It does not look like a pizza joint either.
I found a facebook page with a full outdoor shot of the place by searching on the phone numbers on the delivery guys’ shirts. The same numbers are on the exterior of the building, and the entrance is unmistakeable.
I don’t want to post links, but it’s not hard to find if you include the name of the city, which is in the news accounts.
There’s a location in Google maps, but I don’t see anything there. I suppose it’s possible it was razed. The image on the facebook page was dated April 2013, and the incident occurred in October 2013.