This paper investigates a multi-objective fractional solid transportation problem (MFSTP) with several fractional criteria such as cost/profit, etc., and its three items are origin, destination, and product type or transportation mode. This paper deals with the problem's solution and analyzes the effect of several important fuzzy aggregation operators on the problem's solution. The most commonly used aggregation operators are investigated for this problem in this context. To explain the solution approach, a numerical example from the literature is given and solved. Moreover, by comparing the generated solutions, a set of solutions is presented to the decision-maker to choose the appropriate operator for our problem.