My Rav said that going into a treif restaurant is a problem with maaras ayin. But if your parnassa is at risk, then the laws of maaras ayin include an exclusion.
So when my coworkers went out for drinks, I avoided it, but when the dept head had a b-day lunch I went and drank coke.