The map element on Contact page lets you embed an interactive map to your site via the Google Maps JavaScript API. You can specify the location to highlight and choose from various display options. From the start since there's no API added yet, you'll see a grey map placeholder.
Once you added the API key, simple save the changes and Publish the website.