Testing is an essential part of conversion optimization, allowing marketers to compare the effectiveness of different elements of a website in terms of encouraging visitors to convert. Headlines, copy, CTAs, graphics, layout, and page elements such as videos or testimonials can all be tested to see which pieces help or hurt conversion rates.