I always do my best to choose tubes that don't need to stretch out to the tire.
For example, if the tire is 26x1.50, using a 26x1.25-1.50 tube means that skinny tube has to balloon all the way out to 1.5.
Instead, choose a 26x1.50-1.95 tube, it won't stretch.