The lights have gone off on another American tradition.

The photographer that ran the portrait studios at Sears Holdings Corp., Wal-Mart Stores Inc. and Babies "R" Us abruptly closed its business, at least temporarily ending a longtime retail tradition at those stores.

CPI Corp., in a statement on its website, said it closed all...