This paper is devoted to examining cosmological bouncing scenarios in the framework of the recently proposed symmetric teleparallel gravity (or f(Q) gravity), where the non-metricity scalar Q represents the gravitational interaction. We assume an f(Q) model in the form of f(Q)=alpha Q(n), where alpha and n are free model parameters. To obtain a bouncing universe, we consider a special form of the scale factor a(t) in terms of cosmic time, specifically a(t)=(1+lambda t(2))(1/3), where lambda is an arbitrary constant. We derive the field equations for the flat FLRW universe and obtain the corresponding exact solution. We investigate the physical behavior of various cosmological parameters such as the deceleration parameter, pressure, and equation of state (EoS) parameter with the energy conditions for our bounce cosmological model. Furthermore, we investigate the behavior of the perturbation terms delta(m)(t) and delta(t) with respect to cosmic time t using the scalar perturbation approach. We found that although the model exhibits unstable behavior at the beginning for a brief period, it shows mostly stable behavior for most of the time. Finally, we conclude that the EoS parameter crosses the quintom line omega=-1 in the vicinity of the bouncing point t=0, which confirms the success of our bounce cosmological model.