I'm with Fritz - I use standard 4' flourescent tubes, and they work just fine. The full spectrum lamps might be necessary if you're trying to grow full, mature plants indoors, but for seed starting, they're not really necessary.
My setup is just a standard wire rack shelf unit with the lights suspended under the shelves, very similar to the link you posted. Works great.