The leaders of the AFL-CIO and the Service Employees International Union have agreed to coordinate spending millions of dollars in the midterm elections to support pro-union candidates, most of them Democrats.

The two labor organizations say they have a combined $88 million or more to deploy in this year's election cycle. It's not clear how much of that money they will pool together.

The...