The chief executives of the biggest publicly traded food retailers in the U.S. all earned multimillion-dollar compensation packages last year, with Walmart’s CEO taking home the most.

The executive shaped the mass retailer’s reputation and performance for over a decade. He will be succeeded by COO Michael ...