Interesting article Pranav! I wanted to know, in you logic from where are you getting this data?

“Does John Doe like beaches? — Yes
How many times in a year does he take a vacation? — 3 times
How many times has he already travelled this year? — Twice”

Search and booking history on the website itself (in your case Booking.com) or you are extracting data from other sources too?