Poor slow hardware normally. If it tries to do a read and can't get a response it's not too bad, but if it can't write because it's too busy or too slow then you have problems.
There are thousands of MySQL databases out in the World and Business running very large sites with no problems.
Wikipedia which is big runs on MySQL
