EP. 222 Vector Search and Data Modeling with MongoDB

The MongoDB Podcast

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תוכן מסופק על ידי MongoDB. כל תוכן הפודקאסטים כולל פרקים, גרפיקה ותיאורי פודקאסטים מועלים ומסופקים ישירות על ידי MongoDB או שותף פלטפורמת הפודקאסט שלהם. אם אתה מאמין שמישהו משתמש ביצירה שלך המוגנת בזכויות יוצרים ללא רשותך, אתה יכול לעקוב אחר התהליך המתואר כאן https://he.player.fm/legal.

Mind The Business: Small Business Success Stories

1
Pushing Past Stagnation & Business Plateaus 30:21

לפני 11 ימים30:21

הפעל מאוחר יותר

רשימות

לייק

אהבתי

30:21

Hitting plateaus is a common milestone in business, but there’s a difference between stability and a rut. In the last installment of this season, we’ll dive into the ways small business owners push beyond plateaus and find new ways to achieve revenue growth. Jannese and Austin wrap up their time in Nashville, Tennessee with a wonderful visit to N.B. Goods to speak with owner Camille Alston . Camille details the times where she hit a wall with profits, the strategies she implemented to increase revenue, what worked, what didn’t, and the important lessons she learned in the process. You won’t want to miss this informative final chapter! Learn more about how QuickBooks can help you grow your business: QuickBooks.com See omnystudio.com/listener for privacy information.…

לפני שנה 11:37

MP3•בית הפרקים

In this episode, recorded live at the Javits Center in New York City, we talk with Henry Weller, Product Manager at MongoDB. Henry shares the latest developments in vector search, now available in the MongoDB Community Edition, and provides expert advice on data modeling for unstructured data. Discover how to leverage implicit structure, optimize search results, and implement best practices for information retrieval. This episode is essential for developers and tech enthusiasts looking to stay ahead in the evolving landscape of data technology.

268 פרקים

#Tech #MongoDB #Atlas #Bson #Database #Digital #Engineering #Innovation #Realm #Software #Softwaredevelopment #Technology #Podcasting Education #JSON #NoSQL

EP. 222 Vector Search and Data Modeling with MongoDB

The MongoDB Podcast

30 subscribers

published לפני שנה

שתפו

MP3•בית הפרקים

268 פרקים

#Tech #MongoDB #Atlas #Bson #Database #Digital #Engineering #Innovation #Realm #Software #Softwaredevelopment #Technology #Podcasting Education #JSON #NoSQL

כל הפרקים

1
EP. 263 Building Agents with Natural Language with guest 1:11:04

לפני 3 ימים1:11:04

1:11:04

**(Note: Spotify listeners can also watch the screen sharing video accompanying the audio. Other podcast platforms offer the audio-only version.)** In this episode of MongoDB Podcast Live, host Shane McAllister is joined by Sachin Hejip from Dataworkz. Sachin will showcase “Dataworkz Agent Builder” which is built with MongoDB Atlas Vector Search, and demonstrate how it can use Natural Language to create Agents and in turn, automate and simplify the creation of Agentic RAG applications. Sachin will demo the MongoDB Leafy Portal Chatbot Agent, which combines operational data with unstructured data for personalised customer experience and support, built using Dataworkz and MongoDB. Struggling with millions of unstructured documents, legacy records, or scattered data formats? Discover how AI, Large Language Models (LLMs), and MongoDB are revolutionizing data management in this episode of the MongoDB Podcast.Join host Shane McAllister and the team as they delve into tackling complex data challenges using cutting-edge technology. Learn how MongoDB Atlas Vector Search enables powerful semantic search and Retrieval Augmented Generation (RAG) applications, transforming chaotic information into valuable insights. Explore integrations with popular frameworks like Langchain and Llama Index.Find out how to efficiently process and make sense of your unstructured data, potentially saving significant costs and unlocking new possibilities.Ready to dive deeper? #MongoDB #AI #LLM #LargeLanguageModels #VectorSearch #AtlasVectorSearch #UnstructuredData #Podcast #DataManagement #Dataworkz #Observability #Developer #BigData #RAG…

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EP. 262 Solving Unstructured Data Challenges with AI & Vector Search 56:30

