After banging my head against the wall for a while now, Ash's answer was the one I was looking for. I didn't necessarily get a "%jdbc(hive) prefix not found in Zeppelin". In Zeppelin I got a nondescript error and the logs complaining about java.lang.NoSuchMethodError. After creating these soft links it worked fine!
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