Developing an economically viable and eco-friendly catalyst is essential for the dehydrogenation reaction. In this context, cobalt-based catalysts supported on different morphologies of γ-Al 2 O 3 , nano-sheet (Al 2 O 3 À NS), nano-fiber (Al 2 O 3 À NF) and nanoplate (Al 2 O 3 À NP) were synthesized using wetness impregnation method and tested for non-oxidative propane dehydrogenation reaction. Metal support interaction and Lewis acidic center play a crucial role in propane dehydrogenation reaction; therefore this study focuses on investigating the role of these parameters on the catalytic activity for cobalt-based catalysts. A higher metal support interaction was observed in Co/Al 2 O 3 À NS as compared to Co/Al 2 O 3 À NF and Co/Al 2 O 3 À NP. The presence of tetrahedral coordinated Co + 2 in Co/Al 2 O 3 À NS leads to higher selectivity towards propylene. The formation of metallic cobalt from Co 3 O 4 precursor present in Co/Al 2 O 3 À NP promoted side reactions to form lower hydrocarbons and carbon, which caused catalyst deactivation. In-situ DRIFTS analysis revealed the interaction of propane and propylene gases with the catalyst, which was an important revelation to find the source of carbon deposition.