When we used to have a stroller we would buy a balloon at the beginning of the trip. Just have to make sure they are tied so that they aren't hitting you or others in the face when walking.
We have also used towel clips, the kind that you use to clip beach towels onto a chair, on the top of the handles.
Never had any of those things stole either, not to say it wouldn't happen but it never did.