This document is a project report submitted by Sangeeth A.S. for the partial fulfillment of an MBA degree. The report studies customer preference at Ambadi Regency hotel in Guruvayoor, Kerala. It includes sections on introduction and objectives, literature review, data analysis, findings, suggestions, and conclusion. The introduction provides background on customer preference and outlines the primary and secondary objectives of analyzing customer preference levels and identifying suggestions at Ambadi Regency.