Resources

People Who Ship Ep 2: From prototype to production

Hear from developers shipping production-grade AI applications built on MongoDB. This episode features Noam Rubin, a software engineer on Vanta’s AI platform team. Check out the recent episode of our “People Who Ship” series, where you'll hear from developers shipping production-grade AI applications with MongoDB. In this episode, you will hear from Noam Rubin, a software engineer on the AI platform team at Vanta. Noam will share invaluable insights into what it takes for his team to take gen AI features from prototype to production at Vanta. You will learn: The importance of experimentation What makes a good prototype How to integrate prototypes into real products The lifecycle of an AI feature What’s hard about building AI agents Register now for real-world insights from teams using AI to solve real business challenges. No hype—just actionable knowledge you can apply to your own AI projects.

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Intro to MongoDB 3-Part Webinar series

Ready to elevate your database game? Register for the "Intro to MongoDB Series" and unlock the full potential of MongoDB’s modern data platform. This three-part webinar series is your essential guide to mastering MongoDB, from initial deployment to advanced querying and data modeling. July 31 - 10am BST Webinar #1: Intro to MongoDB Join Senior Developer Advocate Jesse Hall as he demystifies MongoDB and showcases the unparalleled advantages of the document data model. This session is your fast track to getting up and running with MongoDB Atlas. In this webinar, you’ll learn how to: Create your first cluster, add an IP address, and set up a database user. Load sample data using a Next.js e-commerce demo app. Connect to your database effortlessly. August 21 - 10am BST Webinar #2: Intro to Data Modeling Ever wondered how to perfectly design your data for an application? This webinar tackles that frequently asked question head-on. We’ll explore the crucial considerations for effective data modeling, ensuring your application performs at its peak. You will learn: The key differences in data modeling between MongoDB and RDBMS. Essential considerations for modeling data specifically with MongoDB. How to supercharge the document model using powerful schema design patterns. September 11 - 10am BST Webinar #3: Intro to Queries and Aggregation Unlock the true power of your data with the MongoDB Query API and the Aggregation Pipeline. As your data evolves in complexity, these high-precision tools become indispensable for intelligently retrieving, processing, and analyzing your rich JSON documents. We'll cover: Best practices you can leverage to avoid commonly observed anti-patterns Optimizations MongoDB performs during aggregation pipeline parsing. Tips and tricks to significantly improve your query performance. In today's rapidly evolving technological landscape, understanding your data and how to wield it is no longer optional—it's foundational. Equip yourself with the knowledge and skills to build robust, scalable applications. Ready to transform your approach to data? Register now for the complete "Intro to MongoDB Series" by filling out the form on this page!

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Intro to Atlas Search Webinar HK

Atlas Search combines the power of Apache Lucene — the technology behind the world’s most popular search engines — with the efficiency, scale, and resilience of MongoDB Atlas to make it easier than ever to integrate fast, relevance-based search capabilities into all of your MongoDB applications. This webinar will show you how to search through different data types, including text, numbers, dates, and geoJSON and demonstrate a variety of search capabilities.

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Enrich Your Applications with AI: A Hands-On Guide to MongoDB Atlas Vector Search

July 31, 2025 12 - 2 p.m. ET Get ready for the first workshop in our three-part AI Build & Learn Workshop Series! Join us on July 31, 2025, from 12 to 2 p.m. ET for "Enrich Your Applications with AI: A Hands-On Guide to MongoDB Atlas Vector Search." In this engaging and interactive session, you'll discover how to supercharge your applications and unlock powerful AI capabilities using MongoDB Atlas Vector Search. We'll demystify the core concepts of vector search and provide you with hands-on experience in performing and optimizing vector search queries. Key topics we’ll cover during the workshop include: What embeddings are and how they power intelligent semantic search Techniques for tuning and enhancing your vector search queries for improved performance Sophisticated methods like combining pre-filtering with vector search and implementing hybrid search How to apply your new knowledge to real-world scenarios Plus, you’ll earn the Vector Search Fundamentals skill badge when you complete the workshop! Don't miss out on this unique opportunity to deepen your understanding of MongoDB Atlas Vector Search and elevate your application's capabilities. You'll have the chance to get your questions answered during the live session. Even if you can’t attend, register anyway. We'll automatically send you a link to watch the recorded session on-demand after the webinar. And don’t forget to keep an eye out for our next two sessions in the generative AI Build & Learn Workshop Series. Think Big, Go Far, The MongoDB Team Next up Build RAG Applications Using MongoDB - Aug 14 The A to Z of Building AI Agents - Aug 28

