Starbucks Corp. is deploying one of the most potent weapons in its arsenal to bring customers back into stores: the pumpkin spice latte.

The fall product lineup is taking on extra weight this year after the coffee chain ousted its chief executive officer in a surprise move last week. Fan-favorite autumn beverages are key to the company’s plan to reverse two quarters of same-store sales declines.