Absolutely.
The change from BB/pellet to ice cube just made it non-fatal (Although I've made crows do some really High G turns to get out of the way of that shiny stuff comin' at 'em.).
Have you sen those new “bag” sling shots? I’ve even seen them where you can “knock” an arrow in the bag.
https://www.thepocketshot.com