Are you worried about your deodorant?

People are spending more on—and thinking a lot about—what they put on their underarms. Shoppers are on the hunt for new forms, different ingredients and more sophisticated scents. They are stocking up on options for different occasions: a natural deodorant for everyday use and an antiperspirant for sweat-inducing moments, like a job interview or a spin class.

Thirty...