I have reservations regarding the potential bias or lack...

I have reservations regarding the potential bias or lack of reliability in my A/B test outcomes, which could be attributed to various confounding factors, including specific user behavior patterns, seasonal effects, or changes in external factors. Could you assist me in analyzing the data and suggesting modifications to the experimental design or sample size to mitigate the influence of these variables?