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Data Connections
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RStudio :: Solutions
Welcome
R
R
Apps
Apps
Shiny and Databases
Deploying Data for Content On RStudio Connect
Twitter ETL
Blastula
Blastula
Customized Conditional Emails with RStudio Connect
Reports
Reports
Replacing Excel: Customer Tracker
REST APIs
REST APIs
Plumber Logging
Model Deployment and Plumber
Plumber and the Slack API
Clients
Clients
R
Python
curl
Java
Node.js
PHP
Reticulate
Reticulate
Image classification with PyTorch and Shiny
Visualizing pandas dataframes with ggplot2
Sentiment analysis with Plumber and spaCy
Jobs
Jobs
Workflows
Workflows
Data Connections
Data Connections
Microsoft 365
Java and R
Python
Python
Minimum Viable Python
Minimum Viable Python
Installing Python
Installing Python Packages
Python-Based Tools
Configuring Python with RStudio
Dash Applications
Flask APIs
Python with Jupyter Notebooks
Data Science Admin
Data Science Admin
Dev/Test/Prod with RStudio Team
Scheduling Data Science Tasks
Content Security
Usage Tracking
Connect apis
Connect apis
ACL audit report
Basic audit report
Basic audit report with email
Environment audit report
Unpublished content report
Vanity URL report
Tag usage report
Audit the use of unsupported Python versions
Deploy
Deploy
CI/CD
CI/CD
GitHub Actions
Azure Pipelines
GitLab CI/CD
Jenkins
Model management
Model management
Model Management with Python
Packages
Packages
BioConductor
Understanding Repositories and Libraries
Setting Default Repositories
Sys Admin
Sys Admin
RStudio Team Overview
Advanced config
Advanced config
RStudio Connect Supervisor script examples
Environment Variables
Architectures
Architectures
RStudio Workbench Architectures
RStudio Connect Architectures
RStudio Package Manager Architectures
RStudio Team Architectures
Auth
Auth
Kerberos with RStudio Pro Products
Configuring LDAP / Active Directory with RStudio Team
Provisioning Users and Groups for RStudio Pro Products
Docker
Docker
Running RStudio Products in Containers
Integrations
Integrations
Using AWS managed File Systems with RStudio Workbench
Git
Git
Command Line Interfaces (CLIs)
Launcher
Launcher
Auto-Scaling with RStudio Workbench and Kubernetes
Launcher and Kubernetes
Launcher and Slurm with Apptainer (formerly Singularity)
Launcher and Slurm
Databases
Databases
Getting started
Getting started
Overview
Connect to a Database
Database Queries With R
R packages
R packages
Using an ODBC driver
Using DBI
Using dplyr with databases
Pooling database connections in R
Tooling
Tooling
Connections
RStudio Professional Drivers
Best practices
Best practices
Setting up ODBC Drivers
Run Queries Safely
Securing Deployed Content
Securing Credentials
Making scripts portable
Creating Visualizations
Selecting a database interface
Enterprise-ready dashboards
Schema selection
Databases
Databases
Microsoft SQL Server
Oracle
Teradata
Apache Hive
Apache Impala
PostgreSQL
Amazon Redshift
Salesforce
MySQL
MonetDB
SQLite
Google BigQuery
Athena
MongoDB
Netezza
Cassandra
Snowflake
Other Databases
Advanced
Advanced
Implementing a new backend
Connections Contract
RStudio Connections
SQL translation
Other resources
Other resources
Media
Environments
Environments
Use Cases
Use Cases
Safely Upgrade Packages
Validate Your Environment
Deploy to Production
Collaborate Within a Team
Strategies
Strategies
Strategy Map
Snapshot and Restore
Shared Baseline
Validated
Tools
Tools
Installing - pak/remotes
Repositories - RStudio Package Manager
Libraries - renv
R Versions
Docker
Python
Examples
Examples
Bike prediction
Example: Access to Care
Example: Bitcoin Demo
Example: Customer Churn
Example: Income Scoring
Example: Stock Portfolio
Miscellaneous
Miscellaneous
Advocating for your Analytic Infrastructure - VirtualBox and Vagrant
Custom emails with blastula on RStudio Connect
Diffable Data Science: A Demo
Jupyter Notebook Slideshows on RStudio Connect (side-by-side)
Repeatable Data Science: A Demo
Shiny Feature Toggles
Videos
Getting Help
Data Connections
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This section contains examples for accessing data from R.