The interpretation of Cpk, a common measure of process capability and confidence limits for it, is based on the assumption that the process is normally distributed. The non-parametric but computer intensive method called Bootstrap is introduced and the standard Bootstrap confidence interval estimate for Cpk is defined. An initial simulation of two processes (one normal and the other highly skewed) is presented and discussed.