When conducting portfolio backtesting, it is important to avoid a few common pitfalls. Overfitting can occur when too many parameters are used, and the model does not accurately represent the original data. Additionally, be wary of data-snooping bias, where trading strategies are adjusted based on the analysis of current results rather than pre-determined criteria.