One other thing to worry about is that some of the wall warts do not actually put out the proper voltage.  I had that problem once in the past.  The wall wart said 9 V, but when I hooked up a voltage meter, it said 15V.  Which would have fried the circuits.

Now the wall warts that have adjustable voltages are somewhat more reliable.