The term ${\rm d}t$ means an infinitesimal quantity of time. Like a slice of time so small, but still not zero.
When something is moving with speed $v$ the infinitesimal distance it travels during the infitesimal time is designated ${\rm d}x = v \, {\rm d}t$. Speed just linearly scales time into distance.
Now to get the total time passed, you sum of all the little slices of time $t = \int {\rm d}t$.
If you scale this with the speed you will get the total displacement $x = \int {\rm d}x = \int v {\rm d}t$.
The advantage is that speed $v$ doesn't have to be a constant since at each time $t$ it contributes only ${\rm d}x = v(t)\,{\rm d}t$ of distance. It is not obvious, but I hope it is intuitive that each ${\rm d}x$ depends on time. When speed $v(t)$ is small ${\rm d}x$ is small(er) and when speed is large $v(t)$ is large ${\rm d}x$ is larger(er).
The idea of calculus is that of slicing a problem into infinitesimal slices that behave linearly with each other, solving for the slice of interest and then summing up all the effects using integration.