While the gun laws are strict, you can get a licence for hunting or sport. Requirements include testing, demonstration of safe usage, separate safes for gun and ammunition and possible random police checks on your gun and storage.
Shotguns are most common. Rifles are rarer but possible with a history of ownership of a shotgun.