Google Gears has a built-in sqlite database - but you'll need to ensure that people have it installed if you plan to rely on it.
Depending on your circumstances, you may be able to enforce installation, otherwise you should treat it as a nice-to-have, but have graceful degradation so that the site still works if it isn't installed.
