For example, is Target dog-friendly? Their mascot may be the beautiful bull terrier Bullseye, but they're a staunch "service dog-only" environment (along with Sears, Staples, and others).
Note: due to regulation, grocery stores aren't dog-friendly and food-serving establishments typically don't allow dogs indoors.