The shake-up at ICE comes as the president, and his top immigration officials, are increasingly frustrated with the pace of arrests and deportations.

In the first weeks of the new Trump administration, the White House has boasted about the arrests of thousands of undocumented immigrants. But behind the scenes, senior officials have expressed frustration with Immigration and Customs Enforcement in tense calls for not meeting its marks,