לפני 12 ימים56:30

56:30

**(Note: Spotify listeners can also watch the screen sharing video accompanying the audio. Other podcast platforms offer the audio-only version.)** Struggling with millions of unstructured documents, legacy records, or scattered data formats? Discover how AI, Large Language Models (LLMs), and MongoDB are revolutionizing data management in this episode of the MongoDB Podcast.Join host Shane McAllister and the team as they delve into tackling complex data challenges using cutting-edge technology. Learn how MongoDB Atlas Vector Search enables powerful semantic search and Retrieval Augmented Generation (RAG) applications, transforming chaotic information into valuable insights. Explore integrations with popular frameworks like Langchain and Llama Index.Find out how to efficiently process and make sense of your unstructured data, potentially saving significant costs and unlocking new possibilities.Ready to dive deeper?#MongoDB #AI #LLM #LargeLanguageModels #VectorSearch #AtlasVectorSearch #UnstructuredData #Podcast #DataManagement #RAG #SemanticSearch #Langchain #LlamaIndex #Developer #BigData…

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EP.261 Building Next-Gen AI E-Commerce with Storecraft & MongoDB | Live Code Demo 1:00:22

לפני 27 ימים1:00:22

1:00:22

MongoDB staff developer advocate Jesse Hall teams up with Storecraft creator Tomer Shalev to dissect how this open-source commerce platform leverages MongoDB for scalable, AI-driven workflows. Watch them live-code integrations (vector search, dynamic pricing, email automation) and explore real-world use cases—from custom discount logic to OpenAI-powered product recommendations. Perfect for developers building modular, future-proof commerce solutions.…

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EP.260 Vector Search Secrets Revealed! - AI-Powered Image Search with MongoDB - Live Demo 57:33

לפני 5 weeks57:33

57:33

Ever wondered how companies like Amazon or Pinterest deliver lightning-fast image search? Dive into this episode of MongoDB Podcast Live with Shane McAllister and Nenad , a MongoDB Champion, as they unravel the magic of semantic image search powered by MongoDB Atlas Vector Search ! 🔍 What You’ll Learn : Why semantic search is a game-changer for AI-driven applications (spoiler: it’s all about meaning , not just keywords!). How to transform images into vectors (embeddings) and store them alongside your data —no clunky ETL pipelines required! A live demo showcasing real-time image search on a 40,000+ product dataset (spoiler #2: it’s blazing fast and shockingly simple to build!). Pro tips on choosing embedding models, optimizing indexes, and avoiding common pitfalls. Why MongoDB’s unified data model crushes traditional databases for AI/ML workloads. 👥 For Developers & Data Engineers : Whether you’re a JavaScript, AI enthusiast, or just tired of JOINs, this episode is your roadmap to building smarter, faster apps . Plus, learn why companies like Toyota and Verizon trust MongoDB for mission-critical AI workloads.…

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EP. 259 AI-Powered Customer Insights: Boosting Lifetime Value with MongoDB & Generative AI 1:02:21

לפני 6 weeks1:02:21

1:02:21

🔥 How can AI transform customer retention and drive revenue growth? In this episode of The MongoDB Podcast , join host Shane McAllister and Samir Agarwal , Chief Product Technology Officer at Agmeta, as they dive into the future of AI-driven customer insights. Discover how Agmeta leverages MongoDB Atlas Vector Search and cutting-edge AI tools to predict churn, personalize customer experiences, and unlock hidden value in customer interactions. 🔹 Key Takeaways: Why traditional customer surveys fail—and how AI extracts real-time insights from calls, chats, and transcripts. The role of sentiment analysis and vector search in identifying high-risk churn candidates. How generative AI creates actionable recommendations to retain customers and boost upsell opportunities. Real-world demo: See AI transform unstructured data into a visual dashboard for instant decision-making. Why MongoDB’s flexibility makes it the go-to database for AI/ML workflows. 🔹 Perfect For: Developers and data engineers building AI-powered customer solutions. Product leaders focused on retention, lifetime value, and reducing churn. Startups exploring AI/ML tools (shoutout to the MongoDB Startup Program !). 👉 Subscribe for more episodes on AI, databases, and scaling tech stacks! TAGS: #AI #CustomerInsights #MongoDB #AtlasVectorSearch #ReduceChurn #GenerativeAI #CustomerLifetimeValue, #SentimentAnalysis #StartupProgram #Agmeta…

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EP. 258 Harnessing AI for Revenue Optimization: The Mops AI Journey with MongoDB 1:07:32

