How do I draw inside an object in Inkscape?

I have the image shown above where the black colored stroke is the outline of the cloud. I also have a slightly offsetted blue color fill. What should I do to put the blue color fill inside the outline (along with the whitespace)? I tried using the clip option, but it wasn't helpful.