You would just put the ad code in an appropriate box on the Admin > Layout section.
If you need to put the ad in a specific place you can make an advanced theme (check the docs for details, it's not too hard). I also made a plugin that will let you put content in various places. Details here.
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April 20, 2021: Q2A 1.8.6 released!