---
title: "Deploy Ubuntu Data Science Desktop (XFCE + Jupyter, Spyder) in your browser"
description: "Ubuntu XFCE desktop with Jupyter, Spyder, pandas and NumPy, in a browser"
category: "Other"
url: https://railway.com/deploy/ubuntu-data-science-desktop-xfce-jupyter
---

# Deploy Ubuntu Data Science Desktop (XFCE + Jupyter, Spyder) in your browser

Ubuntu XFCE desktop with Jupyter, Spyder, pandas and NumPy, in a browser

**[Deploy Ubuntu Data Science Desktop (XFCE + Jupyter, Spyder) in your browser on Railway](https://railway.com/template/ubuntu-data-science-desktop-xfce-jupyter)**

Machine-readable deploy manifest (JSON, validated by TemplateCI): https://railway.com/deploy/ubuntu-data-science-desktop-xfce-jupyter/manifest.json

- **Creator:** Nermin Sabanovic's Projects
- **Category:** Other

## Template content

### Ubuntu Data Science Desktop https://cdn.jsdelivr.net/gh/devicons/devicon@v2.16.0/icons/ubuntu/ubuntu-original.svg

- **Image:** linuxserver/webtop:ubuntu-xfce
- **Public domain:** Yes

## Documentation

# Deploy and Host Ubuntu Data Science Desktop (XFCE + Jupyter, Spyder) in your browser on Railway

A lightweight Ubuntu XFCE desktop in the cloud set up for data work: Jupyter Notebook, the Spyder IDE and Python with pandas, NumPy, SciPy, scikit-learn and Matplotlib. Open it in any browser and analyze data from any device.

## About Hosting Ubuntu Data Science Desktop (XFCE + Jupyter, Spyder) in your browser

The template runs the open source LinuxServer.io image `webtop:ubuntu-xfce` as one Railway service. The Ubuntu XFCE desktop is streamed to your browser over Railway's HTTPS domain on port 3000, and HTTP basic auth protects it with `CUSTOM_USER` and a generated `PASSWORD` that you copy from the service Variables. A volume is mounted at `/config`, the desktop user's home folder, so your files, settings and browser profiles survive restarts and redeploys. The first boot takes a minute or two.

## Common Use Cases

- Data analysis and notebooks from any device without setting up Python locally
- Long-running notebooks and models that keep going when your laptop is closed
- Teaching or learning data science with everything preinstalled

## Dependencies for Ubuntu Data Science Desktop (XFCE + Jupyter, Spyder) in your browser Hosting

- No other services: one container plus a volume
- A modern browser; Chrome, Edge, Firefox and Safari all work

### Implementation Details

Open the Railway domain, sign in with `CUSTOM_USER` and `PASSWORD`, and the desktop loads. The desktop user has passwordless sudo, so you can install software:

```bash
sudo apt update && sudo apt install -y 
```

Give the service at least 3 GB of memory for a smooth session. Image: lscr.io/webtop:ubuntu-xfce (https://github.com/linuxserver/docker-webtop).

The extra apps are installed by the LinuxServer universal-package-install mod each time the container starts, so the first boot and every restart take a few extra minutes. Add or remove apt packages in `INSTALL_PACKAGES`.

## Why Deploy Ubuntu Data Science Desktop (XFCE + Jupyter, Spyder) in your browser on Railway?


Railway is a singular platform to deploy your infrastructure stack. Railway will host your infrastructure so you don't have to deal with configuration, while allowing you to vertically and horizontally scale it.

By deploying Ubuntu Data Science Desktop (XFCE + Jupyter, Spyder) in your browser on Railway, you are one step closer to supporting a complete full-stack application with minimal burden. Host your servers, databases, AI agents, and more on Railway.



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Open this page in a browser: https://railway.com/deploy/ubuntu-data-science-desktop-xfce-jupyter