Migrators, Tools, and Connectors
Migrators
Relational Migrator
Migrate data from your relational database to MongoDB.
Atlas Live Migration
Pull data from existing MongoDB deployments, JSON, or CSV files into Atlas using a guided process.
Cluster-to-Cluster Sync
Continuously synchronize data between MongoDB clusters in the same or hybrid environments, including Atlas, private cloud, on-premises, and at the edge.
Database Tools
Export data from one MongoDB cluster to a JSON, BSON, CSV, or TSV file and import it to another MongoDB cluster.
Data Exploration and Visualization
Compass
Visually explore your data with full CRUD functionality, and index and performance management.
Atlas Charts
Create, share, and embed visualizations of MongoDB data.
![PyMongoArrow Driver LogoMark](/https/www.mongodb.com/docs/images/icons/table.png)
PyMongoArrow Driver
Use PyMongo to load MongoDB query result sets as Pandas DataFrames, NumPy arrays, and Apache Arrow tables.
IDE Integrations
VS Code Extension
Find out how you can manage your data directly within your coding environment.
C# Analyzer
Understand and troubleshoot queries and aggregations directly inside Visual Studio and other tools.
Connectors
BI Connector
Connect MongoDB to your favorite BI platforms to visualize, graph, and report on your MongoDB data.
Kafka Connector
Build robust pipelines that stream events between applications with MongoDB and Apache Kafka.
Spark Connector
Leverage Apache Spark's libraries to analyze MongoDB data with machine learning, graph, and SQL APIs.
Atlas SQL
Create and run SQL queries to visualize, graph, and report on your data using relational business intelligence tools.
Management Tools
Cloud Manager
Use the hosted management platform to monitor, automate, and backup self-managed deployments.
Ops Manager
Deploy, monitor, back up, and scale MongoDB on your own infrastructure.
MongoDB Kubernetes Operators
Learn how to run MongoDB in Kubernetes on your own infrastructure.
Atlas Kubernetes Operator
Manage resources in MongoDB Atlas using Kubernetes.
![Automation LogoMark](/https/www.mongodb.com/docs/images/icons/automation.png)
Atlas Terraform Provider
Manage resources in MongoDB Atlas using Terraform.
Generative AI Information
![Gen AI alt](/https/www.mongodb.com/docs/images/icons/mongodb-dna.png)
Generative AI FAQs
Learn how MongoDB applications can enhance your user experience by using generative AI.