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In our extra tests we get 15k real user hits (get an image on a popular web-site front page, 3req/sec average), and then added 2 servers with load generators to get to 50-80 requests per second. We haven't noticed when it auto-scales (that was "proper" sharded counter application). Probably it never scales on non-billed account (but we were far from our limits).

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