We study the Klein-Gordon oscillator in a D-dimensional fractional space with \(1<D\le 2\) , employing scalar and vector potentials of the form \(S(r)=S_{0}r^{\lambda }\) and \(U(r)=U_{0}r^{\lambda }\) , and with power-law coupling \(f(r)=r^{\beta }\) . Using separation of variables in polar coordinates, the angular equation is solved by Gegenbauer polynomials. The radial equation is analyzed for several combinations of \(\beta \) and \(\lambda \) . In different cases, the solutions are expressed in terms of biconfluent Heun functions, Bessel functions, or generalized Laguerre polynomials. The energy spectra and wave functions depend explicitly on the fractional dimension D and on the potential parameters \(\lambda , U_{0}, S_{0}\) . For specific choices, e.g., \(\beta =\lambda =1\) or \(\beta =1, \lambda =-1\) , we obtain closed-form energy eigenvalues. For \(\beta =-1,\) with a hard-wall confinement, the spectrum is quantized via Bessel zeros. Numerical solutions for \(D=1.5\) and \(D=2\) show that non-integer dimensions lift degeneracies and modify the number of bound states. These results highlight the sensitivity of relativistic quantum systems to the effective spatial dimensionality and to the power-law exponents of the potentials.