Rolling on Rails: Under the Hood at Twitter – talks about the “scramble to scale” and the importance of thought out database schemas and queries.

In order to scale your service, it is usually not necessary to change the entire framework. Profiling your code and queries can lead to small incremental changes that solve major bottlenecks (caches, query optimization, etc.).