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Search Articles

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Article

Depth-first Hybrid Search for GraphRAG

This article compares five retrieval strategies namely pre-filtering, vector search, full-text search, hybrid search, and graph-based retrieval for RAG.

Atlas Python AI

Feb 02, 2025

Shounak Acharya (+1)

Article

The cost of not knowing MongoDB (V5RX) - Part 2

Discover the power of MongoDB schema optimization in the second part of The Cost of Not Knowing MongoDB series. This deep dive explores the impact of different data modeling approaches, focusing on the Bucket Pattern and Computed Pattern to enhance query performance and storage efficiency. Learn how grouping data by month or quarter can significantly reduce index size and improve read operations, while pre-computing aggregations can optimize reporting. With real-world benchmarks, load test results, and practical TypeScript code, this guide demonstrates how strategic schema design can maximize MongoDB’s potential.

MongoDB Aggregation Framework JavaScript Node.js

Jan 29, 2025

Artur Costa

Article

Building with Patterns: The Single Collection Pattern

This blog post series examines the common Schema Design Patterns that work well in MongoDB.

MongoDB Schema

Jan 27, 2025

Daniel Coupal

Article

Building REST APIs With API Platform and MongoDB

Learn how to build modern, scalable REST APIs using API Platform with Symfony and MongoDB. This step-by-step guide covers everything from setting up a Symfony project and integrating MongoDB Atlas to performing CRUD operations and implementing custom validation. Discover how API Platform streamlines API development with robust features like OpenAPI documentation, advanced search, and data integrity enforcement. Perfect for developers looking to efficiently manage real-time database interactions and create high-performance web applications.

MongoDB PHP

Jan 14, 2025

Aasawari Sahasrabuddhe

Article

Atlas Online Archive: Efficiently Manage the Data Lifecycle

This article explains the MongoDB's Online Archival feature and its advantages.

Atlas Online Archive

Jan 13, 2025

Ravindar Karampuri

Article

Atlas Search Playground: Easy Experimentation

Atlas Search adds powerful, relevant, full-text lexical search on top of your data.

Atlas Search

Jan 09, 2025

Erik Hatcher

Article

Slowly Changing Dimensions and Their Application in MongoDB

This article describes how to implement the concept of “slowly changing dimensions” (SCD) in the MongoDB document model and how to efficiently query them.

Atlas

Jan 08, 2025

Max Lautsch

Article

Harnessing Natural Language for MongoDB Queries With Google Gemini

By integrating MongoDB Atlas with Vertex AI Extensions, we offer a solution that enhances the accessibility and usability of the database.

Atlas Python AI Google Cloud

Dec 13, 2024

Venkatesh Shanbhag (+1)

Article

Building a Foreign Correspondent With MongoDB, Anthropic's Claude, Python

Join guest author Marko Aleksendric to learn how to use MongoDB, Anthropic's Claude and Python to create a simple web application aimed to help a virtual friend in a foreign country translate the local news items.

Python AI

Dec 09, 2024

Marko Aleksendrić

Article

Spring Data Unlocked: Performance Optimization Techniques With MongoDB

Discover the journey of mastering MongoDB with Spring Data! In Part 1, we explored the basics, including MongoTemplate vs. MongoRepository. Part 2 took us deeper into advanced queries and Spring's powerful features. Now, in Part 3, we'll focus on optimizing your application with strategies like read preferences and indexing