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Understanding Embedded Types in MongoDB with Java and Helidon
MongoDB provides a flexible schema design, allowing data modeling patterns that differ significantly from traditional relational databases. With MongoDB, you model data specifically for your use cases rather than using a generic schema that attempts to cover all cases.Jan 09, 2025 | 5 min read
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Tutorial
Understanding Embedded Types in MongoDB with Java and Helidon
MongoDB provides a flexible schema design, allowing data modeling patterns that differ significantly from traditional relational databases. With MongoDB, you model data specifically for your use cases rather than using a generic schema that attempts to cover all cases.Jan 09, 2025
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.Jan 09, 2025
Video
What is retrieval-augmented generation (RAG)? #ai #mongodbbasics
Learn more about RAG on Developer Center: https://mdb.link/rag-guide" target="_blank" rel="noreferrer">https://mdb.link/rag-guide Sign-up for a free cluster → https://www.mongodb.com/cloud/atlas/register Subscribe to MongoDB YouTube→ https://mdb.link/subscribe Learn what retrieval-augmented generation is, why it's important, and how it's related to LLMs. Learn more about RAG on Developer Center: https://mdb.link/rag-guide" target="_blank" rel="noreferrer">https://mdb.link/rag-guideJan 09, 2025
Tutorial
Encryption in Use: The Magic of MongoDB for Secure Queries
Protecting stored data is only a start. You need a solution that works during processing, allowing meaningful searches. Enter CSFLE and Queryable Encryption!Jan 06, 2025
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Video
Wrapping Up Local London: Key Takeaways and Future Insights from MongoDB
✅ Try MongoDB 8.0 → https://mdb.link/lPQh_9b00II-8.0 ✅ Sign-up for a free cluster → https://mdb.link/lPQh_9b00II-try - Join us as we conclude our exciting day at Local London! In this final segment, we reflect on the highlights of the event, including key announcements, insightful discussions, and the innovative features showcased throughout the day. Our hosts share their thoughts on the importance of developer productivity, the impact of AI on various industries, and the future of MongoDB's offerings. Whether you missed the event or want to recap the key moments, this episode is packed with valuable insights and a look ahead at what's next for MongoDB.Dec 27, 2024
Video
Transforming the Insurance Industry with MongoDB: Insights on AI and Data Modernization
✅ Try MongoDB 8.0 → https://mdb.link/oqBsHREc9PM-8.0 ✅ Sign-up for a free cluster → https://mdb.link/oqBsHREc9PM-try - In this episode, we sit down with industry experts to discuss how MongoDB is revolutionizing the insurance sector through data modernization and AI integration. Discover how MongoDB's document model simplifies data processing, enhances developer productivity, and reduces friction in application development. Learn about the exciting advancements in vector search and unstructured data handling that are set to transform customer experiences in insurance. Whether you're in the industry or just curious about the future of data management, this episode is packed with valuable insights and practical applications.Dec 23, 2024
Video
Enhancing Developer Experience with Atlas CLI and Docker Support
✅ Try MongoDB 8.0 → https://mdb.link/SA2NPYzzGjk-8.0 ✅ Sign-up for a free cluster → https://mdb.link/SA2NPYzzGjk-try - In this episode, we explore the exciting advancements in MongoDB's Atlas CLI and Docker support with a leading expert in developer tools. Discover how these features streamline local development, enabling faster feedback loops and efficient testing environments. Learn about the integration with existing Docker tools, the benefits of running MongoDB locally, and the future enhancements on the horizon. Whether you're a developer looking to optimize your workflow or just curious about the latest in MongoDB, this episode is packed with valuable insights to elevate your development experience.Dec 20, 2024
Video
What is Chunking in AI? A Solution to Passing Large Documents
Passing large documents as input to an LLM means that the LLM has to parse out the most relevant information to answer user queries. This can be challenging given that LLMs are designed to process input sequentially, token by token. This is where chunking helps. - Learn more about chunking in AI on Developer Center: https://mdb.link/choosing-chunking-strategyDec 19, 2024
Video
Understanding Queryable Encryption: Enhancing Data Security in MongoDB
✅ Try MongoDB 8.0 → https://mdb.link/UDIfEKKBl88-8.0 ✅ Sign-up for a free cluster → https://mdb.link/UDIfEKKBl88-try - In this episode, we dive into the world of queryable encryption with our security specialist. Discover how this innovative feature protects sensitive data while allowing for secure querying without exposing any information. Learn about its applications in industries like banking, healthcare, and government, and how it ensures that even in the event of a data breach, your crown jewels remain safe. We also discuss the recent advancements, including range queries and future enhancements like full-text search. Whether you're a developer or a security professional, this episode provides valuable insights into securing your data with MongoDB.Dec 16, 2024
Video
How to Evaluate Your LLM Application
AI can take your application to the next level... if your LLM is working properly. So how do you evaluate your LLM to ensure it is running effectively within your application? Here's a look behind the scenes of what goes into evaluating an LLM application.Dec 16, 2024