WASHINGTON—From California apple growers to Maine lobstermen, businesses are joining forces to try to persuade President Trump that tariffs are hurting U.S. industries.

On Wednesday, organizations representing thousands of companies in industries including retailing, toy manufacturing, farming and technology plan to announce they are cooperating on a lobbying campaign called Tariffs Hurt the Heartland to oppose tariffs on imports.

It...