<p>Silicon spin qubits have emerged as one of the most promising platforms for quantum computing. To achieve scalability, the spin-photon coupling in the frame of circuit-QED offers a reliable architecture that garners significant attention. Depending on the coupling mechanisms, spin-photon coupling is categorized into transverse (<i>g</i>_<i>x</i>) and longitudinal (<i>g</i>_<i>z</i>) components, each offering distinct advantages for operation and readout, respectively. In practical scenarios, <i>g</i>_<i>x</i> and <i>g</i>_<i>z</i> often coexist and interfere with each other. To enable on-demand separation of these two couplings, we propose an alternative scheme based on spin-orbit torque (SOT). By employing SOT to switch the magnetization of micromagnets, the symmetry of the stray fields surrounding the spin qubit is modified, naturally isolating <i>g</i>_<i>x</i> and <i>g</i>_<i>z</i>. Furthermore, within this SOT scheme, we demonstrate that the dynamic longitudinal coupling (<i>g</i><Stack> _<i>z</i> ^dy </Stack>) can also be fully decoupled from <i>g</i>_<i>x</i> through applying appropriate parametric driving. Our results thus pave the way toward scalable silicon spin qubit architectures.</p>