforms is crucial. MongoDB Atlas and Google BigQuery are two powerful platforms frequently used for managing and analyz...
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{ "tags": [ "MongoDB", "Python", "Pandas", "Google Cloud", "AI" ], "pageDescription": "Orchestrating MongoDB & BigQuery for ML Excellence with PyMongoArrow and BigQuery Pandas Librarie", "contentType": "Tutorial" }
Orchestrating MongoDB & BigQuery for ML Excellence with PyMongoArrow and BigQuery Pandas Libraries
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/kotlin/mastering-kotlin-creating-api-ktor-mongodb-atlas
created
# Mastering Kotlin: Creating an API With Ktor and MongoDB Atlas Kotlin's simplicity, Java interoperability, and Ktor's user-friendly framework combined with MongoDB Atlas' flexible cloud database provide a robust stack for modern software development. Together, we'll demonstrate and set up the Ktor project, implement...
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{ "tags": [ "Kotlin" ], "pageDescription": "", "contentType": "Tutorial" }
Mastering Kotlin: Creating an API With Ktor and MongoDB Atlas
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/csharp/atlas-search-with-csharp
created
# MongoDB Atlas Search with .NET Blazor for Full-Text Search Imagine being presented with a website with a large amount of data and not being able to search for what you want. Instead, you’re forced to sift through piles of results with no end in sight. That is, of course, the last thing you want for yourself or your...
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{ "tags": [ "C#", ".NET" ], "pageDescription": "In this tutorial, learn how to add Atlas Search functionality with autocomplete and fuzzy search to a .NET Blazor application.", "contentType": "Tutorial" }
MongoDB Atlas Search with .NET Blazor for Full-Text Search
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/introducing-atlas-stream-processing-support-mongodb-vs-code-extension
created
# Introducing Atlas Stream Processing Support Within the MongoDB for VS Code Extension Across industries, teams are building applications that need access to low-latency data to deliver compelling experiences and gain valuable business insights. Stream processing is a fundamental building block powering these applicat...
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{ "tags": [ "Atlas" ], "pageDescription": "Learn how to use the MongoDB for VS Code extension to create and manage stream processors in MongoDB Atlas.", "contentType": "Tutorial" }
Introducing Atlas Stream Processing Support Within the MongoDB for VS Code Extension
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/mongodb-dataflow-templates-udf-enhancement
created
# UDF Announcement for MongoDB to BigQuery Dataflow Templates Many enterprise customers using MongoDB Atlas as their core operational database also use BigQuery for their Batch and AI/ML based analytics, making it pivotal for seamless transfer of data between these entities. Since the announcement of the Dataflow temp...
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{ "tags": [ "Atlas", "JavaScript", "AI" ], "pageDescription": "Learn how to transform the MongoDB Documents using user-defined JavaScript functions in Dataflow templates.", "contentType": "Tutorial" }
UDF Announcement for MongoDB to BigQuery Dataflow Templates
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/improving-storage-read-performance-free-flat-vs-structured-schemas
created
# Improving Storage and Read Performance for Free: Flat vs Structured Schemas When developers or administrators who had previously only been "followers of the word of relational data modeling" start to use MongoDB, it is common to see documents with flat schemas. This behavior happens because relational data modeling ...
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{ "tags": [ "MongoDB" ], "pageDescription": "Learn how to optimize the size of your documents within MongoDB by changing how you structure your schema.", "contentType": "Article" }
Improving Storage and Read Performance for Free: Flat vs Structured Schemas
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/streamlining-cloud-native-development-gitpod-atlas
created
# Streamlining Cloud-Native Development with Gitpod and MongoDB Atlas Developers are increasingly shifting from the traditional development model of writing code and testing the entire application stack locally to remote development environments that are more cloud-native. This allows them to have environments that ar...
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{ "tags": [ "Atlas", "JavaScript" ], "pageDescription": "More developers are moving from local development to working in cloud-native, remote development environments. Together, MongoDB and Gitpod make a perfect pair for developers looking for this type of seamless cloud development experience.", "conte...
