Deploying applications with Python involves several steps to ensure that your code runs smoothly in a production environment. The process can vary depending on the complexity of the application and the hosting environment you choose.

First, it’s essential to select the right hosting plan. Options include shared hosting for smaller projects, VPS hosting for more control and scalability, and dedicated hosting for large-scale applications. Each option has its advantages, with VPS being a popular choice due to its flexibility and root access for custom installations ⁴.

Next, setting up a Python environment is crucial. This includes installing the necessary dependencies and configuring the server to run your application. You may also need to consider using virtual environments to manage dependencies effectively and avoid conflicts ³.

Finally, testing your application in the deployment environment is vital to ensure everything works as expected. This includes checking for compatibility with the server’s operating system and installed libraries ³⁴.

If you’re deploying machine learning models, additional considerations for retraining and adapting to new data may also be necessary ⁵.