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So in large web applications would the partitioned tables be distributed among multiple DB servers?

you could -- that isn't "partitioning" in the way I discuss it in the linked article

when it is split across machines it is generally referred to as sharding: http://en.wikipedia.org/wiki/Shard_(database_architecture)

I see, thanks for clearing that up!