Cpl. Roy Kennedy says the local detachment teamed up with an emergency response team from K-Division in Edmonton.
It started with two males being arrested in an alley in the city Thursday evening.
A short time later, an area was blocked off and a man was ordered out of a residence and arrested.
Kennedy says no one was hurt during the operation but several weapons were found in a vehicle.