So your inbound load is 7000 tweets/sec or roughly 250 MBit/s (assuming 4k per tweet). Then you fan that out to (assuming) 20 append-only mailboxes on average.
Perhaps my assumptions are far off, but I'm only arriving at a couple GBit/s here and a low two digit number of terabytes/storage per year.
This sounds like "a couple racks" to me, not like "a couple datacenters".