The truth is, there really isn’t a difference. Some retailers prefer to say gross margin, other retailers prefer to say gross profit. (Although some will use the term gross margin when referring to gross profit as a percentage of net sales.) Both terms refer to the difference between net sales and total cost of goods sold.
Much like the term gross margin, a few use gross profit margin to refer to gross profit dollars as a percentage of sales.