Advertising giants Omnicom Group Inc. and Publicis Groupe SA said they have called off their $35 billion merger, citing "difficulties in completing the transaction within a reasonable time frame."

The deal billed as a "merger of equals" had been challenged by battles over position and power, including difficulties in getting tax and other regulatory approvalspeople familiar with the matter have said.

In...