Formic acid is regarded as a promising energy carrier and hydrogen storage medium for a carbon-neutral economy. This paper introduces a scalable and efficient system for the selective photocatalytic conversion of liquid formic acid into hydrogen, under visible light. Formic acid decomposition can initiate two reactions. The first, called dehydration, results in the formation of carbon monoxide and water. The second, called dehydrogenation, results in the formation of carbon dioxide and hydrogen. In the present work, spinel ferrites (MFe2O4: M = Cu, Ni, Zn, and Co) are used as photocatalysts to selectively drive the dehydrogenation reaction to produce hydrogen. These catalysts were synthesized via a starch mediated auto-combustion solgel method, yielding crystallite sizes between 47 and 112 nm. Their structural, morphological, and optical properties are determined, including the band gap values ranging from 1.6 to 2.2 eV. The photocatalytic dehydrogenation process was monitored in real time using Fourier transform infrared spectroscopy (FTIR). This analysis revealed a dehydrogenation selectivity across all spinel ferrite samples but with varied amounts of the released CO2. The highest amounts of CO2 released after 10 h, both in the dark and under illumination, were observed for NiFe2O4 and ZnFe2O4. NiFe2O4 exhibits superior performance under dark conditions, while ZnFe2O4 demonstrates a more important activity under light irradiation. The results demonstrate that NiFe2O4 and ZnFe2O4 exhibit CO2 production rates 3 to 4 times higher than those of CoFe2O4 and CuFe2O4 under light condition, highlighting the potential of these spinel ferrites as efficient photocatalysts for the dehydrogenation of formic acid.