Ruddlesden−Popper (RP) perovskite materials are gaining traction in optoelectronic applications due to their unique structure and adjustable properties. This study investigates the potential of RP (2D) Cs 2 GeI 2 Br 2 and (3D) CsGeI 2 Br absorbers in enhancing perovskite solar cell (PSC) performance. Through rigorous analysis, we find that integrating RP phases improves charge transport and reduces defects, leading to superior device performance. The results showed a direct bandgap (1.45 eV for 2D), high optical absorption (above 50 × 10 4 cm −1 for 3D), low reflectivity, and energy loss, indicating solar cell suitability. The calculated effective mass values (m e *, m h *) (0.245, 0.423 eV) for Cs 2 GeI 2 Br 2 closely resemble those reported for Cs 2 PbI 2 Br 2 and Cs 2 PbI 2 Cl 2 , indicating similar charge carrier behavior in these materials. Our research provides valuable insights for optimizing PSCs with alternative structures. Additionally, simulations explore various hole transport layers and temperature effects on key electrical parameters under standard AM 1.5 G solar radiation using the SCAPS-1D software, achieving a maximum efficiency of approximately 29.59% for the PSC prototype at an ambient temperature of 25 °C.