This chapter investigates the service customization process from a consumer perspective. The consumer perspective of customization can be defined as all the concepts, models, processes, and theories concerned with consumer knowledge, information, behavior, and psychological traits relevant to service customization. E-service customization is difficult to implement because of the difficulty of getting reliable information from the customers. Customization is a complex decision process that is affected by environmental, behavioral, and psychological factors. This chapter discusses techniques such as capturing consumer information in profiles, cognitive processes involved in service customization, etc. It discusses the types of e-service consumers, approaches, and technologies for customer profiling such as fuzzy logic and (Web) data mining. It also refers to psychological and cognitive theories and models that study the e-service consumer behavior such as the Theory of Reasoned Action (TRA), the Technology Acceptance Model (TAM), the Theory of Planned Behavior (TPB), the satisficing principle, and others.