ok, but with this definition of "approximate", a piecewise linear function with finitely many pieces cannot approximate the Weierstrass function.

The original question is whether a continuous function can be approximated by a linear function at a small enough scale. The answer is yes.

If you want the error to decrease linearly with scale, then continuous is not sufficient of course.