The fallout between the president and the rocket maker’s billionaire founder threatened the company’s multibillion-dollar agreements with the government.

Even before the spat, officials at the Pentagon and White House had begun exploring alternatives to SpaceX, wary of over-reliance on a single partner for huge portions of the ambitious, $175 billion ...