The document evaluates the impact of consumer characteristics, such as demographic and psychographic factors, on retail format patronage decisions in Krishna district, India. A study involving 650 shoppers concluded that these characteristics significantly influence purchasing behavior and retail format preferences. The research highlights the need for retailers to consider these individual factors to adapt their marketing strategies effectively.