Streamlining Cloud-Native Development with Gitpod and MongoDB Atlas
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/leveraging-mongodb-atlas-vector-search-langchain
created
# Leveraging MongoDB Atlas Vector Search with LangChain ## Introduction to Vector Search in MongoDB Atlas Vector search engines — also termed as vector databases, semantic search, or cosine search — locate the closest entries to a specified vectorized query. While the conventional search methods hinge on keyword refe...
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{ "tags": [ "Atlas", "Python", "AI" ], "pageDescription": "Discover the integration of MongoDB Atlas Vector Search with LangChain, explored in Python in this insightful article. It highlights how advanced semantic search capabilities and high-dimensional embeddings revolutionize data retrieval. Unders...
Leveraging MongoDB Atlas Vector Search with LangChain
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/java/java-spring-bulk-writes
created
# Implementing Bulk Writes using Spring Boot for MongoDB ## Introduction The Spring Data Framework is used extensively in applications as it makes it easier to access different kinds of persistence stores. This article will show how to use Spring Data MongoDB to implement bulk insertions. BulkOperations is an int...
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{ "tags": [ "Java", "Spring" ], "pageDescription": "Learn how to use Spring Data MongoDB to implement bulk insertions for your application", "contentType": "Tutorial" }
Implementing Bulk Writes using Spring Boot for MongoDB
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/mongodb-atlas-with-terraform
created
# MongoDB Atlas with Terraform In this tutorial, I will show you how to start using MongoDB Atlas with Terraform and create some simple resources. This first part is simpler and more introductory, but in the next article, I will explore more complex items and how to connect the creation of several resources into a sin...
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{ "tags": [ "Atlas", "Terraform" ], "pageDescription": "Learn how to get started with organising your MongoDB deployment with Terraform, using code to build and maintain your infrastructure.", "contentType": "Tutorial" }
MongoDB Atlas with Terraform
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/python-data-access-layer
created
# Building a Python Data Access Layer This tutorial will show you how to use some reasonably advanced Python techniques to wrap BSON documents in a way that makes them feel much more like Python objects and allows different ways to access the data within. It's the first in a series demonstrating how to build a Python ...
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{ "tags": [ "MongoDB", "Python" ], "pageDescription": "Let's build an Object-Document Mapper with some reasonably advanced Python!", "contentType": "Tutorial" }
Building a Python Data Access Layer
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/schema-performance-evaluation
created
# Schema Performance Evaluation in MongoDB Using PerformanceBench MongoDB is often incorrectly described as being schemaless. While it is true that MongoDB offers a level of flexibility when working with schema designs that traditional relational databases systems cannot match, as with any database system, the choice ...
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{ "tags": [ "MongoDB", "Java" ], "pageDescription": "Learn how to use PerformanceBench, a Java-based framework application, to carry out empirical performance comparisons of schema design patterns in MongoDB.", "contentType": "Tutorial" }
Schema Performance Evaluation in MongoDB Using PerformanceBench
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/deploy-mongodb-atlas-terraform-aws
created
# How to Deploy MongoDB Atlas with Terraform on AWS **MongoDB Atlas** is the multi-cloud developer data platform that provides an integrated suite of cloud database and data services. We help to accelerate and simplify how you build resilient and performant global applications on the cloud provider of your choice. **...
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{ "tags": [ "Atlas", "AWS", "Terraform" ], "pageDescription": "A beginner’s guide to start deploying Atlas clusters today with Infrastructure as Code best practices", "contentType": "Tutorial" }
How to Deploy MongoDB Atlas with Terraform on AWS
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/autocomplete-atlas-search-nextjs
created
# Adding Autocomplete To Your NextJS Applications With Atlas Search ## Introduction Imagine landing on a webpage with thousands of items and you have to scroll through all of them to get what you are looking for. You will agree that it's a bad user experience. For such a website, the user might have to leave for an a...
