The programming language primarily used for web server-side scripting is PHP (Hypertext Preprocessor). PHP is widely utilized for developing dynamic web applications, allowing developers to embed code within HTML for processing on the server before sending the output to the client. Its ease of integration with various databases and frameworks makes it a popular choice for building interactive websites and applications.