Robust production experimentation is described as an important quality engineering activity. A cake mix experiment performed to illustrate split-plot confounding was used to eliminate the low resolution of standard inner and outer array designs. A necessary amount of information was furnished by the split plot design due to switching between fractions. The robustness of the product was improved by identifying the interaction between enviromental and design factors