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{ "tags": [ "Atlas", "JavaScript" ], "pageDescription": "In this tutorial, you will learn how to add the autocomplete feature to a website built with NextJS.", "contentType": "Tutorial" }
Adding Autocomplete To Your NextJS Applications With Atlas Search
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/mistral-ai-integration
created
# Revolutionizing AI Interaction: Integrating Mistral AI and MongoDB for a Custom LLM GenAI Application Large language models (LLMs) are known for their ability to converse with us in an almost human-like manner. Yet, the complexity of their inner workings often remains covered in mystery, sparking intrigue. This intr...
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{ "tags": [ "MongoDB" ], "pageDescription": "This tutorial will go over how to integrate Mistral AI and MongoDB for a custom LLM genAI application.", "contentType": "Tutorial" }
Revolutionizing AI Interaction: Integrating Mistral AI and MongoDB for a Custom LLM GenAI Application
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/boosting-ai-build-chatbot-data-mongodb-atlas-vector-search-langchain-templates-using-rag-pattern
created
# Boosting AI: Build Your Chatbot Over Your Data With MongoDB Atlas Vector Search and LangChain Templates Using the RAG Pattern In this tutorial, I will show you the simplest way to implement an AI chatbot-style application using MongoDB Atlas Vector Search with LangChain Templates and the retrieval-augmented generati...
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{ "tags": [ "Atlas", "Python", "AI" ], "pageDescription": "Discover how to enhance your AI chatbot's accuracy with MongoDB Atlas Vector Search and LangChain Templates using the RAG pattern in our comprehensive guide. Learn to integrate LangChain's retrieval-augmented generation model with MongoDB for ...
Boosting AI: Build Your Chatbot Over Your Data With MongoDB Atlas Vector Search and LangChain Templates Using the RAG Pattern
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/cpp/turn-ble
created
# Turn BLE: Implementing BLE Sensors with MCU Devkits In the first episode of this series, I shared with you the project that I plan to implement. I went through the initial planning and presented a selection of MCU devkit boards that would be suitable for our purposes. In this episode, I will try and implement BLE ...
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{ "tags": [ "C++", "Python" ], "pageDescription": "After having sketched the plan in our first article, this is the first one where we start coding. In this hands-on article, you will understand how to write firmware for a Raspberry Pi Pico (RP2) board try that implements offering sensor data through Blue...
Turn BLE: Implementing BLE Sensors with MCU Devkits
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/multicloud-clusters-with-andrew-davidson
created
# MongoDB Atlas Multicloud Clusters In this episode of the podcast, Nic and I are joined by Andrew Davidson, VP of Cloud Product at MongoDB. Andrew shares some details of the latest innovation in MongoDB Atlas and talks about some of the ways multi-cloud clusters can help developers. :youtube]{vid=GWKa_VJNv7I} Mich...
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{ "tags": [ "Atlas" ], "pageDescription": "Learn about multi-cloud clusters with Andrew Davidson", "contentType": "Podcast" }
MongoDB Atlas Multicloud Clusters
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/amazon-sagemaker-and-mongodb-vector-search-part-3
created
# Part #3: Semantically Search Your Data With MongoDB Atlas Vector Search This final part of the series will show you how to use the Amazon SageMaker endpoint created in the previous part and perform a semantic search on your data using MongoDB Atlas Vector Search. The two parts shown in this tutorial will be: - Cr...
md
{ "tags": [ "Atlas", "Python", "AI", "AWS", "Serverless" ], "pageDescription": "In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.", "contentType": "Tutorial" }
Part #3: Semantically Search Your Data With MongoDB Atlas Vector Search
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/local-development-mongodb-atlas-cli-docker
created
# Local Development with the MongoDB Atlas CLI and Docker Need a consistent development and deployment experience as developers work across teams and use different machines for their daily tasks? That is where Docker has you covered with containers. A common experience might include running a local version of MongoDB ...
