This Guidance demonstrates how you can implement a personalization engine to derive and deliver the right guest experience when your guest most needs it. By aggregating data from various guest touchpoints, you can determine preferences and make tailored recommendations for room type, amenities, dining, and activities to delight each guest. Personalization can enhance your guest's satisfaction and loyalty, while incentivizing high-value ancillary purchases, strengthening your brand image.