dealextreme.com for high power LED stuff and "replacement" parts for consumer electronics (touch screen for a nintendo DS, etc.)
hobbycity.com for hobby remote-control things (servos, speed controllers...)
Both ship from China...
eBay for assorted "partial reels" of SMT components and similar.