You can get splatter guards that have a glass "top" and some kind of silicone edging. It seems a lot more durable than the entirely thin white plastic ones that are more common. Look for "GGG-GLOU-GLOU GOOSE" (really) on Amazon.
Only downside is that the glass top can get dangerously hot, but there's a handle.