Definition of eating (a competitor's) lunch

aggressively beating out competition. For example, an analyst might say that one retailer is "eating the lunch" of a competitive retailer in the same town if it is gaining market share through an aggressive pricing strategy. The implication of the expression is that the winning competitor is taking food away from the losing company or individual.