When it rains, it can also get mushy.
Mulch: Don't use Mulch your dog is likely to eat, or mulches that can be toxic to dogs if ingested like cocoa Mulch.
You can simply wash urine off artificial grass with a hose, but dog poop can be harder to remove stains and odors with in the long term.