The primal problem in optimization refers to the original problem that needs to be solved, often involving the minimization or maximization of a linear function subject to constraints. It is closely associated with its dual problem, which provides bounds on the solution to the primal problem and can offer insights into the sensitivity of the solution to changes in the constraints or parameters.