[a-priori]

I find it interesting that there are two distinct bands in the response time plots. Any ideas what the two represent?

[bmatheny]

The upper band essentially represents new users. At the current rate of growth, we push into a new redis shard every 2-3 days. When we first start writing/reading against that shard, it appears to take a bit of time to warm up.