Complementary slackness is a condition in linear programming that provides a connection between the primal and dual problems, offering a way to verify optimality of solutions. It states that for each constraint in the primal problem, the product of the slack variable and the corresponding dual variable must be zero, and vice versa for the dual constraints and primal variables.