The answer is no. It can not be used on furniture. Furnitures need to be super smooth to the touch. Sanding for Loba Invisible cannot exceed 150 grit. The product will not penetrate deep enough for proper performance.

With that being said, you can max out your sanding at 150 grit and apply Invisible on your dining set. It just won't be furniture smooth.

Thanks so much for your response! I ended up just using a water-based minwax polycrylic in matte and it did a great job keeping the more natural look of the wood without the yellowing color and has only a light sheen. It ended up looking great and was what I wanted.