Cow milk is cow's milk, though most people just call cow's milk milk.
This is a jukugo word, which usually means on'yomi readings from the kanji. If you know the readings of your kanji you'll know how to read this as well.
"Good morning. Here’s your milk." "Oh, thanks. That hits the spot. There’s nothing like a great glass of milk to start the day."