Prices go up but so does the amount of gold you get over time as you kill more and more monsters, and their reward value increases as well. You can't afford to buy everything from the shop so you have to choose what you want depending on what you think is best. As long as you survive you should earn enough to buy a few items per wave.
I hope that helps!