If someone says that the sky is orange and you say "no, really, the sky is blue," this statement that the sky is blue is the one that is really or actually true.
That tree is actually a fir, not a pine.
I actually won the lottery!
Origin of actually
- actual (“real, true, veritable”) + -ly