I really like these guys: http://www.taydaelectronics.com
Low prices on small volume (even QTY 1) on things like LEDs, caps, diodes, transistors, shift registers,
resistors, temperature sensors, etc...
Not the largest inventory/variety of parts, but the shipping costs are much lower than most.
--- bill