Use fixture data to build test website

On my Continues Integration testing service we run all of our unit tests. I also want to run a website security scanner.
So I like to use the data from the fixtures to setup the database for the local website running on my CI server. So the website uses a database with data that is build from the fixtures.
Any idea on how this would be possible?
I’m on CakePHP 2.10.9