How to perform factorial experiment design on data scares situation?

I am trying to analysis data for my thesis so a factorial experimental design has been suggested. The problem is I have done data collection process befor designing an experiment and now my sample size is just 3. Should I run the experiment again or there is solution? Because experiment is very expensive and time consuming.