deep cycle battery

I like to know $$ vs Life on Deep Cycle Batteries. I will only be using them for DC output devices such as lights, small water pumps. As I improve my system; my goal is to have some type of emergency power with an ac converter to run an item as large as window unit Air conditioner for an...