How do I customize category pages?

For example, say I have a category in wordpress called “Guitars”, and the url of this is https://example.com/?cat=25. Now say I wanted to add a specific advertisement permanently on this category’s page, but nowhere else on my site. How do I go about doing this?

Is it even possible?