Commercial harvest of them is banned, I think (Migratory Bird Treaty Act, which implements a treaty with Canada, Mexico, Japan, and Russia.)

There are various detailed federal regulations pertaining to Canada Geese allowing control in certain situations.

https://www.ecfr.gov/current/title-50/chapter-I/subchapter-B...