לפני 7 weeks1:07:32

1:07:32

Welcome to MongoDB Podcast with host Shay McAlister! In this engaging episode, we dive into the transformative realm of AI in revenue operations, featuring our special guest, Fabio, Senior Software Development Engineer at MongoDB. Discover how AI is revolutionizing rev ops through Mops AI, a tool born from innovative hackathons. Fabio shares insights on leveraging MongoDB's own tools and advanced technologies like OpenAI and Atlas Vector Search to optimize tedious processes and enhance data utilization. Perfect for developers, AI enthusiasts, and tech innovators, this episode offers deep dives into practical AI applications, internal tool creation, and the future of generative AI in optimizing business processes. Tune in for a compelling look at how AI-powered innovation is shaping the way we handle data and drive revenue!…

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EP. 257 Optimizing MongoDB: Deep Dive into Database Performance, Reliability, and Cost Efficiency with Observability Tools 1:06:07

לפני 8 weeks1:06:07

1:06:07

In this episode of MongoDB TV, join Shane McAllister along with MongoDB experts Sabina Friden and Frank Sun as they explore the powerful observability suite within MongoDB Atlas. Discover how these tools can help you optimize database performance, reduce costs, and ensure reliability for your applications. From customizable alerts and query insights to performance advisors and seamless integrations with enterprise tools like Datadog and Prometheus, this episode covers it all. Whether you're a developer, database administrator, or just getting started with MongoDB, learn how to leverage these observability tools to gain deep insights into your database operations and improve your application's efficiency. Tune in for a live demo showcasing how MongoDB's observability suite can transform your database management experience. Perfect for anyone looking to enhance their MongoDB skills and take their database performance to the next level.…

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EP. 256 Wrapping Up Local London: Key Takeaways and Future Insights from MongoDB 9:29

לפני 17 weeks9:29

9:29

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.…

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EP. 255 Transforming the Insurance Industry with MongoDB: Insights on AI and Data Modernization 10:46

לפני 18 weeks10:46

10:46

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.…

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EP. 254 Enhancing Developer Experience with Atlas CLI and Docker Support 11:24

לפני 18 weeks11:24

11:24

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.…

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EP. 253 Understanding Queryable Encryption: Enhancing Data Security in MongoDB 10:56

לפני 19 weeks10:56

10:56

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.…

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EP. 252 Mastering Data Modeling in MongoDB: Insights from a Strategy Expert 11:35

לפני 19 weeks11:35

11:35

Join us for an insightful discussion with a MongoDB expert as we delve into the intricacies of data modeling and design reviews. With over a decade of experience, our guest shares valuable strategies for optimizing data models, avoiding common pitfalls, and ensuring successful implementations. Learn about the importance of aligning your data structure with application needs and discover practical design patterns that can enhance your MongoDB projects. Whether you're new to MongoDB or looking to refine your skills, this episode is packed with actionable insights to elevate your data modeling game.…

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EP. 251 Discovering the Power of Atlas Search: Insights from a MongoDB Community Champion 10:55

לפני 20 weeks10:55

10:55

Join us in this engaging conversation with a MongoDB Community Champion as we explore the transformative capabilities of Atlas Search. With nearly a decade of experience using MongoDB at scale, our guest shares insights on managing billions of documents and achieving impressive performance benchmarks. Learn how Atlas Search simplifies data management by eliminating complex pipelines and enhancing efficiency. Whether you're a developer or a data enthusiast, this episode highlights the benefits of leveraging MongoDB's latest features for your projects. Don't miss out on these valuable insights!…

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EP. 250 The Future of Time Series Data: Game-Changing Improvements You Need to Know! 12:31

לפני 20 weeks12:31

12:31

Are you ready to revolutionize your approach to time series data? In this episode, we unveil the groundbreaking advancements in MongoDB's time series capabilities that are set to transform how developers manage and analyze high-volume data. Discover how the latest features enhance performance, streamline data ingestion, and simplify querying like never before. Whether you're a seasoned developer or just starting out, this episode is packed with insights that can elevate your projects to the next level. Don't miss out on the future of data management!…

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EP. 249 Insights on Vector Search and Quantization for Developers and AI Enthusiasts 10:47

לפני 21 weeks10:47

10:47

In this episode of the MongoDB Podcast, we dive deep into the exciting advancements in vector search technology. Join us as we discuss the recent launch of quantization capabilities and how they can significantly reduce costs while enhancing performance. Discover the implications for developers and customers alike, and learn about the future of AI integration within MongoDB. Whether you're a seasoned developer or just starting out, this episode is packed with valuable insights to help you leverage the benefits of vector search in your applications.…

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