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{ "tags": [ "MongoDB", "Bash", "JavaScript", "Docker", "Node.js" ], "pageDescription": "Learn how to use the MongoDB Atlas CLI with Docker in this example that includes JavaScript and Node.js.", "contentType": "Tutorial" }
Local Development with the MongoDB Atlas CLI and Docker
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/pytest-fixtures-and-pypi
created
# Testing and Packaging a Python Library # Testing & Packaging a Python Library This tutorial will show you how to build some helpful pytest fixtures for testing code that interacts with a MongoDB database. On top of that, I'll show how to package a Python library using the popular hatchling library, and publish it t...
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{ "tags": [ "MongoDB", "Python" ], "pageDescription": "As part of the coding-with-mark series, see how to build some helpful pytest fixtures for testing code that interacts with a MongoDB database, and how to package a Python library using the popular hatchling library.", "contentType": "Tutorial" }
Testing and Packaging a Python Library
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/superduperdb-ai-development-with-mongodb
created
# Using SuperDuperDB to Accelerate AI Development on MongoDB Atlas Vector Search ## Introduction Are you interested in getting started with vector search and AI on MongoDB Atlas but don’t know where to start? The journey can be daunting; developers are confronted with questions such as: - Which model should I use? -...
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{ "tags": [ "Atlas", "Python" ], "pageDescription": "Discover how you can use SuperDuperDB to describe complex AI pipelines built on MongoDB Atlas Vector Search and state of the art LLMs.", "contentType": "Article" }
Using SuperDuperDB to Accelerate AI Development on MongoDB Atlas Vector Search
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/srv-connection-strings
created
# MongoDB 3.6: Here to SRV you with easier replica set connections If you have logged into MongoDB Atlas recently - and you should, the entry-level tier is free! - you may have noticed a strange new syntax on 3.6 connection strings. ## MongoDB Seed Lists What is this `mongodb+srv` syntax? Well, in MongoDB 3.6 we in...
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{ "tags": [ "MongoDB" ], "pageDescription": "SRV records are another way in which MongoDB is making life easier for database developers everywhere.", "contentType": "News & Announcements" }
MongoDB 3.6: Here to SRV you with easier replica set connections
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/audio-find-atlas-vector-search
created
# Audio Find - Atlas Vector Search for Audio ## Introduction As we venture deeper into the realm of digital audio, the frontiers of music discovery are expanding. The pursuit for a more personalized audio experience has led us to develop a state-of-the-art music catalog system. This system doesn't just archive music;...
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{ "tags": [ "Atlas", "JavaScript", "Python", "AI", "Django", "AWS" ], "pageDescription": "This in-depth article explores the innovative creation of a music catalog system that leverages the power of MongoDB Atlas's vector search and a Python service for sound embedding. Discover how sound ...
Audio Find - Atlas Vector Search for Audio
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/query-analytics-part-1
created
# Query Analytics Part 1: Know Your Queries Do you know what your users are searching for? What they’re finding? Or not finding? The quality of search results drives users toward or away from using a service. If you can’t find it, it doesn’t exist… or it may as well not exist. A lack of discoverability leads to a los...
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{ "tags": [ "Atlas" ], "pageDescription": "Do you know what your users are searching for? Atlas Search Query Analytics, gives us actionable insights.", "contentType": "Article" }
Query Analytics Part 1: Know Your Queries
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/atlas-semantic-kernel
created
# Building AI Applications with Microsoft Semantic Kernel and MongoDB Atlas Vector Search We are excited to announce native support for MongoDB Atlas Vector Search in Microsoft Semantic Kernel. With this integration, users can bring the power of LLMs (large language models) to their proprietary data securely, and buil...
md
{ "tags": [ "Atlas" ], "pageDescription": "Follow this comprehensive guide to getting started with Microsoft Semantic Kernel and MongoDB Atlas Vector Search.", "contentType": "Tutorial" }
Building AI Applications with Microsoft Semantic Kernel and MongoDB Atlas Vector Search
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/realm/realm-unity-persistence
created
# Saving Data in Unity3D Using Realm (Part 5 of the Persistence Comparison Series) We started this tutorial series by looking at Unity and .NET native ways to persist data, like `PlayerPrefs`, `File`, and the `BinaryReader` / `BinaryWriter`. In the previous part, we then continued on to external libraries and with th...
