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This is the only place where we can do it (esp. on shutdown), since it calls `consumer.position()`, with no param, and thus updates the position of assigned partitions. This however has an unfortunate effect: it puts Zookeeper in the path, as the unassign with be delayed until we have retrieved the offsets and written them to zookeeper. This should however be fine in the context of a kafka rebalance, which takes seconds or more. Issue: BB-455
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