How does PCB traces length effects parasitic capacitance on the board
Capacitance between two plates is proportional to the area of those plates.  Therefore a longer PCB trace above a ground plane, for example, will have more capacitance to ground than a shorter one, assuming everything else is held constant.

Other factors that effect the capacitance is the separation distance and the dielectric constant of the material between the plates.