If you are transitioning from CGI to modernity, then I would recommend looking at CGI::Application. I still use it and it works well in many situations. However, it is not persistent. This shouldn't matter to you at this point.
CGI::Application encourages modularity and introduces you to a sane way to manage a request life cycle. Once you cut your teeth there, then you can look at the plethera of frameworks out there.
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