I have just started to experiment with image stacking mainly to reduce noise and bring out detail
Are you using a point-and-shoot or a (d)slr? Are you letting the camera determine its own ISO? If you can, lower the ISO to less than 600-800. The lower the better and the less noise you'll see in the photo. Shooting night or dimly lit shots is tricky - especially if you want them to turn out good. In this area, good glass will help you go far. Compensating by increasing your camera's sensitivity(ISO) helps give you that low light boost but also introduces noise. That's the thing with photography, there are so many tradeoffs you have to put up with. An image stabilized lens or camera body also helps give you those few extra stops of light. White balance is probably one of the most important aspects in getting good shots. Most cameras do a good job these days with choosing the right WB according to the situation you're in, but if you can, it's always best to manually set it up if you have the right accessories handy.