Take a point charge $q_1$. Its potential is $V = q_1/4\pi\epsilon_0r$. Therefore the potential energy of a second point charge $q_2$, at distance $r$, is $PE = q_1q_2/4\pi\epsilon_0r$. This expression is curiously (?) equal to the electric force between the two $F = q_1q_2/4\pi\epsilon_0r^2$, multiplied by the distance $r$:
$$\frac{q_1}{4\pi\epsilon_0r} \times q_2 = \frac{q_1q_2}{4\pi\epsilon_0r^2} \times r$$
Is there a reason why multiplying the force between two charged objects & their distance yields the potential energy? If there is a reason, I'm not seeing it: the potential energy is given by the work done to take the two from infinitely far away to distance $r$ away, or $\int F dr$. But the force changes throughout the range, so I still don't see why we can take the final force and multiply that by $r$. $r$ is even in the "wrong direction" since it's the distance towards the other charge, not the distance from infinity.
I'm looking for an explanation at the intuitive level. The math clearly works out, I just don't see why it works out, unless it's a coincidence.
Edit: To illustrate the issue I don't understand, the potential energy is supposed to be the work done to take the two objects from infinitely far away to distance $r$ away. Therefore it seems like this is the appropriate way to calculate the potential energy:
$$PE = \int^{\infty}_r\frac{q_1q_2}{4\pi\epsilon_0r^2} dr$$
However this is equal to the expression
$$\frac{q_1q_2}{4\pi\epsilon_0r^2} \times r$$
Here we are taking the final force, multiplied by the final distance between the two charges. I can't see any reason why this force $\times$ distance should yield the work done. The charges don't move a distance $r$, and they certainly don't experience the force $\frac{q_1q_2}{4\pi\epsilon_0r^2}$ (where $r$ is the final distance) as they approach each other, since the distance between them is constantly changing.
I'm looking for an explanation why this force $\times$ distance still yields the potential energy. Like, it seems to me that to calculate the potential energy, you must use calculus, but the second expression doesn't seem to use calculus at all, and it still works. Why?