In engineering and scientific study, computational fluid dynamics (CFD) is a potent tool for simulating fluid flow and heat transport phenomena. Without the need for expensive experimental testing, computational fluid dynamics (CFD) allows scientists and engineers to solve the governing equations of fluid motion numerically, predicting fluid behavior, optimizing designs, and analyzing complex flow problems. We delve into the theories, uses, approaches, and developments in the field of computational fluid