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{ "tags": [ "Realm", "C#" ], "pageDescription": "Persisting data is an important part of most games. Unity offers only a limited set of solutions, which means we have to look around for other options as well.", "contentType": "Tutorial" }
Saving Data in Unity3D Using Realm
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/getting-started-azure-app-service-atlas
created
# Getting Started with MongoDB Atlas, NodeJS, and Azure App Service MongoDB Atlas and Azure are great friends! In fact, they became even better friends recently with the addition of the MongoDB Atlas Pay-as-You-Go Software as a Service (SaaS) subscription to the Azure Marketplace, allowing you to use your existing Azu...
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{ "tags": [ "Atlas", "JavaScript", "Node.js", "Azure" ], "pageDescription": "How to easily deploy a MERN Stack application to Azure App Service.", "contentType": "Tutorial" }
Getting Started with MongoDB Atlas, NodeJS, and Azure App Service
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/code-examples/swift/full-stack-swift
created
# Building a Full Stack application with Swift I recently revealed on Twitter something that may have come as a surprise to many of my followers from the Swift/iOS community: I had never written an iOS app before! I've been writing Swift for a few years now but have focused entirely on library development and server-...
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{ "tags": [ "Swift", "iOS" ], "pageDescription": "Curious about mobile and server-side swift? Use this tutorial and example code!", "contentType": "Code Example" }
Building a Full Stack application with Swift
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/getting-started-mongodb-c
created
# Getting Started with MongoDB and C # Getting Started with MongoDB and C In this article we'll install the MongoDB C driver on macOS, and use this driver to write some sample console applications that can interact with your MongoDB data by performing basic CRUD operations. We'll use Visual Studio Code to type in the...
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{ "tags": [ "Atlas", "C" ], "pageDescription": "In this article we'll install the MongoDB C driver on macOS, and use it to write some sample console applications that can interact with your MongoDB data by performing basic CRUD operations, using Visual Studio Code.", "contentType": "Tutorial" }
Getting Started with MongoDB and C
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/csharp/use-effectively-realm-in-xamarin-forms
created
# How to Use Realm Effectively in a Xamarin.Forms App Taking care of persistence while developing a mobile application is fundamental nowadays. Even though mobile connection bandwidth, as well as coverage, has been steadily increasing over time, applications still are expected to work offline and in a limited connecti...
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{ "tags": [ "C#", "Realm", "Xamarin" ], "pageDescription": "This article shows how to effectively use Realm in a Xamarin.Forms app using recommended patterns. ", "contentType": "Article" }
How to Use Realm Effectively in a Xamarin.Forms App
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/map-terms-concepts-sql-mongodb
created
# Mapping Terms and Concepts from SQL to MongoDB Perhaps, like me, you grew up on SQL databases. You can skillfully normalize a database, and, after years of working with tables, you think in rows and columns as well. But now you've decided to dip your toe into the wonderful world of NoSQL databases, and you're explo...
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{ "tags": [ "MongoDB", "SQL" ], "pageDescription": "Learn how SQL terms and concepts map to MongoDB.", "contentType": "Article" }
Mapping Terms and Concepts from SQL to MongoDB
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/multi-modal-image-vector-search
created
# Build an Image Search Engine With Python & MongoDB # Building an Image Search Engine With Python & MongoDB I can still remember when search started to work in Google Photos — the platform where I store all of the photos I take on my cellphone. It seemed magical to me that some kind of machine learning technique cou...
md
{ "tags": [ "Atlas", "Python", "Jupyter" ], "pageDescription": "Build a search engine for photographs with MongoDB Atlas Vector Search and a multi-modal embedding model.", "contentType": "Tutorial" }
Build an Image Search Engine With Python & MongoDB
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/java/java-multi-doc-acid-transactions
created
# Java - MongoDB Multi-Document ACID Transactions ## Introduction Introduced in June 2018 with MongoDB 4.0, multi-document ACID transactions are now supported. But wait... Does that mean MongoDB did not support transactions before that? No, MongoDB has consistently supported transactions, initially in the form of si...
