What is the intuitive interpretation of the $dF$ measure?

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If I have a cumulative distribution function $F$, I can define an associated measure $\mu((a,b]) = F(b)-F(a)$. But how exactly can I interpret this measure? What would $\int f d\mu$ intuitively mean?