It is on at the Marina Mall Promenade which is near Waitrose I think. It's on for ten days from 3pm on weekends.
http://www.dubaistreetfestival.com/index.html
Yes i took the kids yesterday and it was very good. The weather is perfect too and the performers get the kids involved as much as they can. I would go down one eveing and see a few acts.