There is already a general question about ways to control fermentation temperature. This question, however, is more specific - it pertains to active fermentation temperature control using refrigeration. And I'm making it a community wiki.
In a nutshell, I want to know which type of cooling system I should choose, and why. So I will list the various options and if you have used any of them, I ask that you please edit the answer with the pros and cons.