The effect of priors on the posterior depends on the amount of data. It's inherent to Bayes' rule. In large datasets, priors will have a little effect on the posterior. Prior sensitivity analysis is good practice to help understanding how much priors affects the posterior.

Thanks Rebecca! Very good idea!