How about using statistical matching techniques to divide the individuals into two similar groups and then administering the intervention? Because there will be some rural customers who behave like urban customers, and some urban customers who behave like rural customers in terms of their total order volume/price? This could help even more granular testing. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2943670/