The app icon and name is based on the information provided in each store (Google play and App Store) but you can add metadata too.

You can also disable the preview page in the firebase console: -> Dynamic links -> New one or edit an existing one -> Follow the steps and in Campaign tracking, social tags and advanced options, check "Skip the preview page" and you're welcome