Generative AI uses _____ to enable intelligent semantic search over unstructured data (text, images, and audio). ____ are critical in building recommendation engines, anomaly detection, and conversational AI. The wide range of use cases, made possible with native capabilities in MongoDB, deliver transformative user experiences.
Vectors
MongoDB internally stores data in a format called _____
BSON
How much $ was Voyage AI acquired for
$220m
Who is the founder of Voyage AI
Tengyu Ma
What year was Atlas first released
2016
____ _____ ____ is truly industry-agnostic. It's created across use cases, from financial services to smart manufacturing. However, it can be challenging to work with due to its enormous storage footprint, which creates further challenges for querying and analyses to extract real-time insights. In this talk, we will cover the fundamentals of time series data and its usage.
Time series data
____-_____ enables clusters to automatically adjust their tier, storage capacity, or both, in response to real-time use.
Auto-scaling
This feature lets MongoDB users combine structured filters and semantic search in a single query.
hybrid search
This vulgar video from 2010 makes fun of MongoDB which is titled: MongoDB is ____ ______
Web Scale
When was MongoDB founded?
2007
______ ____ _____ makes querying data from Apache Kafka as easy as querying a MongoDB database. A _____ _____ is made up of a source stage, any number of processing stages, and a sink stage.
Atlas Stream Processing
or
stream processor
MySQL has the largest share of database markets. What percent range is it?
- 10%-20%
- 21%-30%
-31%-40%
-41%-50%
41.89%
MongoDB integrates with this popular framework that lets you chain together LLMs, vector stores, and tools to build AI agents.
LangChain
Who was the CEO of MongoDB before Dev?
Max Schireson
What year did MongoDB go public
2017
MongoDB data encryption offers robust features to protect your data while ________ (network), ______ (storage), and ______ (memory, logs). Customers can use automatic encryption of key data fields like PII, PHI, or any data deemed sensitive — ensuring data is encrypted throughout its lifecycle.
in-transit, at-rest, in-use
In MongoDB, this process promotes a secondary to primary during a replica set failover, using a heartbeat and voting system.
replica set election process
This type of AI architecture often powers Retrieval-Augmented Generation (RAG) by combining a language model with a vector database.
hybrid search architecture
MongoDB IPO price
$24 a share
Name 1 company Dev Ittycheria is a board member of
DataDog, DataRobot, AthenaHealth, Cisco, Signpost
Atlas databases are available in 125+ regions across AWS, Google Cloud, and Azure. Store your data across any of the regions. Take advantage of multi-cloud and multi-region deployments, allowing you to target the providers and regions that best serve your users. Zoned sharding is available to Atlas customers as part of the fully managed cloud service to support location-aware storage and database operations for globally distributed application instances and clients.
Data Sovereignty
5 Pillars of Atlas Data Architecture
security, operational efficiency, performance, reliability, and cost optimization
To optimize vector search results in MongoDB, this indexing technique is used to balance accuracy and performance.
approximate nearest neighbor (ANN) indexing?
How much does a dedicated M10 cluster cost per hour?
$0.08
There are 3 founders of MongoDB - name 1
Eliot Horowitz, Kevin P. Ryan, Dwight Merriman