The caselet intends to introduce the participants/students to the concept and importance of measurement and scaling in carrying out a marketing research project. In February 2015, Arun Prasad (Arun), a BBM (Bachelor of Business Management) graduate with distinction started an experiential and customer-centric bakery, Chennai Bakers, in Nungambakkam, Chennai. Based on his award-winning business plan and with encouragement from his Professor, friends and family, Arun had established Chennai Bakers' dealing in cakes, pastries, sandwiches, cookies, fruit juices and hot beverages like coffee and tea. For the first few months, the sales were very promising. However, the last two months' (July and August 2015) suddenly sales were plummeting at Chennai Bakers. A good friend, Raghu Ram, advised him to prepare a questionnaire to collect customer feedback. Arun prepared a questionnaire containing just six questions. After having collected the feedback from select customers, Arun was not sure how to process the data to arrive at appropriate conclusions. When Arun met Professor Francis Xavier (Prof. Xavier) and shared his dilemma, he stated categorically that the measurements and scales were not apt and the feedback exercise must be implemented all over again with appropriate measurements and scales. However, Arun required Prof. Xavier’s help in this regard, to achieve apposite conclusions.