As per the docs for this “sometimes required” field:
This setting is available for line items using the TWEET_ENGAGEMENT objective on the Twitter Audience Platform (TAP).
The advertiser_domain specifies the top level domain corresponding to the advertiser whose ad you are showing. This is for black-listing content by the publishers.