Conversion Rates through A/B Testing

You are tasked with analyzing an A/B test aimed at identifying which version of a checkout page results in higher conversion rates. Describe how you would design and evaluate this A/B test. Furthermore, explain how you would employ bootstrap sampling to compute the confidence intervals for the test outcomes, ensuring the statistical validity of your findings.