Ice Maker not working

Ice Maker is not working. I have checked the water line. Water is clearly making to the water valve. It’s seems to stop there. I no longer here the valve "click on" and pump the water to the ice maker.

I am thinking I need to replace the Water Valve. I found the part on this website and its about $20.

Does the water valve seems to be the most likely problem?