I'm having 10k visitors per day and the script consumes less than 5% of the cpu of one Xeon E3 1225v2. The script and mysql on the same server, not using ssd.
I don't convert videos, but for the script and mysql you don't need much. You should invest first in bandwidth, storage and a good raid...