Panel#
Ploomber Cloud supports Panel. For information on how to develop Panel apps, please check the documentation.
To deploy an app, first create an account.
Once you have an account, you need at least two files:
Your application file (
app.py
)A dependencies file (
requirements.txt
)
Note that the application will run with Python 3.11. Refer to this section for customized deployments.
Here is a sample Docker-based Panel
application.
Application file#
Your app.py
must be a Panel application. An example is available here.
Dependencies#
To deploy a new project, list your dependencies in a (requirements.txt
). For example, if you’re using JupySQL, pandas and matplotlib, your requirements.txt
file will look like this:
# sample requirements.txt
jupysql
pandas
matplotlib
Testing locally#
To test your Panel app, create a virtual environment and install the packages:
pip install -r requirements.txt
Then run the following command to start the application:
panel serve app.py
Deploy#
Deploy from the menu
Once you have all your files, create a zip file.
To deploy a Panel app from the deployment menu, follow these instructions:
To learn more about deploying Panel applications on Ploomber Cloud click here
Try an example
To download and deploy an example Panel application start by installing Ploomber Cloud and setting your API key:
pip install ploomber-cloud
ploomber-cloud key YOUR-KEY
Tip
If you don’t have an API key yet, follow the instructions here.
Now, download an example. It will prompt you for a location to download the app. To download in the current directory, just press enter.
ploomber-cloud examples panel/data-viz
Note
A full list of Panel example apps is available here.
You should see a confirmation with instructions on deploying your app. Now, navigate to your application:
cd location-you-entered/data-viz
Deploy from the CLI
Initialize and deploy your app with:
ploomber-cloud init
ploomber-cloud deploy --watch
Tip
To ensure your app doesn’t break on re-deployments, pin your dependencies.
Production deployments#
Ploomber has features to help you deploy production-ready Panel apps
Authentication#
Our integration with Auth0 allows you to easily add authentication to any Panel app. There’s no need to modify your Panel app code, only pass your Auth0 configuration parameters. Check out the sample app.
Features#
Ploomber Cloud supports many features to help you build Panel applications quickly!
Integration with GitHub
Safely store secrets such as API keys
Usage analytics such as unique visitors, total requests, etc.
Spin up larger resources (CPUs and RAM)
Spin up GPUs
Add custom domains or subdomains to your application
Task queues to scale applications to more users