Forget about that free plane trip or the private dinner with a famous chef. When it comes to collecting rewards from credit cards, most consumers just want cash.

Cash-back rewards cards are increasingly popular with shoppers, prompting financial institutions to develop programs that, in some cases, return as much as 10% of spending. But the recent explosion in cash-back cards has some industry executives worried the market is getting overheated.

They...