The overall reinforcement in fiber-reinforced ceramics is affected by the high-temperature stability of the fiber and stress transfer across the interface material. In this study, the morphology and high-temperature thermal stability of boron nitride (BN)-coated SiCf (SiCf/BN) and pyrolytic carbon (PyC)-coated SiCf (SiCf/PyC) were investigated at temperatures ranging from 1700 °C to 1800 °C. The BN and PyC coatings mitigated the high-temperature degradation of SiCf via preferential oxidation, resulting in no noticeable defects on the fiber surface and negligible grain growth within the fibers. The protective effect of the BN interface in B4C-SiCf ceramics depended on the sintering temperature because its oxidation and decomposition progressively increased with temperature. A typical fiber pull-out toughening mechanism was exhibited in B4C–SiCf/BN composite sintered at 1700 °C. The stress carried by the matrix was transferred to the fibers through the BN interface, which directed crack propagation and enhanced the fracture toughness of the composites. In PyC-coated SiCf, the consumption of the PyC coating via reaction with B2O3 in the B4C matrix resulted in the ineffective contribution of SiCf to the toughening of the B4C ceramics under the experimental conditions. The results of this study provide a valuable foundation for further research in the interface regulation of B4C–SiCf ceramic materials.