In this code snippet, we are defining a function fetch_customer_profile that accepts a user_id and returns a mock user profile.
In this code snippet, we are defining a function fetch_customer_profile that accepts a user_id and returns a mock user profile.

This function simulates an API call that fetches user data from a database. For this demo, we're using hard-coded data. The user profile contains various details such as the user's location (set to the coordinates of the Golden Gate Bridge for this example), preferences in food and activities, app usage metrics, recent interactions, and user rank.

In a production environment, you would replace this hard-coded data with a real API call to your user database.