WASHINGTON—President Donald Trump’s administration said Thursday night that the growth of Israeli settlements “may not be helpful” in achieving a goal of peace in the Middle East, an abrupt shift that signals a potentially tougher stance with Israeli Prime Minister Benjamin Netanyahu.

“While we don’t believe the existence of settlements is an impediment to peace, the construction of new settlements or the expansion of existing settlements beyond their current borders may not be helpful in achieving that goal,” White House...