I’ve always misremembered わずか and かすか as the same word… What’s the difference?

I've come across わずか and かすか many times. Until I saw them used in the same sentence, I always thought they were the same word and that I was just remembering it wrong. Is there any important difference? When should I use one or the other?

by Aer93