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{ "tags": [ "Java", "MongoDB" ], "pageDescription": "In this tutorial you'll learn more about multi-document ACID transaction in MongoDB with Java. You'll understand why they are necessary in some cases and how they work.", "contentType": "Quickstart" }
Java - MongoDB Multi-Document ACID Transactions
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/setup-multi-cloud-cluster-mongodb-atlas
created
# Create a Multi-Cloud Cluster with MongoDB Atlas Multi-cloud clusters on MongoDB Atlas are now generally available! Just as you might distribute your data across various regions, you can now distribute across multiple cloud providers as well. This gives you a lot more freedom and flexibility to run your application ...
md
{ "tags": [ "Atlas" ], "pageDescription": "Learn everything you need to know about multi-cloud clusters on MongoDB Atlas.", "contentType": "Tutorial" }
Create a Multi-Cloud Cluster with MongoDB Atlas
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/csharp/introducing-mongodb-analyzer-dotnet
created
# Introducing the MongoDB Analyzer for .NET # Introducing the MongoDB Analyzer for .NET Correct code culprits at compile time! As C# and .NET developers, we know that it can sometimes be frustrating to work idiomatically with MongoDB queries and aggregations. Without a way to see if your LINQ query or Builder express...
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{ "tags": [ "C#", ".NET" ], "pageDescription": "Say hello to the MongoDB Analyzer for .NET. This tool translates your C# queries to their MongoDB Query API equivalent and warns you of unsupported expressions and invalid queries at compile time, right in Visual Studio.", "contentType": "News & Announceme...
Introducing the MongoDB Analyzer for .NET
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/jdk-21-virtual-threads
created
# Java 21: Unlocking the Power of the MongoDB Java Driver With Virtual Threads ## Introduction Greetings, dev community! Java 21 is here, and if you're using the MongoDB Java driver, this is a ride you won't want to miss. Increased performances and non-blocking threads are on the menu today! 🚀 In this article, we'r...
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{ "tags": [ "MongoDB", "Java", "Spring" ], "pageDescription": "Learn more about the new Java 21 release and Virtual Threads.", "contentType": "Article" }
Java 21: Unlocking the Power of the MongoDB Java Driver With Virtual Threads
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/graphql-apis-hasura
created
# Rapidly Build a Highly Performant GraphQL API for MongoDB With Hasura ## Introduction In 2012, GraphQL was introduced as a developer-friendly API spec that allows clients to request exactly the data they need, making it efficient and fast. By reducing the need for multiple requests and limiting the over-fetching of...
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{ "tags": [ "Atlas", "GraphQL" ], "pageDescription": "Learn how to configure and deploy a GraphQL API that uses MongoDB collections and documents with Hasura.", "contentType": "Tutorial" }
Rapidly Build a Highly Performant GraphQL API for MongoDB With Hasura
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/coronavirus-map-live-data-tracker-charts
created
# Coronavirus Map and Live Data Tracker with MongoDB Charts ## Updates ### November 15th, 2023 - John Hopkins University (JHU) has stopped collecting data as of March 10th, 2023. - Here is JHU's GitHub repository. - First data entry is 2020-01-22, last one is 2023-03-09. - The data isn't updated anymore and is avail...
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{ "tags": [ "Atlas" ], "pageDescription": "Learn how we put MongoDB Charts to use to track the global Coronavirus outbreak.", "contentType": "Article" }
Coronavirus Map and Live Data Tracker with MongoDB Charts
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/synchronize-mobile-applications-mongodb-atlas-google-cloud-mysql
created
# Synchronize Your Mobile Application With MongoDB Atlas and Google Cloud MySQL Enterprises around the world are looking to modernize their existing applications. They need a streamlined way to synchronize data from devices at the Edge into their cloud data stores. Whether their goals are business growth or fending of...
