close ranks

Close ranks originally describes soldiers moving together to eliminate gaps in formation, presenting a unified front against attack.

The phrase now typically describes groups setting aside internal disagreements to defend against outside criticism or threat: When the scandal broke, party members closed ranks behind their leader.

The image is of solidarity achieved by literally or figuratively standing shoulder to shoulder.