Fans of the seasonal Starbucks Pumpkin Spice Latte can expect the beverage to return to stores on August 30, 2022, and here’s what you probably never knew about the PSL's origins. The drink was invented by Peter Dukes, a former Stanford University athlete and economist who joined the Starbucks team in 2001.