Caffeine production is likely difficult in the face of a drier climate. Caffeine is present in the plant as a pesticide. Insects are a much bigger problem in wet climates over dry.
Having grown up in a wet climate (Chicago) but now living in a dry one (Utah) I can say that finding a droubt tolerant species which concerns itself with pesticide production may be difficult. The same water which coffee relies on is the same stuff pests rely on to reproduce. My mother was from Utah, and she always lamented at the small size of her flowers growing up in Chicago. They are much larger in Utah because they can get big without insects eating them.
(I say all this as a point of interest, but I don't drink coffee myself.)
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