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Methodology and Principles of Data Modeling for MongoDB 《MongoDB 資料建模方法論》

日期: July 31, 2025 時間: 10:00 AM (台灣時間) 在關聯式資料庫中建立結構描述 (schema)是直觀的過程，而為 MongoDB 應用程式設計資料架構看似更具挑戰性。但若掌握 MongoDB 官方驗證的核心方法學與設計原則，您將發現這並非難事。 本場線上研討會將深度剖析： MongoDB 專屬資料建模方法學：從關聯式思維轉向文件模型的最佳路徑 設計原則解密：效能調校、擴充性與開發效率的關鍵取捨 獨家實戰心法：萃取近千次企業級架構設計檢視的精華要點 透過真實案例展示如何避開常見陷阱，打造兼具彈性與高效能的資料架構。 日期：July 31, 2025 時間：10:00 AM (台灣時間) 授課語言：中文(輔以英文教材)

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Build Real AI Success: From Vectors to Value with MongoDB Atlas on Azure

Learn how leading enterprises are building intelligent, AI-driven applications using MongoDB Atlas and Microsoft Azure by watching our on-demand webinar. In this session, MongoDB and Microsoft experts explore how Atlas on Azure powers the next generation of AI with the use of RAG, machine learning, and agentic systems. Agentic AI is reshaping the future of application development, enabling systems to reason, act autonomously, and evolve in real time. But success with agentic systems requires a data foundation that is secure, scalable, and flexible enough to handle hybrid search, vector embeddings, and transactional workloads all in one. Watch “From Vectors to Value: Why MongoDB Atlas on Azure for Agentic Systems” to learn how leading enterprises are building intelligent, AI-driven applications using MongoDB Atlas and Microsoft Azure. Topics covered include: Building powerful agentic systems with Azure AI Foundry and MongoDB’s native support for vector search, hybrid search, and real-time reasoning Optimizing storage and compute with Atlas Vector Search Nodes for gen AI-specific workloads Deploying securely with deep Azure integration and industry-leading encryption capabilities Watch the session at your convenience and find out how MongoDB Atlas on Azure can take you from pilot to production faster, with the flexibility to adapt, the security to scale, and the intelligence to act.

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MongoDB 資料建模方法論

日期: July 25, 2025 時間: 10:00 AM (HKT) 在關聯式資料庫中建立結構描述 (schema)是直觀的過程，而為 MongoDB 應用程式設計資料架構看似更具挑戰性。但若掌握 MongoDB 官方驗證的核心方法學與設計原則，您將發現這並非難事。 本場線上研討會將深度剖析： MongoDB 專屬資料建模方法學：從關聯式思維轉向文件模型的最佳路徑 設計原則解密：效能調校、擴充性與開發效率的關鍵取捨 獨家實戰心法：萃取近千次企業級架構設計檢視的精華要點 透過真實案例展示如何避開常見陷阱，打造兼具彈性與高效能的資料架構。 授課語言 ﹕ 廣東話(輔以英文教材).

