But it’s misleading to assume these results mean there is no real difference. There may be a difference, even an important one, but the study was so small it’d be lucky to notice it.
the story is the other way around, no real difference could be caused by small sample size as well. So, false negative studies need to be "powered" by increasing the sample size.