The complexity of setting up a reverse proxy can vary depending on the specific requirements and the software being used. Popular reverse proxy servers like Nginx and Apache can be set up with relative ease if you have some familiarity with server configuration. However, for complex setups or if you're not comfortable with server management, it might be beneficial to seek help from a professional.