In this paper, we thoroughly analyze the energy landscape of the Curie-Weiss-Potts model, which is a ferromagnetic spin system consisting of q $\ge$ 3 spins defined on complete graphs. In particular, for the Curie-Weiss-Potts model with q $\ge$ 3 spins and zero external field, we completely characterize all critical temperatures and phase transitions in view of the global structure of the energy landscape. We observe that there are three critical temperatures and four different regimes for q < 5, whereas there are four critical temperatures and five different regimes for q $\ge$ 5. Our analysis extends the investigations performed in [M. Costeniuc, R. S. Ellis, H. Touchette: J. Math. Phys (2005)]; they provide the precise characterization of the second critical temperatures for all q $\ge$ 3 and in [Landim and Seo: J. Stat. Phys. (2016)], which provides a complete analysis of the energy landscape for q = 3. Based on our precise analysis of the energy landscape, we also perform a quantitative investigation of the metastable behavior of the heat-bath Glauber dynamics associated with the Curie-Weiss-Potts model.