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Building Reliable AI Systems for Production with MongoDB and Galileo

July 17, 2025 12 p.m. ET AI isn't just about innovation; it's about reliability. As your AI systems power critical applications for millions of users, hallucination emerges as the primary roadblock preventing your experimental AI from becoming the robust, production-ready solution your business truly needs. Join us for a live webinar on July 17, 2025, at 12 p.m. ET, to learn how to conquer AI hallucination and ensure high performing AI systems. You'll gain access to proven frameworks for measuring AI hallucination and implementing evaluation metrics for RAG and agentic systems with Galileo. You’ll also discover how Voyage AI embedding models and rerankers reduce hallucination, and how MongoDB Atlas's retrieval mechanisms enhance context quality to optimize your entire data pipeline. Key Takeaways: The complete AI reliability framework : a systematic approach to identifying, measuring, and eliminating hallucination. Production-Ready implementation strategies: hands-on techniques for integrating Voyage AI embeddings, MongoDB Atlas retrieval mechanisms, and Galileo evaluation pipelines into your existing AI infrastructure. Advanced hallucination reduction techniques: proven methods for improving context relevancy through optimized retrieval strategies, reranking algorithms, and evaluation workflows. Speakers Richmond Alake - AI/ML Staff Developer Advocate at MongoDB Roie Schwaber-Cohen, Principal developer Advocate at Galileo Don't let AI hallucination hinder your products any longer. Register now.

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Migrating to MongoDB Atlas

September 17th, 2025 10 a.m. GST Ready to elevate your database to MongoDB Atlas? Our upcoming webinar will guide you through every step of the migration process—from planning and strategy to execution and optimization. Whether you’re using MongoDB Community or Enterprise Advanced, this session is tailored to empower you with the knowledge and tools to ensure a smooth transition. What You’ll Learn: Overview: Discover MongoDB Atlas's benefits and the essentials of migration. Planning & Strategy: Learn how to assess your current deployment, define goals, prioritize risks, and map out a migration plan following data migration best practices. Methods & Tools: Explore migration methods and get a hands-on look at MongoDB tools like Live Migration and cluster-to-cluster sync via an interactive demo. Validation & Optimization: Ensure data integrity, optimize performance, and prevent common post-migration issues. Customer Success Stories: Be inspired by real-world migration success examples and discover how MongoDB Professional Services can help derisk and accelerate your migration. Live Q&A: Get your migration questions answered by our experts.

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Adopting AI-Driven Transformation with MongoDB, Capgemini and AWS

Our recent webinar, “Adopting AI-Driven Transformation with MongoDB, AWS, and Capgemini,” is now available on demand. In this webinar, presenters from MongoDB, AWS, and Capgemini discuss an AI-powered integration enhances customer engagement, streamlines operations, and drives growth across industries. Watch this webinar to learn how to: Seamlessly integrate AI-driven capabilities into operations and core applications. Move beyond legacy limitations and unify data across disparate, siloed systems. Accelerate application development and shrink time-to-market with prebuilt accelerators for industry-specific domains. Use AWS services, like Amazon Lex and AWS Lambda to enable personalized, scalable conversational AI across channels.

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Session 1 - Data Modeling for MongoDB

In this workshop on data modeling to learn how MongoDB’s flexible document model compares to traditional relational models. Together, we’ll walk through the MongoDB data modeling methodology: Identify entities Quantify application workloads Model relationships with embedding or referencing We’ll apply this methodology through practical exercises to build the schema for a sample application—a library management system. Additionally, you will learn how to use MongoDB’s schema validation to ensure data integrity and consistency. At the end of this workshop, you will have the opportunity to earn the Relational to Document Model MongoDB skill badge that you can add to your LinkedIn profile.

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Session 2 - Schema Design Patterns and Antipatterns

In this hands-on data modeling workshop, we will explore common MongoDB schema design patterns and learn how to avoid antipatterns. You will get first-hand experience with the following patterns: Extended reference Computed Inheritance We’ll also cover common schema design antipatterns: Unbounded arrays Bloated documents You’ll learn not only how to identify these antipatterns but also why they can be detrimental to your database’s performance. At the end of this workshop, you’ll have the opportunity to earn the Schema Design Patterns and Antipatterns MongoDB skill badge that you can add to your LinkedIn profile.

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