They kept their relationship mostly underwraps. Only Harry knew, and by extension, Ron and his family. They arrived and left the DMLE separately. They were afraid that if they disclosed it, they wouldn’t be able to work together anymore. That Malfoy’s judgement would be compromised in the field with her voice in his communication galleon. 