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{ "tags": [ "Atlas", "Google Cloud", "Mobile", "Kafka" ], "pageDescription": "Learn how to set up automated, automated, bi-directional synchronization of data from mobile devices to MongoDB Atlas and Google Cloud MySQL.", "contentType": "Tutorial" }
Synchronize Your Mobile Application With MongoDB Atlas and Google Cloud MySQL
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/realm/building-android-app
created
# Building an Android App As technology and styles of work evolve, the need for apps to support mobile is as important as ever. In 2023, Android had around 70% market share, so the need for developers to understand how to develop apps for Android is vital. In this tutorial, you will learn the basics of getting starte...
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{ "tags": [ "Realm", "Kotlin", "Mobile", "Jetpack Compose", "Android" ], "pageDescription": "", "contentType": "Tutorial" }
Building an Android App
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/rag-with-polm-stack-llamaindex-openai-mongodb
created
# How to Build a RAG System With LlamaIndex, OpenAI, and MongoDB Vector Database ## Introduction Large language models (LLMs) substantially benefit business applications, especially in use cases surrounding productivity. Although LLMs and their applications are undoubtedly advantageous, relying solely on the parametr...
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{ "tags": [ "Atlas", "Python", "AI" ], "pageDescription": "This article provides an in-depth tutorial on building a Retrieval-Augmented Generation (RAG) system using the combined capabilities of Python, OpenAI, LlamaIndex, and MongoDB's vector database, collectively referred to as the POLM AI stack.",...
How to Build a RAG System With LlamaIndex, OpenAI, and MongoDB Vector Database
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/why-use-mongodb-with-ruby
created
# Why Use MongoDB with Ruby Before discovering Ruby and Ruby on Rails, I was a .NET developer. At that time, I'd make ad-hoc changes to my development database, export my table/function/stored procedure/view definitions to text files, and check them into source control with any code changes. Using `diff` functionality...
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{ "tags": [ "MongoDB", "Ruby" ], "pageDescription": "Find out what makes MongoDB a great fit for your next Ruby on Rails application! ", "contentType": "Article" }
Why Use MongoDB with Ruby
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/atlas-rivet-graph-ai-integ
created
# Building AI Graphs with Rivet and MongoDB Atlas Vector Search to Power AI Applications ## Introduction In the rapidly advancing realm of database technology and artificial intelligence, the convergence of intuitive graphical interfaces and powerful data processing tools has created a new horizon for developers and ...
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{ "tags": [ "Atlas", "JavaScript", "AI", "Node.js" ], "pageDescription": "Join us in a journey through the convergence of database technology and AI in our article 'Building AI Graphs with Rivet and MongoDB Atlas Vector Search'. This guide offers a deep dive into the integration of Rivet AI's grap...
Building AI Graphs with Rivet and MongoDB Atlas Vector Search to Power AI Applications
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/interactive-rag-mongodb-atlas-function-calling-api
created
# Interactive RAG with MongoDB Atlas + Function Calling API ## Introduction: Unveiling the Power of Interactive Knowledge Discovery Imagine yourself as a detective investigating a complex case. Traditional retrieval-augmented generation (RAG) acts as your static assistant, meticulously sifting through mountains of ev...
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{ "tags": [ "Atlas", "Python", "AI" ], "pageDescription": "Explore the cutting-edge of knowledge discovery with Interactive Retrieval-Augmented Generation (RAG) using MongoDB Atlas and Function Calling API. Learn how dynamic retrieval strategies, enhanced LLM performance, and real-time data integratio...
Interactive RAG with MongoDB Atlas + Function Calling API
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/atlas-data-federation-azure
created
# Atlas Data Federation with Azure Blob Storage For as long as you have been reviewing restaurants, you've been storing your data in MongoDB. The plethora of data you've gathered is so substantial, you decide to team up with your friends to host this data online, so other restaurant goers can decide where to eat, info...
