Before heading to Sim Lim Square, checkout this website;
www.hardwarezone.com
They have a price guide, though not 100%, it serves as a good guide.
SLS as the locals call it is very notorious for ripping off unsuspecting tourists, they are so good at it that most do not even know they got ripped off.