The Federal Aviation Administration has removed three senior managers in the office overseeing Southwest Airlines Co., amid allegations of lax safety enforcement raised by agency whistleblowers and various resulting government inquiries, according to people familiar with the matter.

The Transportation Department’s inspector-general has been looking into some of the safety issues for many months, these people said, including lapses by the airline in documenting maintenance for more than 100 of its jets. Other parts of the...