Water supply and the removal of contaminants are critical challenges for modern societies. Various techniques have been developed to treat industrial wastewater. This study synthesized a Co3O4/CdAl2O4 nanocomposite using a hydrothermal method to remove Direct Blue and Basic Yellow organic dyes from aqueous media. The nanocomposite was characterized through FTIR, XRD, FESEM, EDX, TEM, PL, and UV-DRS spectroscopy to assess its physical, chemical, and optical properties, including morphology, particle size, crystalline structure, chemical composition, and band gap. DRS analysis revealed that the band gaps of CoO, CdAlO, and the synthesized nanocomposite were 1.5 eV, 3.66 eV, and 2.4 eV respectively. The formation of the heterogeneous CoO/CdAlO structure reduced the recombination rate compared to pure CoO and CdAlO samples. The study examined how operational parameters such as pH, contact time, initial dye concentration, and catalyst dosage affected dye removal efficiency. Optimal removal efficiency for Direct Blue was achieved at pH 2 and for Basic Yellow at pH 12 with a dye concentration of 10 ppm in a 20 mL solution using a catalyst dosage of 0.01 g. Maximum removal efficiencies were 91% for Direct Blue and 86% for Basic Yellow. Kinetic studies showed that the dye removal process followed pseudo-first-order kinetics indicative of a surface-controlled reaction. The experimental data fit well with this model, allowing calculation of the reaction rate constant and activation energy determination. The regression coefficients were 0.992 for Direct Blue and 0.991 for Basic Yellow with rate constants of 0.00379 s and 0.00125 s respectively. The photocatalytic regeneration results indicate that the synthesized nanocomposite demonstrates excellent reusability for up to four cycles, achieving final degradation rates of 80% and 74% for Direct Blue and Basic Yellow, respectively. Mechanistic studies reveal that superoxide radicals are the primary reactive species, serving as powerful oxidants that break down the chemical bonds of pollutant molecules. This process results in bond cleavage and ultimately mineralizes pollutants into simpler compounds like water and carbon dioxide. Consequently, the cobalt oxide/cadmium alumina nanocomposite, with its superior photocatalytic properties and high stability, shows significant potential for treating industrial wastewater containing organic dyes.