In order to encourage the customer's continuous purchase, build up long term learning relationship, and acquire the related information of customer's online shopping behavior, this study is to discuss how the owners of online shopping websites use the strategy of learning communication to increase the learning relationship quality and raise up the customer satisfaction. Through empirical analysis, we obtain the following results, 1. Learning communication has positive impact on the innovation in products and services. 2. Learning relationship capacity has an influence on learning relationship quality. 3. The customer orientation plays a moderated influence between learning communication and learning relationship capacity. 4. There are four distinct learning relationships: the lagger, pursuer, potential one, and pioneer.