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Scaling on the cheap:

1. Host all your static files (images,css,js) on Google App Engine

2. Avoid hitting your database. Cache everything possible.

Taken to its logical extreme, the cache becomes "your database," in which case you didn't need, for example, an RDBMS in the first place.