Some of the more esoteric (used primarily on CRT monitors) parts like transistors can sometimes be found more easily at MCM electronics. Standard stuff like resistors, caps, etc., Digi-Key/Mouser as mentioned. Also check Newark, and sometimes Jameco will happen to have what you need.