url alias not working in block page restrictions
Looks like this has to do with having multiple URL Alias set up for the same page. To fix the issue I had to remove all URL Alias' that were not being used. The blocks then reappeared on the page.

If some else has an answer to this please post and if it fits better than my conclusion I'll mark it as the answer instead of this.