Rebuilding trust after financial secrecy

I discovered a loan and some spending that my spouse had not told me about. They say they hid it because they were ashamed and did not want to worry me. I understand shame, but trust has been shaken.\n\nHow do couples rebuild financial transparency without daily policing?