It used to be easy for people like Kristen D’Amico, who can’t stand the taste of pumpkin pie. She merely had to say no to a slice of it on Thanksgiving Day.

Not anymore.

A rising tide of products flavored with pumpkin pie spice has flooded grocery store shelves and restaurant menus, and not just near her home in Deltona, Fla. Friends tease...