Each experiment type (e.g., landing page) will define the API for updating the underlying experiment.
Experiment details (methodology, lookback and conversion windows) can be modified at any time.
Note that while the system lets you move between Frequentist and Bayesian methodologies at any time, doing so might not be mathematically recommended...