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{ "tags": [ "Atlas", "JavaScript", "Azure" ], "pageDescription": "A tutorial to guide you through integrating your Azure storage with MongoDB using Data Federation", "contentType": "Tutorial" }
Atlas Data Federation with Azure Blob Storage
2024-05-20T17:32:23.502Z
devcenter
https://www.mongodb.com/developer/products/realm/realm-partitioning-strategies
created
# Realm Partitioning Strategies Realm partitioning can be used to control what data is synced to each mobile device, ensuring that your app is efficient, performant, and secure. This article will help you pick the right partitioning strategy for your app. MongoDB Realm Sync stores the superset of your application dat...
md
{ "tags": [ "Realm" ], "pageDescription": "How to use Realm partitions to make your app efficient, performant, and secure.", "contentType": "Tutorial" }
Realm Partitioning Strategies
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/gemma-mongodb-huggingface-rag
created
# Building a RAG System With Google's Gemma, Hugging Face and MongoDB ## Introduction Google recently released a state-of-the-art open model into the AI community called Gemma. Specifically, Google released four variants of Gemma: Gemma 2B base model, Gemma 2B instruct model, Gemma 7B base model, and Gemma 7B instruc...
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{ "tags": [ "Atlas", "Python", "AI" ], "pageDescription": "This article presents how to leverage Gemma as the foundation model in a Retrieval-Augmented Generation (RAG) pipeline or system, with supporting models provided by Hugging Face, a repository for open-source models, datasets and compute resour...
Building a RAG System With Google's Gemma, Hugging Face and MongoDB
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/optimize-atlas-performance-advisor-query-analyzer-more
created
# Optimize With MongoDB Atlas: Performance Advisor, Query Analyzer, and More Optimizing MongoDB performance involves understanding the intricacies of your database's schema and queries, and navigating this landscape might seem daunting. There can be a lot to keep in mind, but MongoDB Atlas provides several tools to he...
md
{ "tags": [ "Atlas" ], "pageDescription": "Learn how to get the most out of your MongoDB database using the tools provided to you by MongoDB Atlas.", "contentType": "Tutorial" }
Optimize With MongoDB Atlas: Performance Advisor, Query Analyzer, and More
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/languages/swift/authentication-ios-apps-atlas-app-services
created
# Authentication for Your iOS Apps with Atlas App Services Authentication is one of the most important features for any app these days, and there will be a point when your users might want to reset their password for different reasons. Atlas App Services can help implement this functionality in a clear and simple way...
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{ "tags": [ "Swift", "Atlas", "iOS" ], "pageDescription": "Learn how to easily implement reset password functionality thanks to Atlas App Services on your iOS apps.", "contentType": "Tutorial" }
Authentication for Your iOS Apps with Atlas App Services
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/atlas/whatsapp-business-api-data-api
created
# WhatsApp Business API Webhook Integration with Data API This tutorial walks through integrating the WhatsApp Business API --- specifically, Cloud API --- and webhook setup in front of the MongoDB Atlas Data API. The most interesting thing is we are going to use MongoDB Custom HTTPS Endpoints and Atlas Functions. T...
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{ "tags": [ "Atlas", "JavaScript" ], "pageDescription": "In this article, learn how to integrate the WhatsApp Business API with MongoDB Atlas functions.", "contentType": "Tutorial" }
WhatsApp Business API Webhook Integration with Data API
2024-05-20T17:32:23.501Z
devcenter
https://www.mongodb.com/developer/products/mongodb/neurelo-getting-started
created
# Neurelo and MongoDB: Getting Started and Fun Extras Ready to hit the ground running with less code, fewer database complexities, and easier platform integration? Then this tutorial on navigating the intersection between Neurelo and MongoDB Atlas is for you. Neurelo is a platform that utilizes AI, APIs, and the pow...
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{ "tags": [ "MongoDB", "Neurelo" ], "pageDescription": "New to Neurelo? Let’s dive in together. Learn the power of this platform through our in-depth tutorial which will take you from novice to expert in no time. ", "contentType": "Tutorial" }
Neurelo and MongoDB: Getting Started and Fun Extras
2024-05-20T17:32:23.501Z