After running Optimize Database Tables, and I was the only one using the web interface, I received all kinds of errors and then the database was completely deleted after restarting Tomcat. I restored from a backup and all is well, but heads up in case you're ever tempted to click on that link.
There should probably be some sort of warning before it lets you use that feature.