Key value stores in catalysis are used to store and retrieve data related to catalytic reactions, such as reaction conditions, catalyst properties, and outcomes. This data can be crucial for optimizing reactions, predicting outcomes, and developing new catalytic materials. By using key value stores, researchers can quickly access and manipulate large datasets, leading to faster and more accurate experimentation.