My walking sprinkler would get bogged down in patches of bare ground or depressions.
I purchased a second set of rear wheels.
I was having the same results with the wheels directly attached to each other.
I made a couple of spacers to widen the wheel base.
I no longer have a problem with the sprinkler getting bogged down.